diff --git "a/POTSDAM/1_8-79.84/debug.log" "b/POTSDAM/1_8-79.84/debug.log" new file mode 100644--- /dev/null +++ "b/POTSDAM/1_8-79.84/debug.log" @@ -0,0 +1,2550 @@ +[2025-11-01 11:29:47,951] [INFO ] {'batch_size': 1, + 'clip_encoder': None, + 'conf_mode': 'pixelwise', + 'conf_thresh': 0.95, + 'config': 'configs/generated/exp-43/potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw.yaml', + 'criterion': {'kwargs': {'ignore_index': 255}, 'name': 'CELoss'}, + 'criterion_u': 'CELoss', + 'crop_size': 512, + 'data_root': 'data/potsdam/', + 'dataset': 'potsdam', + 'disable_dropout': True, + 'epochs': 80, + 'eval_every_n_epochs': 1, + 'eval_mode': 'zegclip_sliding_window', + 'exec_git_rev': '02738dd452ad3a8ddcd5a7659847f1480ac78a0e', + 'exec_version': '0.10', + 'exp': 43, + 'fp_rate': 0.5, + 'git_rev': '02738dd452ad3a8ddcd5a7659847f1480ac78a0e', + 'gpu_model': '3090', + 'img_scale': [2048, 512], + 'iters': None, + 'labeled_id_path': 'splits/potsdam/1_8/labeled.txt', + 'labeled_photometric_distortion': False, + 'local_rank': 0, + 'maskclip_consistency_lambda': 0, + 'mcc_conf_thresh': 0.75, + 'mcc_loss_reduce': 'mean', + 'mcc_text': 'single', + 'method': 'dualvm_clip_dinov3', + 'model': 'mmseg.dual_model_clip', + 'model_2': 'mmseg.dual_model_dinov3', + 'model_args': {'maskclip_class_filter': None}, + 'n_gpus': 2, + 'n_nodes': 1, + 'name': 'potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw', + 'nccl_debug': 'INFO', + 'nccl_p2p_disable': 1, + 'nclass': 6, + 'ngpus': 4, + 'optimizer': {'lr': 0.0001, + 'paramwise_cfg': {'custom_keys': {'backbone': {'lr_mult': 0.01}, + 'conv_encoder': {'lr_mult': 1.0}, + 'head': {'lr_mult': 10.0}, + 'ln': {'decay_mult': 0.0}, + 'norm': {'decay_mult': 0.0}, + 'text_encoder': {'lr_mult': 0.0}}}, + 'type': 'AdamW', + 'weight_decay': 0.01}, + 'pl_text': 'single', + 'pleval': True, + 'port': 20029, + 'reduce_zero_label': True, + 'run_name': '251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30', + 'save_path': 'exp/exp-43/251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30', + 'scale_ratio_range': (0.5, 2.0), + 'split': '1_8', + 'stride': 426, + 'text_embedding_variant': 'single', + 'unlabeled_id_path': 'splits/potsdam/1_8/unlabeled.txt', + 'use_fp': True, + 'version': '0.10', + 'warmup_iters': 0, + 'warmup_ratio': 1e-06} + +[2025-11-01 11:29:50,646] [INFO ] CLIP Backbone params (training/total): 28.3M/86.2M +[2025-11-01 11:29:50,647] [INFO ] Dinov3 Backbone params (training/total): 28.3M/85.7M +[2025-11-01 11:29:50,647] [INFO ] CLIP Decoder params (training/total): 2.2M/2.2M +[2025-11-01 11:29:50,648] [INFO ] Dinov3 Decoder params (training/total): 2.2M/2.2M +[2025-11-01 11:29:56,481] [INFO ] Train for 80 epochs / 86240 iterations. +[2025-11-01 11:29:56,481] [INFO ] ===========> Epoch: 0, LR: 0.00010, Best mIoU [clip/dinov3]: 0.00/0.00 +[2025-11-01 11:29:58,673] [INFO ] Iters: 0 train/iter_time: 1.591, train/clip/loss_all: 0.896, train/clip/loss_x: 1.791, train/clip/loss_s1: 0.000, train/clip/loss_s2: 0.000, train/clip/loss_fp: 0.000, train/clip/stabilization_loss: 0.000, train/dinov3/loss_all: 0.896, train/dinov3/loss_x: 1.792, train/dinov3/loss_s1: 0.000, train/dinov3/loss_s2: 0.000, train/dinov3/loss_fp: 0.000, train/dinov3/stabilization_loss: 0.000 +[2025-11-01 11:30:52,704] [INFO ] Iters: 100 train/iter_time: 0.540, train/clip/loss_all: 0.642, train/clip/loss_x: 1.283, train/clip/loss_s1: 0.002, train/clip/loss_s2: 0.001, train/clip/loss_fp: 0.001, train/clip/stabilization_loss: 0.000, train/dinov3/loss_all: 0.825, train/dinov3/loss_x: 1.651, train/dinov3/loss_s1: 0.000, train/dinov3/loss_s2: 0.000, train/dinov3/loss_fp: 0.000, train/dinov3/stabilization_loss: 0.000 +[2025-11-01 11:31:47,126] [INFO ] Iters: 200 train/iter_time: 0.544, train/clip/loss_all: 0.414, train/clip/loss_x: 0.776, train/clip/loss_s1: 0.069, train/clip/loss_s2: 0.048, train/clip/loss_fp: 0.045, train/clip/stabilization_loss: 0.000, train/dinov3/loss_all: 0.723, train/dinov3/loss_x: 1.446, train/dinov3/loss_s1: 0.001, train/dinov3/loss_s2: 0.001, train/dinov3/loss_fp: 0.001, train/dinov3/stabilization_loss: 0.000 +[2025-11-01 11:32:42,134] [INFO ] Iters: 300 train/iter_time: 0.549, train/clip/loss_all: 0.355, train/clip/loss_x: 0.667, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.044, train/clip/loss_fp: 0.037, train/clip/stabilization_loss: 0.000, train/dinov3/loss_all: 0.679, train/dinov3/loss_x: 1.358, train/dinov3/loss_s1: 0.000, train/dinov3/loss_s2: 0.000, train/dinov3/loss_fp: 0.000, train/dinov3/stabilization_loss: 0.000 +[2025-11-01 11:33:36,862] [INFO ] Iters: 400 train/iter_time: 0.547, train/clip/loss_all: 0.336, train/clip/loss_x: 0.609, train/clip/loss_s1: 0.074, train/clip/loss_s2: 0.104, train/clip/loss_fp: 0.036, train/clip/stabilization_loss: 0.000, train/dinov3/loss_all: 0.671, train/dinov3/loss_x: 1.340, train/dinov3/loss_s1: 0.006, train/dinov3/loss_s2: 0.004, train/dinov3/loss_fp: 0.001, train/dinov3/stabilization_loss: 0.000 +[2025-11-01 11:34:31,605] [INFO ] Iters: 500 train/iter_time: 0.547, train/clip/loss_all: 0.334, train/clip/loss_x: 0.627, train/clip/loss_s1: 0.055, train/clip/loss_s2: 0.054, train/clip/loss_fp: 0.026, train/clip/stabilization_loss: 0.000, train/dinov3/loss_all: 0.657, train/dinov3/loss_x: 1.305, train/dinov3/loss_s1: 0.013, train/dinov3/loss_s2: 0.016, train/dinov3/loss_fp: 0.001, train/dinov3/stabilization_loss: 0.000 +[2025-11-01 11:35:26,322] [INFO ] Iters: 600 train/iter_time: 0.546, train/clip/loss_all: 0.286, train/clip/loss_x: 0.525, train/clip/loss_s1: 0.080, train/clip/loss_s2: 0.060, train/clip/loss_fp: 0.026, train/clip/stabilization_loss: 0.000, train/dinov3/loss_all: 0.639, train/dinov3/loss_x: 1.263, train/dinov3/loss_s1: 0.024, train/dinov3/loss_s2: 0.031, train/dinov3/loss_fp: 0.003, train/dinov3/stabilization_loss: 0.000 +[2025-11-01 11:36:21,147] [INFO ] Iters: 700 train/iter_time: 0.548, train/clip/loss_all: 0.321, train/clip/loss_x: 0.600, train/clip/loss_s1: 0.061, train/clip/loss_s2: 0.065, train/clip/loss_fp: 0.020, train/clip/stabilization_loss: 0.000, train/dinov3/loss_all: 0.609, train/dinov3/loss_x: 1.213, train/dinov3/loss_s1: 0.008, train/dinov3/loss_s2: 0.010, train/dinov3/loss_fp: 0.001, train/dinov3/stabilization_loss: 0.000 +[2025-11-01 11:37:15,995] [INFO ] Iters: 800 train/iter_time: 0.548, train/clip/loss_all: 0.255, train/clip/loss_x: 0.455, train/clip/loss_s1: 0.076, train/clip/loss_s2: 0.077, train/clip/loss_fp: 0.032, train/clip/stabilization_loss: 0.000, train/dinov3/loss_all: 0.623, train/dinov3/loss_x: 1.231, train/dinov3/loss_s1: 0.031, train/dinov3/loss_s2: 0.020, train/dinov3/loss_fp: 0.006, train/dinov3/stabilization_loss: 0.000 +[2025-11-01 11:38:10,767] [INFO ] Iters: 900 train/iter_time: 0.547, train/clip/loss_all: 0.266, train/clip/loss_x: 0.485, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.085, train/clip/loss_fp: 0.024, train/clip/stabilization_loss: 0.000, train/dinov3/loss_all: 0.587, train/dinov3/loss_x: 1.168, train/dinov3/loss_s1: 0.007, train/dinov3/loss_s2: 0.010, train/dinov3/loss_fp: 0.000, train/dinov3/stabilization_loss: 0.000 +[2025-11-01 11:39:05,403] [INFO ] Iters: 1000 train/iter_time: 0.546, train/clip/loss_all: 0.238, train/clip/loss_x: 0.424, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.097, train/clip/loss_fp: 0.026, train/clip/stabilization_loss: 0.000, train/dinov3/loss_all: 0.595, train/dinov3/loss_x: 1.188, train/dinov3/loss_s1: 0.005, train/dinov3/loss_s2: 0.005, train/dinov3/loss_fp: 0.000, train/dinov3/stabilization_loss: 0.000 +[2025-11-01 11:40:10,044] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 11:40:10,044] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 11:40:10,044] [INFO ] Class [0 impervious_surface] IoU: 76.88 +[2025-11-01 11:40:10,044] [INFO ] Class [1 building] IoU: 82.20 +[2025-11-01 11:40:10,044] [INFO ] Class [2 low_vegetation] IoU: 66.41 +[2025-11-01 11:40:10,044] [INFO ] Class [3 tree] IoU: 69.97 +[2025-11-01 11:40:10,044] [INFO ] Class [4 car] IoU: 58.68 +[2025-11-01 11:40:10,044] [INFO ] Class [5 clutter] IoU: 43.97 +[2025-11-01 11:40:10,045] [INFO ] MeanIoU (clip, zegclip_sliding_window): 66.35 + +[2025-11-01 11:40:10,045] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 11:40:10,045] [INFO ] Class [0 impervious_surface] IoU: 43.47 +[2025-11-01 11:40:10,045] [INFO ] Class [1 building] IoU: 34.03 +[2025-11-01 11:40:10,045] [INFO ] Class [2 low_vegetation] IoU: 37.83 +[2025-11-01 11:40:10,045] [INFO ] Class [3 tree] IoU: 15.61 +[2025-11-01 11:40:10,045] [INFO ] Class [4 car] IoU: 0.00 +[2025-11-01 11:40:10,045] [INFO ] Class [5 clutter] IoU: 0.00 +[2025-11-01 11:40:10,045] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 21.82 + +[2025-11-01 11:40:11,627] [INFO ] ===========> Epoch: 1, LR: 0.00010, Best mIoU [clip/dinov3]: 66.35/21.82 +[2025-11-01 11:40:12,889] [INFO ] Iters: 0 train/iter_time: 0.576, train/clip/loss_all: 0.222, train/clip/loss_x: 0.416, train/clip/loss_s1: 0.090, train/clip/loss_s2: 0.005, train/clip/loss_fp: 0.009, train/clip/stabilization_loss: 0.000, train/dinov3/loss_all: 1.031, train/dinov3/loss_x: 2.062, train/dinov3/loss_s1: 0.000, train/dinov3/loss_s2: 0.000, train/dinov3/loss_fp: 0.000, train/dinov3/stabilization_loss: 0.000 +[2025-11-01 11:41:07,747] [INFO ] Iters: 100 train/iter_time: 0.548, train/clip/loss_all: 0.274, train/clip/loss_x: 0.499, train/clip/loss_s1: 0.049, train/clip/loss_s2: 0.074, train/clip/loss_fp: 0.035, train/clip/stabilization_loss: 0.000, train/dinov3/loss_all: 0.593, train/dinov3/loss_x: 1.180, train/dinov3/loss_s1: 0.007, train/dinov3/loss_s2: 0.015, train/dinov3/loss_fp: 0.001, train/dinov3/stabilization_loss: 0.000 +[2025-11-01 11:42:02,595] [INFO ] Iters: 200 train/iter_time: 0.548, train/clip/loss_all: 0.192, train/clip/loss_x: 0.335, train/clip/loss_s1: 0.081, train/clip/loss_s2: 0.076, train/clip/loss_fp: 0.016, train/clip/stabilization_loss: 0.000, train/dinov3/loss_all: 0.602, train/dinov3/loss_x: 1.194, train/dinov3/loss_s1: 0.019, train/dinov3/loss_s2: 0.017, train/dinov3/loss_fp: 0.002, train/dinov3/stabilization_loss: 0.000 +[2025-11-01 11:42:57,277] [INFO ] Iters: 300 train/iter_time: 0.546, train/clip/loss_all: 0.226, train/clip/loss_x: 0.407, train/clip/loss_s1: 0.081, train/clip/loss_s2: 0.061, train/clip/loss_fp: 0.019, train/clip/stabilization_loss: 0.000, train/dinov3/loss_all: 0.606, train/dinov3/loss_x: 1.205, train/dinov3/loss_s1: 0.010, train/dinov3/loss_s2: 0.010, train/dinov3/loss_fp: 0.001, train/dinov3/stabilization_loss: 0.000 +[2025-11-01 11:43:51,884] [INFO ] Iters: 400 train/iter_time: 0.545, train/clip/loss_all: 0.228, train/clip/loss_x: 0.416, train/clip/loss_s1: 0.065, train/clip/loss_s2: 0.058, train/clip/loss_fp: 0.017, train/clip/stabilization_loss: 0.001, train/dinov3/loss_all: 0.616, train/dinov3/loss_x: 1.225, train/dinov3/loss_s1: 0.006, train/dinov3/loss_s2: 0.011, train/dinov3/loss_fp: 0.001, train/dinov3/stabilization_loss: 0.001 +[2025-11-01 11:44:46,509] [INFO ] Iters: 500 train/iter_time: 0.546, train/clip/loss_all: 0.253, train/clip/loss_x: 0.461, train/clip/loss_s1: 0.067, train/clip/loss_s2: 0.063, train/clip/loss_fp: 0.023, train/clip/stabilization_loss: 0.001, train/dinov3/loss_all: 0.620, train/dinov3/loss_x: 1.231, train/dinov3/loss_s1: 0.009, train/dinov3/loss_s2: 0.016, train/dinov3/loss_fp: 0.002, train/dinov3/stabilization_loss: 0.001 +[2025-11-01 11:45:41,409] [INFO ] Iters: 600 train/iter_time: 0.548, train/clip/loss_all: 0.194, train/clip/loss_x: 0.352, train/clip/loss_s1: 0.043, train/clip/loss_s2: 0.058, train/clip/loss_fp: 0.017, train/clip/stabilization_loss: 0.001, train/dinov3/loss_all: 0.587, train/dinov3/loss_x: 1.168, train/dinov3/loss_s1: 0.012, train/dinov3/loss_s2: 0.007, train/dinov3/loss_fp: 0.002, train/dinov3/stabilization_loss: 0.001 +[2025-11-01 11:46:36,267] [INFO ] Iters: 700 train/iter_time: 0.548, train/clip/loss_all: 0.193, train/clip/loss_x: 0.329, train/clip/loss_s1: 0.088, train/clip/loss_s2: 0.080, train/clip/loss_fp: 0.025, train/clip/stabilization_loss: 0.001, train/dinov3/loss_all: 0.589, train/dinov3/loss_x: 1.162, train/dinov3/loss_s1: 0.023, train/dinov3/loss_s2: 0.037, train/dinov3/loss_fp: 0.001, train/dinov3/stabilization_loss: 0.001 +[2025-11-01 11:47:31,090] [INFO ] Iters: 800 train/iter_time: 0.547, train/clip/loss_all: 0.198, train/clip/loss_x: 0.340, train/clip/loss_s1: 0.099, train/clip/loss_s2: 0.084, train/clip/loss_fp: 0.017, train/clip/stabilization_loss: 0.001, train/dinov3/loss_all: 0.572, train/dinov3/loss_x: 1.126, train/dinov3/loss_s1: 0.043, train/dinov3/loss_s2: 0.023, train/dinov3/loss_fp: 0.001, train/dinov3/stabilization_loss: 0.001 +[2025-11-01 11:48:25,926] [INFO ] Iters: 900 train/iter_time: 0.548, train/clip/loss_all: 0.202, train/clip/loss_x: 0.368, train/clip/loss_s1: 0.055, train/clip/loss_s2: 0.047, train/clip/loss_fp: 0.017, train/clip/stabilization_loss: 0.001, train/dinov3/loss_all: 0.561, train/dinov3/loss_x: 1.096, train/dinov3/loss_s1: 0.052, train/dinov3/loss_s2: 0.041, train/dinov3/loss_fp: 0.003, train/dinov3/stabilization_loss: 0.001 +[2025-11-01 11:49:20,672] [INFO ] Iters: 1000 train/iter_time: 0.547, train/clip/loss_all: 0.211, train/clip/loss_x: 0.358, train/clip/loss_s1: 0.082, train/clip/loss_s2: 0.074, train/clip/loss_fp: 0.044, train/clip/stabilization_loss: 0.001, train/dinov3/loss_all: 0.565, train/dinov3/loss_x: 1.117, train/dinov3/loss_s1: 0.016, train/dinov3/loss_s2: 0.025, train/dinov3/loss_fp: 0.001, train/dinov3/stabilization_loss: 0.001 +[2025-11-01 11:50:14,085] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 11:50:14,086] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 11:50:14,086] [INFO ] Class [0 impervious_surface] IoU: 79.86 +[2025-11-01 11:50:14,086] [INFO ] Class [1 building] IoU: 85.96 +[2025-11-01 11:50:14,086] [INFO ] Class [2 low_vegetation] IoU: 69.69 +[2025-11-01 11:50:14,086] [INFO ] Class [3 tree] IoU: 71.54 +[2025-11-01 11:50:14,086] [INFO ] Class [4 car] IoU: 67.21 +[2025-11-01 11:50:14,086] [INFO ] Class [5 clutter] IoU: 47.24 +[2025-11-01 11:50:14,086] [INFO ] MeanIoU (clip, zegclip_sliding_window): 70.25 + +[2025-11-01 11:50:14,086] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 11:50:14,086] [INFO ] Class [0 impervious_surface] IoU: 37.11 +[2025-11-01 11:50:14,086] [INFO ] Class [1 building] IoU: 40.58 +[2025-11-01 11:50:14,086] [INFO ] Class [2 low_vegetation] IoU: 42.99 +[2025-11-01 11:50:14,086] [INFO ] Class [3 tree] IoU: 1.93 +[2025-11-01 11:50:14,086] [INFO ] Class [4 car] IoU: 0.00 +[2025-11-01 11:50:14,086] [INFO ] Class [5 clutter] IoU: 0.00 +[2025-11-01 11:50:14,086] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 20.44 + +[2025-11-01 11:50:14,820] [INFO ] ===========> Epoch: 2, LR: 0.00010, Best mIoU [clip/dinov3]: 70.25/21.82 +[2025-11-01 11:50:15,894] [INFO ] Iters: 0 train/iter_time: 0.551, train/clip/loss_all: 0.153, train/clip/loss_x: 0.281, train/clip/loss_s1: 0.036, train/clip/loss_s2: 0.011, train/clip/loss_fp: 0.018, train/clip/stabilization_loss: 0.002, train/dinov3/loss_all: 0.590, train/dinov3/loss_x: 1.177, train/dinov3/loss_s1: 0.000, train/dinov3/loss_s2: 0.000, train/dinov3/loss_fp: 0.000, train/dinov3/stabilization_loss: 0.002 +[2025-11-01 11:51:10,569] [INFO ] Iters: 100 train/iter_time: 0.546, train/clip/loss_all: 0.180, train/clip/loss_x: 0.307, train/clip/loss_s1: 0.073, train/clip/loss_s2: 0.077, train/clip/loss_fp: 0.026, train/clip/stabilization_loss: 0.001, train/dinov3/loss_all: 0.547, train/dinov3/loss_x: 1.074, train/dinov3/loss_s1: 0.033, train/dinov3/loss_s2: 0.031, train/dinov3/loss_fp: 0.001, train/dinov3/stabilization_loss: 0.001 +[2025-11-01 11:52:05,455] [INFO ] Iters: 200 train/iter_time: 0.548, train/clip/loss_all: 0.192, train/clip/loss_x: 0.336, train/clip/loss_s1: 0.071, train/clip/loss_s2: 0.050, train/clip/loss_fp: 0.028, train/clip/stabilization_loss: 0.002, train/dinov3/loss_all: 0.542, train/dinov3/loss_x: 1.061, train/dinov3/loss_s1: 0.029, train/dinov3/loss_s2: 0.048, train/dinov3/loss_fp: 0.002, train/dinov3/stabilization_loss: 0.002 +[2025-11-01 11:53:00,476] [INFO ] Iters: 300 train/iter_time: 0.549, train/clip/loss_all: 0.173, train/clip/loss_x: 0.301, train/clip/loss_s1: 0.074, train/clip/loss_s2: 0.052, train/clip/loss_fp: 0.021, train/clip/stabilization_loss: 0.002, train/dinov3/loss_all: 0.525, train/dinov3/loss_x: 1.035, train/dinov3/loss_s1: 0.016, train/dinov3/loss_s2: 0.026, train/dinov3/loss_fp: 0.001, train/dinov3/stabilization_loss: 0.002 +[2025-11-01 11:53:55,647] [INFO ] Iters: 400 train/iter_time: 0.551, train/clip/loss_all: 0.169, train/clip/loss_x: 0.305, train/clip/loss_s1: 0.047, train/clip/loss_s2: 0.048, train/clip/loss_fp: 0.014, train/clip/stabilization_loss: 0.002, train/dinov3/loss_all: 0.575, train/dinov3/loss_x: 1.132, train/dinov3/loss_s1: 0.020, train/dinov3/loss_s2: 0.035, train/dinov3/loss_fp: 0.002, train/dinov3/stabilization_loss: 0.002 +[2025-11-01 11:54:50,367] [INFO ] Iters: 500 train/iter_time: 0.546, train/clip/loss_all: 0.195, train/clip/loss_x: 0.328, train/clip/loss_s1: 0.068, train/clip/loss_s2: 0.116, train/clip/loss_fp: 0.023, train/clip/stabilization_loss: 0.002, train/dinov3/loss_all: 0.587, train/dinov3/loss_x: 1.144, train/dinov3/loss_s1: 0.064, train/dinov3/loss_s2: 0.033, train/dinov3/loss_fp: 0.001, train/dinov3/stabilization_loss: 0.002 +[2025-11-01 11:55:45,472] [INFO ] Iters: 600 train/iter_time: 0.550, train/clip/loss_all: 0.180, train/clip/loss_x: 0.324, train/clip/loss_s1: 0.048, train/clip/loss_s2: 0.054, train/clip/loss_fp: 0.012, train/clip/stabilization_loss: 0.002, train/dinov3/loss_all: 0.560, train/dinov3/loss_x: 1.104, train/dinov3/loss_s1: 0.004, train/dinov3/loss_s2: 0.038, train/dinov3/loss_fp: 0.004, train/dinov3/stabilization_loss: 0.002 +[2025-11-01 11:56:40,187] [INFO ] Iters: 700 train/iter_time: 0.546, train/clip/loss_all: 0.180, train/clip/loss_x: 0.324, train/clip/loss_s1: 0.053, train/clip/loss_s2: 0.045, train/clip/loss_fp: 0.016, train/clip/stabilization_loss: 0.002, train/dinov3/loss_all: 0.540, train/dinov3/loss_x: 1.062, train/dinov3/loss_s1: 0.024, train/dinov3/loss_s2: 0.029, train/dinov3/loss_fp: 0.002, train/dinov3/stabilization_loss: 0.002 +[2025-11-01 11:57:34,940] [INFO ] Iters: 800 train/iter_time: 0.547, train/clip/loss_all: 0.185, train/clip/loss_x: 0.322, train/clip/loss_s1: 0.081, train/clip/loss_s2: 0.052, train/clip/loss_fp: 0.021, train/clip/stabilization_loss: 0.002, train/dinov3/loss_all: 0.570, train/dinov3/loss_x: 1.122, train/dinov3/loss_s1: 0.025, train/dinov3/loss_s2: 0.024, train/dinov3/loss_fp: 0.002, train/dinov3/stabilization_loss: 0.002 +[2025-11-01 11:58:29,714] [INFO ] Iters: 900 train/iter_time: 0.547, train/clip/loss_all: 0.173, train/clip/loss_x: 0.301, train/clip/loss_s1: 0.069, train/clip/loss_s2: 0.058, train/clip/loss_fp: 0.015, train/clip/stabilization_loss: 0.003, train/dinov3/loss_all: 0.585, train/dinov3/loss_x: 1.155, train/dinov3/loss_s1: 0.023, train/dinov3/loss_s2: 0.009, train/dinov3/loss_fp: 0.002, train/dinov3/stabilization_loss: 0.003 +[2025-11-01 11:59:24,408] [INFO ] Iters: 1000 train/iter_time: 0.546, train/clip/loss_all: 0.184, train/clip/loss_x: 0.305, train/clip/loss_s1: 0.098, train/clip/loss_s2: 0.102, train/clip/loss_fp: 0.017, train/clip/stabilization_loss: 0.003, train/dinov3/loss_all: 0.575, train/dinov3/loss_x: 1.127, train/dinov3/loss_s1: 0.027, train/dinov3/loss_s2: 0.042, train/dinov3/loss_fp: 0.002, train/dinov3/stabilization_loss: 0.003 +[2025-11-01 12:00:17,948] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 12:00:17,949] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 12:00:17,949] [INFO ] Class [0 impervious_surface] IoU: 81.91 +[2025-11-01 12:00:17,949] [INFO ] Class [1 building] IoU: 86.96 +[2025-11-01 12:00:17,949] [INFO ] Class [2 low_vegetation] IoU: 71.41 +[2025-11-01 12:00:17,949] [INFO ] Class [3 tree] IoU: 73.47 +[2025-11-01 12:00:17,949] [INFO ] Class [4 car] IoU: 74.16 +[2025-11-01 12:00:17,949] [INFO ] Class [5 clutter] IoU: 48.31 +[2025-11-01 12:00:17,949] [INFO ] MeanIoU (clip, zegclip_sliding_window): 72.70 + +[2025-11-01 12:00:17,949] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 12:00:17,949] [INFO ] Class [0 impervious_surface] IoU: 44.75 +[2025-11-01 12:00:17,949] [INFO ] Class [1 building] IoU: 32.08 +[2025-11-01 12:00:17,949] [INFO ] Class [2 low_vegetation] IoU: 42.33 +[2025-11-01 12:00:17,949] [INFO ] Class [3 tree] IoU: 18.11 +[2025-11-01 12:00:17,949] [INFO ] Class [4 car] IoU: 0.10 +[2025-11-01 12:00:17,949] [INFO ] Class [5 clutter] IoU: 0.00 +[2025-11-01 12:00:17,949] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 22.90 + +[2025-11-01 12:00:19,237] [INFO ] ===========> Epoch: 3, LR: 0.00010, Best mIoU [clip/dinov3]: 72.70/22.90 +[2025-11-01 12:00:20,550] [INFO ] Iters: 0 train/iter_time: 0.659, train/clip/loss_all: 0.092, train/clip/loss_x: 0.163, train/clip/loss_s1: 0.046, train/clip/loss_s2: 0.013, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.003, train/dinov3/loss_all: 0.468, train/dinov3/loss_x: 0.930, train/dinov3/loss_s1: 0.000, train/dinov3/loss_s2: 0.000, train/dinov3/loss_fp: 0.000, train/dinov3/stabilization_loss: 0.003 +[2025-11-01 12:01:15,527] [INFO ] Iters: 100 train/iter_time: 0.549, train/clip/loss_all: 0.164, train/clip/loss_x: 0.283, train/clip/loss_s1: 0.076, train/clip/loss_s2: 0.045, train/clip/loss_fp: 0.019, train/clip/stabilization_loss: 0.003, train/dinov3/loss_all: 0.569, train/dinov3/loss_x: 1.106, train/dinov3/loss_s1: 0.069, train/dinov3/loss_s2: 0.034, train/dinov3/loss_fp: 0.003, train/dinov3/stabilization_loss: 0.003 +[2025-11-01 12:02:10,344] [INFO ] Iters: 200 train/iter_time: 0.547, train/clip/loss_all: 0.173, train/clip/loss_x: 0.309, train/clip/loss_s1: 0.058, train/clip/loss_s2: 0.047, train/clip/loss_fp: 0.010, train/clip/stabilization_loss: 0.003, train/dinov3/loss_all: 0.589, train/dinov3/loss_x: 1.154, train/dinov3/loss_s1: 0.037, train/dinov3/loss_s2: 0.025, train/dinov3/loss_fp: 0.004, train/dinov3/stabilization_loss: 0.003 +[2025-11-01 12:03:05,156] [INFO ] Iters: 300 train/iter_time: 0.547, train/clip/loss_all: 0.166, train/clip/loss_x: 0.288, train/clip/loss_s1: 0.041, train/clip/loss_s2: 0.072, train/clip/loss_fp: 0.019, train/clip/stabilization_loss: 0.003, train/dinov3/loss_all: 0.561, train/dinov3/loss_x: 1.101, train/dinov3/loss_s1: 0.017, train/dinov3/loss_s2: 0.036, train/dinov3/loss_fp: 0.002, train/dinov3/stabilization_loss: 0.003 +[2025-11-01 12:03:59,791] [INFO ] Iters: 400 train/iter_time: 0.546, train/clip/loss_all: 0.199, train/clip/loss_x: 0.351, train/clip/loss_s1: 0.070, train/clip/loss_s2: 0.064, train/clip/loss_fp: 0.012, train/clip/stabilization_loss: 0.003, train/dinov3/loss_all: 0.585, train/dinov3/loss_x: 1.144, train/dinov3/loss_s1: 0.055, train/dinov3/loss_s2: 0.025, train/dinov3/loss_fp: 0.001, train/dinov3/stabilization_loss: 0.003 +[2025-11-01 12:04:54,471] [INFO ] Iters: 500 train/iter_time: 0.546, train/clip/loss_all: 0.187, train/clip/loss_x: 0.303, train/clip/loss_s1: 0.113, train/clip/loss_s2: 0.084, train/clip/loss_fp: 0.030, train/clip/stabilization_loss: 0.004, train/dinov3/loss_all: 0.556, train/dinov3/loss_x: 1.085, train/dinov3/loss_s1: 0.031, train/dinov3/loss_s2: 0.046, train/dinov3/loss_fp: 0.002, train/dinov3/stabilization_loss: 0.004 +[2025-11-01 12:05:49,061] [INFO ] Iters: 600 train/iter_time: 0.545, train/clip/loss_all: 0.166, train/clip/loss_x: 0.285, train/clip/loss_s1: 0.076, train/clip/loss_s2: 0.064, train/clip/loss_fp: 0.010, train/clip/stabilization_loss: 0.004, train/dinov3/loss_all: 0.554, train/dinov3/loss_x: 1.077, train/dinov3/loss_s1: 0.052, train/dinov3/loss_s2: 0.040, train/dinov3/loss_fp: 0.002, train/dinov3/stabilization_loss: 0.004 +[2025-11-01 12:06:43,909] [INFO ] Iters: 700 train/iter_time: 0.548, train/clip/loss_all: 0.134, train/clip/loss_x: 0.230, train/clip/loss_s1: 0.051, train/clip/loss_s2: 0.049, train/clip/loss_fp: 0.011, train/clip/stabilization_loss: 0.004, train/dinov3/loss_all: 0.535, train/dinov3/loss_x: 1.050, train/dinov3/loss_s1: 0.020, train/dinov3/loss_s2: 0.030, train/dinov3/loss_fp: 0.001, train/dinov3/stabilization_loss: 0.004 +[2025-11-01 12:07:38,696] [INFO ] Iters: 800 train/iter_time: 0.547, train/clip/loss_all: 0.143, train/clip/loss_x: 0.249, train/clip/loss_s1: 0.030, train/clip/loss_s2: 0.054, train/clip/loss_fp: 0.015, train/clip/stabilization_loss: 0.004, train/dinov3/loss_all: 0.560, train/dinov3/loss_x: 1.094, train/dinov3/loss_s1: 0.040, train/dinov3/loss_s2: 0.026, train/dinov3/loss_fp: 0.003, train/dinov3/stabilization_loss: 0.004 +[2025-11-01 12:08:33,948] [INFO ] Iters: 900 train/iter_time: 0.552, train/clip/loss_all: 0.170, train/clip/loss_x: 0.294, train/clip/loss_s1: 0.062, train/clip/loss_s2: 0.066, train/clip/loss_fp: 0.009, train/clip/stabilization_loss: 0.004, train/dinov3/loss_all: 0.537, train/dinov3/loss_x: 1.038, train/dinov3/loss_s1: 0.056, train/dinov3/loss_s2: 0.045, train/dinov3/loss_fp: 0.002, train/dinov3/stabilization_loss: 0.004 +[2025-11-01 12:09:28,815] [INFO ] Iters: 1000 train/iter_time: 0.548, train/clip/loss_all: 0.163, train/clip/loss_x: 0.281, train/clip/loss_s1: 0.067, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.011, train/clip/stabilization_loss: 0.005, train/dinov3/loss_all: 0.578, train/dinov3/loss_x: 1.124, train/dinov3/loss_s1: 0.052, train/dinov3/loss_s2: 0.032, train/dinov3/loss_fp: 0.001, train/dinov3/stabilization_loss: 0.005 +[2025-11-01 12:10:22,624] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 12:10:22,625] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 12:10:22,625] [INFO ] Class [0 impervious_surface] IoU: 82.63 +[2025-11-01 12:10:22,625] [INFO ] Class [1 building] IoU: 88.95 +[2025-11-01 12:10:22,625] [INFO ] Class [2 low_vegetation] IoU: 73.15 +[2025-11-01 12:10:22,625] [INFO ] Class [3 tree] IoU: 74.24 +[2025-11-01 12:10:22,625] [INFO ] Class [4 car] IoU: 75.76 +[2025-11-01 12:10:22,625] [INFO ] Class [5 clutter] IoU: 49.31 +[2025-11-01 12:10:22,625] [INFO ] MeanIoU (clip, zegclip_sliding_window): 74.01 + +[2025-11-01 12:10:22,625] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 12:10:22,626] [INFO ] Class [0 impervious_surface] IoU: 31.50 +[2025-11-01 12:10:22,626] [INFO ] Class [1 building] IoU: 42.05 +[2025-11-01 12:10:22,626] [INFO ] Class [2 low_vegetation] IoU: 43.89 +[2025-11-01 12:10:22,626] [INFO ] Class [3 tree] IoU: 0.91 +[2025-11-01 12:10:22,626] [INFO ] Class [4 car] IoU: 0.19 +[2025-11-01 12:10:22,626] [INFO ] Class [5 clutter] IoU: 0.32 +[2025-11-01 12:10:22,626] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 19.81 + +[2025-11-01 12:10:23,346] [INFO ] ===========> Epoch: 4, LR: 0.00010, Best mIoU [clip/dinov3]: 74.01/22.90 +[2025-11-01 12:10:24,444] [INFO ] Iters: 0 train/iter_time: 0.568, train/clip/loss_all: 0.031, train/clip/loss_x: 0.040, train/clip/loss_s1: 0.034, train/clip/loss_s2: 0.024, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.003, train/dinov3/loss_all: 1.076, train/dinov3/loss_x: 2.146, train/dinov3/loss_s1: 0.000, train/dinov3/loss_s2: 0.000, train/dinov3/loss_fp: 0.000, train/dinov3/stabilization_loss: 0.003 +[2025-11-01 12:11:19,140] [INFO ] Iters: 100 train/iter_time: 0.546, train/clip/loss_all: 0.148, train/clip/loss_x: 0.249, train/clip/loss_s1: 0.061, train/clip/loss_s2: 0.066, train/clip/loss_fp: 0.009, train/clip/stabilization_loss: 0.005, train/dinov3/loss_all: 0.519, train/dinov3/loss_x: 1.008, train/dinov3/loss_s1: 0.049, train/dinov3/loss_s2: 0.027, train/dinov3/loss_fp: 0.001, train/dinov3/stabilization_loss: 0.005 +[2025-11-01 12:12:13,920] [INFO ] Iters: 200 train/iter_time: 0.547, train/clip/loss_all: 0.146, train/clip/loss_x: 0.253, train/clip/loss_s1: 0.060, train/clip/loss_s2: 0.038, train/clip/loss_fp: 0.008, train/clip/stabilization_loss: 0.005, train/dinov3/loss_all: 0.547, train/dinov3/loss_x: 1.057, train/dinov3/loss_s1: 0.049, train/dinov3/loss_s2: 0.055, train/dinov3/loss_fp: 0.002, train/dinov3/stabilization_loss: 0.005 +[2025-11-01 12:13:08,520] [INFO ] Iters: 300 train/iter_time: 0.545, train/clip/loss_all: 0.174, train/clip/loss_x: 0.280, train/clip/loss_s1: 0.124, train/clip/loss_s2: 0.084, train/clip/loss_fp: 0.008, train/clip/stabilization_loss: 0.006, train/dinov3/loss_all: 0.587, train/dinov3/loss_x: 1.145, train/dinov3/loss_s1: 0.043, train/dinov3/loss_s2: 0.024, train/dinov3/loss_fp: 0.002, train/dinov3/stabilization_loss: 0.006 +[2025-11-01 12:14:03,558] [INFO ] Iters: 400 train/iter_time: 0.550, train/clip/loss_all: 0.172, train/clip/loss_x: 0.295, train/clip/loss_s1: 0.051, train/clip/loss_s2: 0.082, train/clip/loss_fp: 0.008, train/clip/stabilization_loss: 0.005, train/dinov3/loss_all: 0.520, train/dinov3/loss_x: 1.002, train/dinov3/loss_s1: 0.066, train/dinov3/loss_s2: 0.036, train/dinov3/loss_fp: 0.003, train/dinov3/stabilization_loss: 0.005 +[2025-11-01 12:14:58,593] [INFO ] Iters: 500 train/iter_time: 0.550, train/clip/loss_all: 0.151, train/clip/loss_x: 0.259, train/clip/loss_s1: 0.049, train/clip/loss_s2: 0.060, train/clip/loss_fp: 0.008, train/clip/stabilization_loss: 0.006, train/dinov3/loss_all: 0.546, train/dinov3/loss_x: 1.058, train/dinov3/loss_s1: 0.045, train/dinov3/loss_s2: 0.034, train/dinov3/loss_fp: 0.002, train/dinov3/stabilization_loss: 0.006 +[2025-11-01 12:15:53,146] [INFO ] Iters: 600 train/iter_time: 0.545, train/clip/loss_all: 0.154, train/clip/loss_x: 0.264, train/clip/loss_s1: 0.048, train/clip/loss_s2: 0.065, train/clip/loss_fp: 0.007, train/clip/stabilization_loss: 0.006, train/dinov3/loss_all: 0.551, train/dinov3/loss_x: 1.072, train/dinov3/loss_s1: 0.027, train/dinov3/loss_s2: 0.034, train/dinov3/loss_fp: 0.004, train/dinov3/stabilization_loss: 0.006 +[2025-11-01 12:16:47,794] [INFO ] Iters: 700 train/iter_time: 0.546, train/clip/loss_all: 0.148, train/clip/loss_x: 0.252, train/clip/loss_s1: 0.066, train/clip/loss_s2: 0.050, train/clip/loss_fp: 0.006, train/clip/stabilization_loss: 0.007, train/dinov3/loss_all: 0.500, train/dinov3/loss_x: 0.960, train/dinov3/loss_s1: 0.031, train/dinov3/loss_s2: 0.065, train/dinov3/loss_fp: 0.005, train/dinov3/stabilization_loss: 0.007 +[2025-11-01 12:17:42,492] [INFO ] Iters: 800 train/iter_time: 0.546, train/clip/loss_all: 0.147, train/clip/loss_x: 0.245, train/clip/loss_s1: 0.045, train/clip/loss_s2: 0.075, train/clip/loss_fp: 0.010, train/clip/stabilization_loss: 0.007, train/dinov3/loss_all: 0.542, train/dinov3/loss_x: 1.049, train/dinov3/loss_s1: 0.040, train/dinov3/loss_s2: 0.047, train/dinov3/loss_fp: 0.001, train/dinov3/stabilization_loss: 0.007 +[2025-11-01 12:18:37,146] [INFO ] Iters: 900 train/iter_time: 0.546, train/clip/loss_all: 0.144, train/clip/loss_x: 0.245, train/clip/loss_s1: 0.047, train/clip/loss_s2: 0.057, train/clip/loss_fp: 0.008, train/clip/stabilization_loss: 0.007, train/dinov3/loss_all: 0.632, train/dinov3/loss_x: 1.223, train/dinov3/loss_s1: 0.065, train/dinov3/loss_s2: 0.039, train/dinov3/loss_fp: 0.003, train/dinov3/stabilization_loss: 0.007 +[2025-11-01 12:19:31,904] [INFO ] Iters: 1000 train/iter_time: 0.547, train/clip/loss_all: 0.147, train/clip/loss_x: 0.250, train/clip/loss_s1: 0.052, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.008, train/clip/stabilization_loss: 0.006, train/dinov3/loss_all: 0.535, train/dinov3/loss_x: 1.035, train/dinov3/loss_s1: 0.048, train/dinov3/loss_s2: 0.034, train/dinov3/loss_fp: 0.002, train/dinov3/stabilization_loss: 0.006 +[2025-11-01 12:20:26,023] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 12:20:26,024] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 12:20:26,024] [INFO ] Class [0 impervious_surface] IoU: 83.17 +[2025-11-01 12:20:26,024] [INFO ] Class [1 building] IoU: 88.98 +[2025-11-01 12:20:26,024] [INFO ] Class [2 low_vegetation] IoU: 73.58 +[2025-11-01 12:20:26,024] [INFO ] Class [3 tree] IoU: 74.62 +[2025-11-01 12:20:26,024] [INFO ] Class [4 car] IoU: 78.73 +[2025-11-01 12:20:26,024] [INFO ] Class [5 clutter] IoU: 50.14 +[2025-11-01 12:20:26,024] [INFO ] MeanIoU (clip, zegclip_sliding_window): 74.87 + +[2025-11-01 12:20:26,024] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 12:20:26,025] [INFO ] Class [0 impervious_surface] IoU: 46.50 +[2025-11-01 12:20:26,025] [INFO ] Class [1 building] IoU: 42.82 +[2025-11-01 12:20:26,025] [INFO ] Class [2 low_vegetation] IoU: 40.46 +[2025-11-01 12:20:26,025] [INFO ] Class [3 tree] IoU: 22.52 +[2025-11-01 12:20:26,025] [INFO ] Class [4 car] IoU: 4.43 +[2025-11-01 12:20:26,025] [INFO ] Class [5 clutter] IoU: 1.43 +[2025-11-01 12:20:26,025] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 26.36 + +[2025-11-01 12:20:27,552] [INFO ] ===========> Epoch: 5, LR: 0.00009, Best mIoU [clip/dinov3]: 74.87/26.36 +[2025-11-01 12:20:28,787] [INFO ] Iters: 0 train/iter_time: 0.566, train/clip/loss_all: 0.107, train/clip/loss_x: 0.166, train/clip/loss_s1: 0.082, train/clip/loss_s2: 0.023, train/clip/loss_fp: 0.027, train/clip/stabilization_loss: 0.004, train/dinov3/loss_all: 0.529, train/dinov3/loss_x: 0.853, train/dinov3/loss_s1: 0.474, train/dinov3/loss_s2: 0.298, train/dinov3/loss_fp: 0.007, train/dinov3/stabilization_loss: 0.004 +[2025-11-01 12:21:23,602] [INFO ] Iters: 100 train/iter_time: 0.547, train/clip/loss_all: 0.150, train/clip/loss_x: 0.251, train/clip/loss_s1: 0.049, train/clip/loss_s2: 0.053, train/clip/loss_fp: 0.015, train/clip/stabilization_loss: 0.008, train/dinov3/loss_all: 0.535, train/dinov3/loss_x: 1.019, train/dinov3/loss_s1: 0.067, train/dinov3/loss_s2: 0.047, train/dinov3/loss_fp: 0.014, train/dinov3/stabilization_loss: 0.008 +[2025-11-01 12:22:18,605] [INFO ] Iters: 200 train/iter_time: 0.549, train/clip/loss_all: 0.141, train/clip/loss_x: 0.230, train/clip/loss_s1: 0.062, train/clip/loss_s2: 0.057, train/clip/loss_fp: 0.013, train/clip/stabilization_loss: 0.008, train/dinov3/loss_all: 0.523, train/dinov3/loss_x: 1.013, train/dinov3/loss_s1: 0.016, train/dinov3/loss_s2: 0.043, train/dinov3/loss_fp: 0.003, train/dinov3/stabilization_loss: 0.008 +[2025-11-01 12:23:13,222] [INFO ] Iters: 300 train/iter_time: 0.545, train/clip/loss_all: 0.140, train/clip/loss_x: 0.224, train/clip/loss_s1: 0.064, train/clip/loss_s2: 0.076, train/clip/loss_fp: 0.010, train/clip/stabilization_loss: 0.008, train/dinov3/loss_all: 0.570, train/dinov3/loss_x: 1.083, train/dinov3/loss_s1: 0.087, train/dinov3/loss_s2: 0.057, train/dinov3/loss_fp: 0.009, train/dinov3/stabilization_loss: 0.008 +[2025-11-01 12:24:08,095] [INFO ] Iters: 400 train/iter_time: 0.548, train/clip/loss_all: 0.143, train/clip/loss_x: 0.234, train/clip/loss_s1: 0.062, train/clip/loss_s2: 0.072, train/clip/loss_fp: 0.006, train/clip/stabilization_loss: 0.008, train/dinov3/loss_all: 0.511, train/dinov3/loss_x: 0.998, train/dinov3/loss_s1: 0.020, train/dinov3/loss_s2: 0.012, train/dinov3/loss_fp: 0.001, train/dinov3/stabilization_loss: 0.008 +[2025-11-01 12:25:02,916] [INFO ] Iters: 500 train/iter_time: 0.547, train/clip/loss_all: 0.162, train/clip/loss_x: 0.251, train/clip/loss_s1: 0.112, train/clip/loss_s2: 0.087, train/clip/loss_fp: 0.010, train/clip/stabilization_loss: 0.009, train/dinov3/loss_all: 0.540, train/dinov3/loss_x: 1.021, train/dinov3/loss_s1: 0.064, train/dinov3/loss_s2: 0.076, train/dinov3/loss_fp: 0.015, train/dinov3/stabilization_loss: 0.009 +[2025-11-01 12:25:57,644] [INFO ] Iters: 600 train/iter_time: 0.547, train/clip/loss_all: 0.160, train/clip/loss_x: 0.262, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.076, train/clip/loss_fp: 0.013, train/clip/stabilization_loss: 0.009, train/dinov3/loss_all: 0.532, train/dinov3/loss_x: 1.024, train/dinov3/loss_s1: 0.045, train/dinov3/loss_s2: 0.039, train/dinov3/loss_fp: 0.003, train/dinov3/stabilization_loss: 0.009 +[2025-11-01 12:26:52,287] [INFO ] Iters: 700 train/iter_time: 0.546, train/clip/loss_all: 0.146, train/clip/loss_x: 0.242, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.062, train/clip/loss_fp: 0.006, train/clip/stabilization_loss: 0.009, train/dinov3/loss_all: 0.541, train/dinov3/loss_x: 1.044, train/dinov3/loss_s1: 0.030, train/dinov3/loss_s2: 0.033, train/dinov3/loss_fp: 0.006, train/dinov3/stabilization_loss: 0.009 +[2025-11-01 12:27:47,097] [INFO ] Iters: 800 train/iter_time: 0.547, train/clip/loss_all: 0.143, train/clip/loss_x: 0.236, train/clip/loss_s1: 0.047, train/clip/loss_s2: 0.052, train/clip/loss_fp: 0.009, train/clip/stabilization_loss: 0.010, train/dinov3/loss_all: 0.527, train/dinov3/loss_x: 1.020, train/dinov3/loss_s1: 0.012, train/dinov3/loss_s2: 0.031, train/dinov3/loss_fp: 0.008, train/dinov3/stabilization_loss: 0.010 +[2025-11-01 12:28:41,960] [INFO ] Iters: 900 train/iter_time: 0.548, train/clip/loss_all: 0.120, train/clip/loss_x: 0.196, train/clip/loss_s1: 0.038, train/clip/loss_s2: 0.049, train/clip/loss_fp: 0.007, train/clip/stabilization_loss: 0.009, train/dinov3/loss_all: 0.508, train/dinov3/loss_x: 0.970, train/dinov3/loss_s1: 0.055, train/dinov3/loss_s2: 0.046, train/dinov3/loss_fp: 0.005, train/dinov3/stabilization_loss: 0.009 +[2025-11-01 12:29:36,911] [INFO ] Iters: 1000 train/iter_time: 0.549, train/clip/loss_all: 0.132, train/clip/loss_x: 0.220, train/clip/loss_s1: 0.045, train/clip/loss_s2: 0.043, train/clip/loss_fp: 0.006, train/clip/stabilization_loss: 0.010, train/dinov3/loss_all: 0.565, train/dinov3/loss_x: 1.078, train/dinov3/loss_s1: 0.052, train/dinov3/loss_s2: 0.048, train/dinov3/loss_fp: 0.015, train/dinov3/stabilization_loss: 0.010 +[2025-11-01 12:30:43,192] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 12:30:43,192] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 12:30:43,192] [INFO ] Class [0 impervious_surface] IoU: 83.88 +[2025-11-01 12:30:43,192] [INFO ] Class [1 building] IoU: 89.99 +[2025-11-01 12:30:43,192] [INFO ] Class [2 low_vegetation] IoU: 74.90 +[2025-11-01 12:30:43,192] [INFO ] Class [3 tree] IoU: 74.62 +[2025-11-01 12:30:43,192] [INFO ] Class [4 car] IoU: 79.98 +[2025-11-01 12:30:43,192] [INFO ] Class [5 clutter] IoU: 51.04 +[2025-11-01 12:30:43,192] [INFO ] MeanIoU (clip, zegclip_sliding_window): 75.73 + +[2025-11-01 12:30:43,192] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 12:30:43,193] [INFO ] Class [0 impervious_surface] IoU: 40.86 +[2025-11-01 12:30:43,193] [INFO ] Class [1 building] IoU: 43.39 +[2025-11-01 12:30:43,193] [INFO ] Class [2 low_vegetation] IoU: 46.66 +[2025-11-01 12:30:43,193] [INFO ] Class [3 tree] IoU: 2.35 +[2025-11-01 12:30:43,193] [INFO ] Class [4 car] IoU: 6.02 +[2025-11-01 12:30:43,193] [INFO ] Class [5 clutter] IoU: 0.86 +[2025-11-01 12:30:43,193] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 23.36 + +[2025-11-01 12:30:43,893] [INFO ] ===========> Epoch: 6, LR: 0.00009, Best mIoU [clip/dinov3]: 75.73/26.36 +[2025-11-01 12:30:44,909] [INFO ] Iters: 0 train/iter_time: 0.539, train/clip/loss_all: 0.044, train/clip/loss_x: 0.071, train/clip/loss_s1: 0.009, train/clip/loss_s2: 0.005, train/clip/loss_fp: 0.000, train/clip/stabilization_loss: 0.006, train/dinov3/loss_all: 0.265, train/dinov3/loss_x: 0.517, train/dinov3/loss_s1: 0.000, train/dinov3/loss_s2: 0.000, train/dinov3/loss_fp: 0.000, train/dinov3/stabilization_loss: 0.006 +[2025-11-01 12:31:39,230] [INFO ] Iters: 100 train/iter_time: 0.543, train/clip/loss_all: 0.135, train/clip/loss_x: 0.221, train/clip/loss_s1: 0.050, train/clip/loss_s2: 0.047, train/clip/loss_fp: 0.007, train/clip/stabilization_loss: 0.011, train/dinov3/loss_all: 0.542, train/dinov3/loss_x: 1.047, train/dinov3/loss_s1: 0.031, train/dinov3/loss_s2: 0.025, train/dinov3/loss_fp: 0.003, train/dinov3/stabilization_loss: 0.011 +[2025-11-01 12:32:34,003] [INFO ] Iters: 200 train/iter_time: 0.547, train/clip/loss_all: 0.127, train/clip/loss_x: 0.198, train/clip/loss_s1: 0.064, train/clip/loss_s2: 0.053, train/clip/loss_fp: 0.010, train/clip/stabilization_loss: 0.011, train/dinov3/loss_all: 0.474, train/dinov3/loss_x: 0.912, train/dinov3/loss_s1: 0.026, train/dinov3/loss_s2: 0.027, train/dinov3/loss_fp: 0.001, train/dinov3/stabilization_loss: 0.011 +[2025-11-01 12:33:28,844] [INFO ] Iters: 300 train/iter_time: 0.548, train/clip/loss_all: 0.149, train/clip/loss_x: 0.238, train/clip/loss_s1: 0.055, train/clip/loss_s2: 0.087, train/clip/loss_fp: 0.010, train/clip/stabilization_loss: 0.010, train/dinov3/loss_all: 0.548, train/dinov3/loss_x: 1.047, train/dinov3/loss_s1: 0.072, train/dinov3/loss_s2: 0.038, train/dinov3/loss_fp: 0.003, train/dinov3/stabilization_loss: 0.010 +[2025-11-01 12:34:23,494] [INFO ] Iters: 400 train/iter_time: 0.546, train/clip/loss_all: 0.148, train/clip/loss_x: 0.232, train/clip/loss_s1: 0.082, train/clip/loss_s2: 0.054, train/clip/loss_fp: 0.012, train/clip/stabilization_loss: 0.012, train/dinov3/loss_all: 0.534, train/dinov3/loss_x: 1.033, train/dinov3/loss_s1: 0.016, train/dinov3/loss_s2: 0.022, train/dinov3/loss_fp: 0.002, train/dinov3/stabilization_loss: 0.012 +[2025-11-01 12:35:18,405] [INFO ] Iters: 500 train/iter_time: 0.548, train/clip/loss_all: 0.140, train/clip/loss_x: 0.222, train/clip/loss_s1: 0.064, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.010, train/clip/stabilization_loss: 0.011, train/dinov3/loss_all: 0.506, train/dinov3/loss_x: 0.948, train/dinov3/loss_s1: 0.054, train/dinov3/loss_s2: 0.066, train/dinov3/loss_fp: 0.023, train/dinov3/stabilization_loss: 0.011 +[2025-11-01 12:36:13,523] [INFO ] Iters: 600 train/iter_time: 0.550, train/clip/loss_all: 0.134, train/clip/loss_x: 0.201, train/clip/loss_s1: 0.075, train/clip/loss_s2: 0.063, train/clip/loss_fp: 0.018, train/clip/stabilization_loss: 0.012, train/dinov3/loss_all: 0.520, train/dinov3/loss_x: 0.993, train/dinov3/loss_s1: 0.048, train/dinov3/loss_s2: 0.037, train/dinov3/loss_fp: 0.002, train/dinov3/stabilization_loss: 0.012 +[2025-11-01 12:37:08,362] [INFO ] Iters: 700 train/iter_time: 0.548, train/clip/loss_all: 0.133, train/clip/loss_x: 0.214, train/clip/loss_s1: 0.042, train/clip/loss_s2: 0.053, train/clip/loss_fp: 0.010, train/clip/stabilization_loss: 0.012, train/dinov3/loss_all: 0.529, train/dinov3/loss_x: 1.013, train/dinov3/loss_s1: 0.036, train/dinov3/loss_s2: 0.038, train/dinov3/loss_fp: 0.005, train/dinov3/stabilization_loss: 0.012 +[2025-11-01 12:38:03,105] [INFO ] Iters: 800 train/iter_time: 0.547, train/clip/loss_all: 0.133, train/clip/loss_x: 0.214, train/clip/loss_s1: 0.050, train/clip/loss_s2: 0.047, train/clip/loss_fp: 0.007, train/clip/stabilization_loss: 0.012, train/dinov3/loss_all: 0.499, train/dinov3/loss_x: 0.959, train/dinov3/loss_s1: 0.020, train/dinov3/loss_s2: 0.025, train/dinov3/loss_fp: 0.004, train/dinov3/stabilization_loss: 0.012 +[2025-11-01 12:38:58,089] [INFO ] Iters: 900 train/iter_time: 0.549, train/clip/loss_all: 0.125, train/clip/loss_x: 0.201, train/clip/loss_s1: 0.036, train/clip/loss_s2: 0.043, train/clip/loss_fp: 0.011, train/clip/stabilization_loss: 0.012, train/dinov3/loss_all: 0.531, train/dinov3/loss_x: 1.018, train/dinov3/loss_s1: 0.033, train/dinov3/loss_s2: 0.045, train/dinov3/loss_fp: 0.002, train/dinov3/stabilization_loss: 0.012 +[2025-11-01 12:39:52,876] [INFO ] Iters: 1000 train/iter_time: 0.547, train/clip/loss_all: 0.143, train/clip/loss_x: 0.221, train/clip/loss_s1: 0.062, train/clip/loss_s2: 0.072, train/clip/loss_fp: 0.010, train/clip/stabilization_loss: 0.013, train/dinov3/loss_all: 0.577, train/dinov3/loss_x: 1.107, train/dinov3/loss_s1: 0.024, train/dinov3/loss_s2: 0.050, train/dinov3/loss_fp: 0.004, train/dinov3/stabilization_loss: 0.013 +[2025-11-01 12:40:56,448] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 12:40:56,449] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 12:40:56,449] [INFO ] Class [0 impervious_surface] IoU: 84.47 +[2025-11-01 12:40:56,449] [INFO ] Class [1 building] IoU: 89.72 +[2025-11-01 12:40:56,450] [INFO ] Class [2 low_vegetation] IoU: 74.98 +[2025-11-01 12:40:56,450] [INFO ] Class [3 tree] IoU: 74.60 +[2025-11-01 12:40:56,450] [INFO ] Class [4 car] IoU: 80.23 +[2025-11-01 12:40:56,450] [INFO ] Class [5 clutter] IoU: 50.13 +[2025-11-01 12:40:56,450] [INFO ] MeanIoU (clip, zegclip_sliding_window): 75.69 + +[2025-11-01 12:40:56,450] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 12:40:56,450] [INFO ] Class [0 impervious_surface] IoU: 50.00 +[2025-11-01 12:40:56,450] [INFO ] Class [1 building] IoU: 49.95 +[2025-11-01 12:40:56,450] [INFO ] Class [2 low_vegetation] IoU: 43.00 +[2025-11-01 12:40:56,451] [INFO ] Class [3 tree] IoU: 16.38 +[2025-11-01 12:40:56,451] [INFO ] Class [4 car] IoU: 11.24 +[2025-11-01 12:40:56,451] [INFO ] Class [5 clutter] IoU: 6.84 +[2025-11-01 12:40:56,451] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 29.57 + +[2025-11-01 12:40:57,494] [INFO ] ===========> Epoch: 7, LR: 0.00009, Best mIoU [clip/dinov3]: 75.73/29.57 +[2025-11-01 12:40:58,584] [INFO ] Iters: 0 train/iter_time: 0.585, train/clip/loss_all: 0.038, train/clip/loss_x: 0.042, train/clip/loss_s1: 0.009, train/clip/loss_s2: 0.025, train/clip/loss_fp: 0.007, train/clip/stabilization_loss: 0.011, train/dinov3/loss_all: 0.142, train/dinov3/loss_x: 0.262, train/dinov3/loss_s1: 0.000, train/dinov3/loss_s2: 0.000, train/dinov3/loss_fp: 0.000, train/dinov3/stabilization_loss: 0.011 +[2025-11-01 12:41:53,207] [INFO ] Iters: 100 train/iter_time: 0.546, train/clip/loss_all: 0.134, train/clip/loss_x: 0.210, train/clip/loss_s1: 0.049, train/clip/loss_s2: 0.062, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.014, train/dinov3/loss_all: 0.504, train/dinov3/loss_x: 0.941, train/dinov3/loss_s1: 0.071, train/dinov3/loss_s2: 0.064, train/dinov3/loss_fp: 0.013, train/dinov3/stabilization_loss: 0.014 +[2025-11-01 12:42:48,088] [INFO ] Iters: 200 train/iter_time: 0.548, train/clip/loss_all: 0.132, train/clip/loss_x: 0.190, train/clip/loss_s1: 0.059, train/clip/loss_s2: 0.104, train/clip/loss_fp: 0.008, train/clip/stabilization_loss: 0.015, train/dinov3/loss_all: 0.534, train/dinov3/loss_x: 1.018, train/dinov3/loss_s1: 0.036, train/dinov3/loss_s2: 0.040, train/dinov3/loss_fp: 0.002, train/dinov3/stabilization_loss: 0.015 +[2025-11-01 12:43:43,228] [INFO ] Iters: 300 train/iter_time: 0.551, train/clip/loss_all: 0.129, train/clip/loss_x: 0.198, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.056, train/clip/loss_fp: 0.008, train/clip/stabilization_loss: 0.014, train/dinov3/loss_all: 0.519, train/dinov3/loss_x: 0.988, train/dinov3/loss_s1: 0.044, train/dinov3/loss_s2: 0.040, train/dinov3/loss_fp: 0.003, train/dinov3/stabilization_loss: 0.014 +[2025-11-01 12:44:37,907] [INFO ] Iters: 400 train/iter_time: 0.546, train/clip/loss_all: 0.128, train/clip/loss_x: 0.192, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.064, train/clip/loss_fp: 0.009, train/clip/stabilization_loss: 0.015, train/dinov3/loss_all: 0.512, train/dinov3/loss_x: 0.973, train/dinov3/loss_s1: 0.060, train/dinov3/loss_s2: 0.023, train/dinov3/loss_fp: 0.002, train/dinov3/stabilization_loss: 0.015 +[2025-11-01 12:45:32,829] [INFO ] Iters: 500 train/iter_time: 0.548, train/clip/loss_all: 0.136, train/clip/loss_x: 0.211, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.056, train/clip/loss_fp: 0.007, train/clip/stabilization_loss: 0.016, train/dinov3/loss_all: 0.548, train/dinov3/loss_x: 1.047, train/dinov3/loss_s1: 0.037, train/dinov3/loss_s2: 0.021, train/dinov3/loss_fp: 0.005, train/dinov3/stabilization_loss: 0.016 +[2025-11-01 12:46:27,688] [INFO ] Iters: 600 train/iter_time: 0.548, train/clip/loss_all: 0.131, train/clip/loss_x: 0.197, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.061, train/clip/loss_fp: 0.007, train/clip/stabilization_loss: 0.016, train/dinov3/loss_all: 0.506, train/dinov3/loss_x: 0.960, train/dinov3/loss_s1: 0.010, train/dinov3/loss_s2: 0.052, train/dinov3/loss_fp: 0.011, train/dinov3/stabilization_loss: 0.016 +[2025-11-01 12:47:22,607] [INFO ] Iters: 700 train/iter_time: 0.548, train/clip/loss_all: 0.129, train/clip/loss_x: 0.201, train/clip/loss_s1: 0.057, train/clip/loss_s2: 0.046, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.014, train/dinov3/loss_all: 0.514, train/dinov3/loss_x: 0.947, train/dinov3/loss_s1: 0.094, train/dinov3/loss_s2: 0.082, train/dinov3/loss_fp: 0.019, train/dinov3/stabilization_loss: 0.014 +[2025-11-01 12:48:17,388] [INFO ] Iters: 800 train/iter_time: 0.547, train/clip/loss_all: 0.132, train/clip/loss_x: 0.208, train/clip/loss_s1: 0.038, train/clip/loss_s2: 0.044, train/clip/loss_fp: 0.007, train/clip/stabilization_loss: 0.015, train/dinov3/loss_all: 0.516, train/dinov3/loss_x: 0.958, train/dinov3/loss_s1: 0.050, train/dinov3/loss_s2: 0.089, train/dinov3/loss_fp: 0.018, train/dinov3/stabilization_loss: 0.015 +[2025-11-01 12:49:12,358] [INFO ] Iters: 900 train/iter_time: 0.549, train/clip/loss_all: 0.134, train/clip/loss_x: 0.201, train/clip/loss_s1: 0.053, train/clip/loss_s2: 0.066, train/clip/loss_fp: 0.009, train/clip/stabilization_loss: 0.016, train/dinov3/loss_all: 0.506, train/dinov3/loss_x: 0.958, train/dinov3/loss_s1: 0.041, train/dinov3/loss_s2: 0.037, train/dinov3/loss_fp: 0.006, train/dinov3/stabilization_loss: 0.016 +[2025-11-01 12:50:07,300] [INFO ] Iters: 1000 train/iter_time: 0.549, train/clip/loss_all: 0.133, train/clip/loss_x: 0.206, train/clip/loss_s1: 0.039, train/clip/loss_s2: 0.060, train/clip/loss_fp: 0.008, train/clip/stabilization_loss: 0.016, train/dinov3/loss_all: 0.505, train/dinov3/loss_x: 0.937, train/dinov3/loss_s1: 0.082, train/dinov3/loss_s2: 0.030, train/dinov3/loss_fp: 0.027, train/dinov3/stabilization_loss: 0.016 +[2025-11-01 12:51:13,492] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 12:51:13,493] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 12:51:13,493] [INFO ] Class [0 impervious_surface] IoU: 84.50 +[2025-11-01 12:51:13,493] [INFO ] Class [1 building] IoU: 89.82 +[2025-11-01 12:51:13,493] [INFO ] Class [2 low_vegetation] IoU: 75.01 +[2025-11-01 12:51:13,493] [INFO ] Class [3 tree] IoU: 75.56 +[2025-11-01 12:51:13,493] [INFO ] Class [4 car] IoU: 81.19 +[2025-11-01 12:51:13,493] [INFO ] Class [5 clutter] IoU: 50.32 +[2025-11-01 12:51:13,493] [INFO ] MeanIoU (clip, zegclip_sliding_window): 76.07 + +[2025-11-01 12:51:13,493] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 12:51:13,493] [INFO ] Class [0 impervious_surface] IoU: 36.69 +[2025-11-01 12:51:13,493] [INFO ] Class [1 building] IoU: 46.43 +[2025-11-01 12:51:13,493] [INFO ] Class [2 low_vegetation] IoU: 42.96 +[2025-11-01 12:51:13,493] [INFO ] Class [3 tree] IoU: 13.12 +[2025-11-01 12:51:13,494] [INFO ] Class [4 car] IoU: 9.90 +[2025-11-01 12:51:13,494] [INFO ] Class [5 clutter] IoU: 0.66 +[2025-11-01 12:51:13,494] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 24.96 + +[2025-11-01 12:51:14,262] [INFO ] ===========> Epoch: 8, LR: 0.00009, Best mIoU [clip/dinov3]: 76.07/29.57 +[2025-11-01 12:51:15,363] [INFO ] Iters: 0 train/iter_time: 0.572, train/clip/loss_all: 0.304, train/clip/loss_x: 0.278, train/clip/loss_s1: 0.079, train/clip/loss_s2: 1.036, train/clip/loss_fp: 0.007, train/clip/stabilization_loss: 0.024, train/dinov3/loss_all: 0.572, train/dinov3/loss_x: 1.096, train/dinov3/loss_s1: 0.000, train/dinov3/loss_s2: 0.000, train/dinov3/loss_fp: 0.000, train/dinov3/stabilization_loss: 0.024 +[2025-11-01 12:52:09,995] [INFO ] Iters: 100 train/iter_time: 0.546, train/clip/loss_all: 0.141, train/clip/loss_x: 0.205, train/clip/loss_s1: 0.088, train/clip/loss_s2: 0.077, train/clip/loss_fp: 0.008, train/clip/stabilization_loss: 0.016, train/dinov3/loss_all: 0.497, train/dinov3/loss_x: 0.940, train/dinov3/loss_s1: 0.036, train/dinov3/loss_s2: 0.045, train/dinov3/loss_fp: 0.005, train/dinov3/stabilization_loss: 0.016 +[2025-11-01 12:53:04,711] [INFO ] Iters: 200 train/iter_time: 0.546, train/clip/loss_all: 0.116, train/clip/loss_x: 0.170, train/clip/loss_s1: 0.055, train/clip/loss_s2: 0.043, train/clip/loss_fp: 0.006, train/clip/stabilization_loss: 0.017, train/dinov3/loss_all: 0.509, train/dinov3/loss_x: 0.940, train/dinov3/loss_s1: 0.107, train/dinov3/loss_s2: 0.066, train/dinov3/loss_fp: 0.004, train/dinov3/stabilization_loss: 0.017 +[2025-11-01 12:53:59,597] [INFO ] Iters: 300 train/iter_time: 0.548, train/clip/loss_all: 0.130, train/clip/loss_x: 0.197, train/clip/loss_s1: 0.063, train/clip/loss_s2: 0.046, train/clip/loss_fp: 0.007, train/clip/stabilization_loss: 0.017, train/dinov3/loss_all: 0.507, train/dinov3/loss_x: 0.943, train/dinov3/loss_s1: 0.042, train/dinov3/loss_s2: 0.093, train/dinov3/loss_fp: 0.007, train/dinov3/stabilization_loss: 0.017 +[2025-11-01 12:54:54,593] [INFO ] Iters: 400 train/iter_time: 0.549, train/clip/loss_all: 0.132, train/clip/loss_x: 0.197, train/clip/loss_s1: 0.051, train/clip/loss_s2: 0.068, train/clip/loss_fp: 0.006, train/clip/stabilization_loss: 0.017, train/dinov3/loss_all: 0.515, train/dinov3/loss_x: 0.977, train/dinov3/loss_s1: 0.043, train/dinov3/loss_s2: 0.032, train/dinov3/loss_fp: 0.003, train/dinov3/stabilization_loss: 0.017 +[2025-11-01 12:55:49,546] [INFO ] Iters: 500 train/iter_time: 0.549, train/clip/loss_all: 0.133, train/clip/loss_x: 0.200, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.063, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.016, train/dinov3/loss_all: 0.508, train/dinov3/loss_x: 0.961, train/dinov3/loss_s1: 0.033, train/dinov3/loss_s2: 0.050, train/dinov3/loss_fp: 0.003, train/dinov3/stabilization_loss: 0.016 +[2025-11-01 12:56:44,466] [INFO ] Iters: 600 train/iter_time: 0.548, train/clip/loss_all: 0.128, train/clip/loss_x: 0.186, train/clip/loss_s1: 0.049, train/clip/loss_s2: 0.067, train/clip/loss_fp: 0.010, train/clip/stabilization_loss: 0.018, train/dinov3/loss_all: 0.532, train/dinov3/loss_x: 0.982, train/dinov3/loss_s1: 0.100, train/dinov3/loss_s2: 0.069, train/dinov3/loss_fp: 0.010, train/dinov3/stabilization_loss: 0.018 +[2025-11-01 12:57:39,669] [INFO ] Iters: 700 train/iter_time: 0.551, train/clip/loss_all: 0.126, train/clip/loss_x: 0.189, train/clip/loss_s1: 0.060, train/clip/loss_s2: 0.048, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.017, train/dinov3/loss_all: 0.528, train/dinov3/loss_x: 0.985, train/dinov3/loss_s1: 0.061, train/dinov3/loss_s2: 0.053, train/dinov3/loss_fp: 0.016, train/dinov3/stabilization_loss: 0.017 +[2025-11-01 12:58:34,569] [INFO ] Iters: 800 train/iter_time: 0.548, train/clip/loss_all: 0.133, train/clip/loss_x: 0.189, train/clip/loss_s1: 0.074, train/clip/loss_s2: 0.066, train/clip/loss_fp: 0.012, train/clip/stabilization_loss: 0.018, train/dinov3/loss_all: 0.494, train/dinov3/loss_x: 0.939, train/dinov3/loss_s1: 0.026, train/dinov3/loss_s2: 0.022, train/dinov3/loss_fp: 0.001, train/dinov3/stabilization_loss: 0.018 +[2025-11-01 12:59:29,392] [INFO ] Iters: 900 train/iter_time: 0.547, train/clip/loss_all: 0.134, train/clip/loss_x: 0.210, train/clip/loss_s1: 0.038, train/clip/loss_s2: 0.036, train/clip/loss_fp: 0.006, train/clip/stabilization_loss: 0.018, train/dinov3/loss_all: 0.495, train/dinov3/loss_x: 0.930, train/dinov3/loss_s1: 0.040, train/dinov3/loss_s2: 0.028, train/dinov3/loss_fp: 0.013, train/dinov3/stabilization_loss: 0.018 +[2025-11-01 13:00:24,119] [INFO ] Iters: 1000 train/iter_time: 0.546, train/clip/loss_all: 0.133, train/clip/loss_x: 0.200, train/clip/loss_s1: 0.047, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.006, train/clip/stabilization_loss: 0.019, train/dinov3/loss_all: 0.536, train/dinov3/loss_x: 1.019, train/dinov3/loss_s1: 0.019, train/dinov3/loss_s2: 0.034, train/dinov3/loss_fp: 0.004, train/dinov3/stabilization_loss: 0.019 +[2025-11-01 13:01:30,007] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 13:01:30,007] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 13:01:30,008] [INFO ] Class [0 impervious_surface] IoU: 84.21 +[2025-11-01 13:01:30,008] [INFO ] Class [1 building] IoU: 90.20 +[2025-11-01 13:01:30,008] [INFO ] Class [2 low_vegetation] IoU: 74.60 +[2025-11-01 13:01:30,008] [INFO ] Class [3 tree] IoU: 75.60 +[2025-11-01 13:01:30,008] [INFO ] Class [4 car] IoU: 81.59 +[2025-11-01 13:01:30,008] [INFO ] Class [5 clutter] IoU: 47.88 +[2025-11-01 13:01:30,008] [INFO ] MeanIoU (clip, zegclip_sliding_window): 75.68 + +[2025-11-01 13:01:30,008] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 13:01:30,008] [INFO ] Class [0 impervious_surface] IoU: 52.75 +[2025-11-01 13:01:30,008] [INFO ] Class [1 building] IoU: 45.97 +[2025-11-01 13:01:30,008] [INFO ] Class [2 low_vegetation] IoU: 42.61 +[2025-11-01 13:01:30,008] [INFO ] Class [3 tree] IoU: 8.60 +[2025-11-01 13:01:30,008] [INFO ] Class [4 car] IoU: 24.52 +[2025-11-01 13:01:30,008] [INFO ] Class [5 clutter] IoU: 6.81 +[2025-11-01 13:01:30,008] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 30.21 + +[2025-11-01 13:01:31,474] [INFO ] ===========> Epoch: 9, LR: 0.00009, Best mIoU [clip/dinov3]: 76.07/30.21 +[2025-11-01 13:01:32,622] [INFO ] Iters: 0 train/iter_time: 0.563, train/clip/loss_all: 0.194, train/clip/loss_x: 0.264, train/clip/loss_s1: 0.011, train/clip/loss_s2: 0.047, train/clip/loss_fp: 0.040, train/clip/stabilization_loss: 0.044, train/dinov3/loss_all: 0.590, train/dinov3/loss_x: 1.092, train/dinov3/loss_s1: 0.000, train/dinov3/loss_s2: 0.000, train/dinov3/loss_fp: 0.000, train/dinov3/stabilization_loss: 0.044 +[2025-11-01 13:02:27,417] [INFO ] Iters: 100 train/iter_time: 0.547, train/clip/loss_all: 0.125, train/clip/loss_x: 0.182, train/clip/loss_s1: 0.047, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.021, train/dinov3/loss_all: 0.509, train/dinov3/loss_x: 0.947, train/dinov3/loss_s1: 0.056, train/dinov3/loss_s2: 0.039, train/dinov3/loss_fp: 0.013, train/dinov3/stabilization_loss: 0.021 +[2025-11-01 13:03:22,367] [INFO ] Iters: 200 train/iter_time: 0.549, train/clip/loss_all: 0.126, train/clip/loss_x: 0.187, train/clip/loss_s1: 0.061, train/clip/loss_s2: 0.045, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.018, train/dinov3/loss_all: 0.505, train/dinov3/loss_x: 0.952, train/dinov3/loss_s1: 0.042, train/dinov3/loss_s2: 0.030, train/dinov3/loss_fp: 0.007, train/dinov3/stabilization_loss: 0.018 +[2025-11-01 13:04:17,317] [INFO ] Iters: 300 train/iter_time: 0.549, train/clip/loss_all: 0.132, train/clip/loss_x: 0.192, train/clip/loss_s1: 0.051, train/clip/loss_s2: 0.058, train/clip/loss_fp: 0.006, train/clip/stabilization_loss: 0.021, train/dinov3/loss_all: 0.508, train/dinov3/loss_x: 0.951, train/dinov3/loss_s1: 0.031, train/dinov3/loss_s2: 0.042, train/dinov3/loss_fp: 0.008, train/dinov3/stabilization_loss: 0.021 +[2025-11-01 13:05:12,349] [INFO ] Iters: 400 train/iter_time: 0.549, train/clip/loss_all: 0.123, train/clip/loss_x: 0.173, train/clip/loss_s1: 0.069, train/clip/loss_s2: 0.040, train/clip/loss_fp: 0.006, train/clip/stabilization_loss: 0.021, train/dinov3/loss_all: 0.516, train/dinov3/loss_x: 0.965, train/dinov3/loss_s1: 0.033, train/dinov3/loss_s2: 0.050, train/dinov3/loss_fp: 0.006, train/dinov3/stabilization_loss: 0.021 +[2025-11-01 13:06:07,297] [INFO ] Iters: 500 train/iter_time: 0.549, train/clip/loss_all: 0.139, train/clip/loss_x: 0.197, train/clip/loss_s1: 0.065, train/clip/loss_s2: 0.053, train/clip/loss_fp: 0.016, train/clip/stabilization_loss: 0.022, train/dinov3/loss_all: 0.507, train/dinov3/loss_x: 0.924, train/dinov3/loss_s1: 0.079, train/dinov3/loss_s2: 0.090, train/dinov3/loss_fp: 0.010, train/dinov3/stabilization_loss: 0.022 +[2025-11-01 13:07:02,181] [INFO ] Iters: 600 train/iter_time: 0.548, train/clip/loss_all: 0.128, train/clip/loss_x: 0.188, train/clip/loss_s1: 0.042, train/clip/loss_s2: 0.060, train/clip/loss_fp: 0.007, train/clip/stabilization_loss: 0.020, train/dinov3/loss_all: 0.483, train/dinov3/loss_x: 0.888, train/dinov3/loss_s1: 0.070, train/dinov3/loss_s2: 0.074, train/dinov3/loss_fp: 0.006, train/dinov3/stabilization_loss: 0.020 +[2025-11-01 13:07:57,106] [INFO ] Iters: 700 train/iter_time: 0.549, train/clip/loss_all: 0.130, train/clip/loss_x: 0.180, train/clip/loss_s1: 0.057, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.010, train/clip/stabilization_loss: 0.023, train/dinov3/loss_all: 0.537, train/dinov3/loss_x: 0.999, train/dinov3/loss_s1: 0.038, train/dinov3/loss_s2: 0.040, train/dinov3/loss_fp: 0.019, train/dinov3/stabilization_loss: 0.023 +[2025-11-01 13:08:52,004] [INFO ] Iters: 800 train/iter_time: 0.548, train/clip/loss_all: 0.130, train/clip/loss_x: 0.187, train/clip/loss_s1: 0.049, train/clip/loss_s2: 0.060, train/clip/loss_fp: 0.006, train/clip/stabilization_loss: 0.021, train/dinov3/loss_all: 0.485, train/dinov3/loss_x: 0.894, train/dinov3/loss_s1: 0.055, train/dinov3/loss_s2: 0.049, train/dinov3/loss_fp: 0.015, train/dinov3/stabilization_loss: 0.021 +[2025-11-01 13:09:47,082] [INFO ] Iters: 900 train/iter_time: 0.550, train/clip/loss_all: 0.150, train/clip/loss_x: 0.209, train/clip/loss_s1: 0.092, train/clip/loss_s2: 0.092, train/clip/loss_fp: 0.008, train/clip/stabilization_loss: 0.020, train/dinov3/loss_all: 0.526, train/dinov3/loss_x: 0.979, train/dinov3/loss_s1: 0.077, train/dinov3/loss_s2: 0.043, train/dinov3/loss_fp: 0.004, train/dinov3/stabilization_loss: 0.020 +[2025-11-01 13:10:42,039] [INFO ] Iters: 1000 train/iter_time: 0.549, train/clip/loss_all: 0.145, train/clip/loss_x: 0.189, train/clip/loss_s1: 0.095, train/clip/loss_s2: 0.060, train/clip/loss_fp: 0.030, train/clip/stabilization_loss: 0.023, train/dinov3/loss_all: 0.506, train/dinov3/loss_x: 0.942, train/dinov3/loss_s1: 0.044, train/dinov3/loss_s2: 0.037, train/dinov3/loss_fp: 0.005, train/dinov3/stabilization_loss: 0.023 +[2025-11-01 13:11:46,143] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 13:11:46,144] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 13:11:46,144] [INFO ] Class [0 impervious_surface] IoU: 84.81 +[2025-11-01 13:11:46,144] [INFO ] Class [1 building] IoU: 90.19 +[2025-11-01 13:11:46,144] [INFO ] Class [2 low_vegetation] IoU: 75.09 +[2025-11-01 13:11:46,144] [INFO ] Class [3 tree] IoU: 75.75 +[2025-11-01 13:11:46,144] [INFO ] Class [4 car] IoU: 82.58 +[2025-11-01 13:11:46,145] [INFO ] Class [5 clutter] IoU: 49.61 +[2025-11-01 13:11:46,145] [INFO ] MeanIoU (clip, zegclip_sliding_window): 76.34 + +[2025-11-01 13:11:46,145] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 13:11:46,145] [INFO ] Class [0 impervious_surface] IoU: 52.97 +[2025-11-01 13:11:46,145] [INFO ] Class [1 building] IoU: 53.81 +[2025-11-01 13:11:46,145] [INFO ] Class [2 low_vegetation] IoU: 42.30 +[2025-11-01 13:11:46,145] [INFO ] Class [3 tree] IoU: 20.60 +[2025-11-01 13:11:46,145] [INFO ] Class [4 car] IoU: 6.23 +[2025-11-01 13:11:46,146] [INFO ] Class [5 clutter] IoU: 4.41 +[2025-11-01 13:11:46,146] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 30.05 + +[2025-11-01 13:11:46,927] [INFO ] ===========> Epoch: 10, LR: 0.00009, Best mIoU [clip/dinov3]: 76.34/30.21 +[2025-11-01 13:11:48,072] [INFO ] Iters: 0 train/iter_time: 0.579, train/clip/loss_all: 0.213, train/clip/loss_x: 0.365, train/clip/loss_s1: 0.013, train/clip/loss_s2: 0.071, train/clip/loss_fp: 0.007, train/clip/stabilization_loss: 0.019, train/dinov3/loss_all: 0.592, train/dinov3/loss_x: 1.143, train/dinov3/loss_s1: 0.002, train/dinov3/loss_s2: 0.012, train/dinov3/loss_fp: 0.002, train/dinov3/stabilization_loss: 0.019 +[2025-11-01 13:12:43,143] [INFO ] Iters: 100 train/iter_time: 0.550, train/clip/loss_all: 0.122, train/clip/loss_x: 0.174, train/clip/loss_s1: 0.047, train/clip/loss_s2: 0.053, train/clip/loss_fp: 0.006, train/clip/stabilization_loss: 0.021, train/dinov3/loss_all: 0.480, train/dinov3/loss_x: 0.902, train/dinov3/loss_s1: 0.021, train/dinov3/loss_s2: 0.038, train/dinov3/loss_fp: 0.004, train/dinov3/stabilization_loss: 0.021 +[2025-11-01 13:13:37,764] [INFO ] Iters: 200 train/iter_time: 0.545, train/clip/loss_all: 0.138, train/clip/loss_x: 0.192, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.079, train/clip/loss_fp: 0.008, train/clip/stabilization_loss: 0.023, train/dinov3/loss_all: 0.506, train/dinov3/loss_x: 0.934, train/dinov3/loss_s1: 0.045, train/dinov3/loss_s2: 0.063, train/dinov3/loss_fp: 0.012, train/dinov3/stabilization_loss: 0.023 +[2025-11-01 13:14:32,445] [INFO ] Iters: 300 train/iter_time: 0.546, train/clip/loss_all: 0.138, train/clip/loss_x: 0.194, train/clip/loss_s1: 0.061, train/clip/loss_s2: 0.065, train/clip/loss_fp: 0.007, train/clip/stabilization_loss: 0.023, train/dinov3/loss_all: 0.534, train/dinov3/loss_x: 0.987, train/dinov3/loss_s1: 0.057, train/dinov3/loss_s2: 0.052, train/dinov3/loss_fp: 0.013, train/dinov3/stabilization_loss: 0.023 +[2025-11-01 13:15:27,275] [INFO ] Iters: 400 train/iter_time: 0.548, train/clip/loss_all: 0.140, train/clip/loss_x: 0.204, train/clip/loss_s1: 0.052, train/clip/loss_s2: 0.044, train/clip/loss_fp: 0.007, train/clip/stabilization_loss: 0.024, train/dinov3/loss_all: 0.507, train/dinov3/loss_x: 0.932, train/dinov3/loss_s1: 0.071, train/dinov3/loss_s2: 0.043, train/dinov3/loss_fp: 0.009, train/dinov3/stabilization_loss: 0.024 +[2025-11-01 13:16:22,036] [INFO ] Iters: 500 train/iter_time: 0.547, train/clip/loss_all: 0.117, train/clip/loss_x: 0.167, train/clip/loss_s1: 0.046, train/clip/loss_s2: 0.045, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.021, train/dinov3/loss_all: 0.486, train/dinov3/loss_x: 0.910, train/dinov3/loss_s1: 0.034, train/dinov3/loss_s2: 0.038, train/dinov3/loss_fp: 0.004, train/dinov3/stabilization_loss: 0.021 +[2025-11-01 13:17:16,703] [INFO ] Iters: 600 train/iter_time: 0.546, train/clip/loss_all: 0.121, train/clip/loss_x: 0.156, train/clip/loss_s1: 0.071, train/clip/loss_s2: 0.057, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.026, train/dinov3/loss_all: 0.522, train/dinov3/loss_x: 0.976, train/dinov3/loss_s1: 0.037, train/dinov3/loss_s2: 0.027, train/dinov3/loss_fp: 0.003, train/dinov3/stabilization_loss: 0.026 +[2025-11-01 13:18:11,657] [INFO ] Iters: 700 train/iter_time: 0.549, train/clip/loss_all: 0.122, train/clip/loss_x: 0.169, train/clip/loss_s1: 0.049, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.024, train/dinov3/loss_all: 0.497, train/dinov3/loss_x: 0.931, train/dinov3/loss_s1: 0.039, train/dinov3/loss_s2: 0.015, train/dinov3/loss_fp: 0.005, train/dinov3/stabilization_loss: 0.024 +[2025-11-01 13:19:06,495] [INFO ] Iters: 800 train/iter_time: 0.548, train/clip/loss_all: 0.131, train/clip/loss_x: 0.186, train/clip/loss_s1: 0.043, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.006, train/clip/stabilization_loss: 0.025, train/dinov3/loss_all: 0.483, train/dinov3/loss_x: 0.890, train/dinov3/loss_s1: 0.031, train/dinov3/loss_s2: 0.066, train/dinov3/loss_fp: 0.004, train/dinov3/stabilization_loss: 0.025 +[2025-11-01 13:20:01,139] [INFO ] Iters: 900 train/iter_time: 0.546, train/clip/loss_all: 0.137, train/clip/loss_x: 0.191, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.063, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.025, train/dinov3/loss_all: 0.503, train/dinov3/loss_x: 0.935, train/dinov3/loss_s1: 0.034, train/dinov3/loss_s2: 0.029, train/dinov3/loss_fp: 0.009, train/dinov3/stabilization_loss: 0.025 +[2025-11-01 13:20:55,828] [INFO ] Iters: 1000 train/iter_time: 0.546, train/clip/loss_all: 0.115, train/clip/loss_x: 0.158, train/clip/loss_s1: 0.050, train/clip/loss_s2: 0.047, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.023, train/dinov3/loss_all: 0.467, train/dinov3/loss_x: 0.851, train/dinov3/loss_s1: 0.050, train/dinov3/loss_s2: 0.081, train/dinov3/loss_fp: 0.007, train/dinov3/stabilization_loss: 0.023 +[2025-11-01 13:21:59,334] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 13:21:59,334] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 13:21:59,334] [INFO ] Class [0 impervious_surface] IoU: 85.20 +[2025-11-01 13:21:59,335] [INFO ] Class [1 building] IoU: 90.53 +[2025-11-01 13:21:59,335] [INFO ] Class [2 low_vegetation] IoU: 76.07 +[2025-11-01 13:21:59,335] [INFO ] Class [3 tree] IoU: 75.36 +[2025-11-01 13:21:59,335] [INFO ] Class [4 car] IoU: 83.11 +[2025-11-01 13:21:59,335] [INFO ] Class [5 clutter] IoU: 53.06 +[2025-11-01 13:21:59,335] [INFO ] MeanIoU (clip, zegclip_sliding_window): 77.22 + +[2025-11-01 13:21:59,335] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 13:21:59,335] [INFO ] Class [0 impervious_surface] IoU: 50.65 +[2025-11-01 13:21:59,335] [INFO ] Class [1 building] IoU: 52.73 +[2025-11-01 13:21:59,336] [INFO ] Class [2 low_vegetation] IoU: 45.74 +[2025-11-01 13:21:59,336] [INFO ] Class [3 tree] IoU: 4.88 +[2025-11-01 13:21:59,336] [INFO ] Class [4 car] IoU: 29.24 +[2025-11-01 13:21:59,336] [INFO ] Class [5 clutter] IoU: 15.86 +[2025-11-01 13:21:59,336] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 33.18 + +[2025-11-01 13:22:01,120] [INFO ] ===========> Epoch: 11, LR: 0.00009, Best mIoU [clip/dinov3]: 77.22/33.18 +[2025-11-01 13:22:02,289] [INFO ] Iters: 0 train/iter_time: 0.554, train/clip/loss_all: 0.169, train/clip/loss_x: 0.247, train/clip/loss_s1: 0.085, train/clip/loss_s2: 0.043, train/clip/loss_fp: 0.028, train/clip/stabilization_loss: 0.022, train/dinov3/loss_all: 0.397, train/dinov3/loss_x: 0.750, train/dinov3/loss_s1: 0.000, train/dinov3/loss_s2: 0.000, train/dinov3/loss_fp: 0.000, train/dinov3/stabilization_loss: 0.022 +[2025-11-01 13:22:56,813] [INFO ] Iters: 100 train/iter_time: 0.545, train/clip/loss_all: 0.138, train/clip/loss_x: 0.185, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.083, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.027, train/dinov3/loss_all: 0.507, train/dinov3/loss_x: 0.932, train/dinov3/loss_s1: 0.040, train/dinov3/loss_s2: 0.037, train/dinov3/loss_fp: 0.016, train/dinov3/stabilization_loss: 0.027 +[2025-11-01 13:23:51,508] [INFO ] Iters: 200 train/iter_time: 0.546, train/clip/loss_all: 0.124, train/clip/loss_x: 0.168, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.042, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.026, train/dinov3/loss_all: 0.477, train/dinov3/loss_x: 0.864, train/dinov3/loss_s1: 0.054, train/dinov3/loss_s2: 0.086, train/dinov3/loss_fp: 0.005, train/dinov3/stabilization_loss: 0.026 +[2025-11-01 13:24:46,161] [INFO ] Iters: 300 train/iter_time: 0.546, train/clip/loss_all: 0.132, train/clip/loss_x: 0.182, train/clip/loss_s1: 0.044, train/clip/loss_s2: 0.062, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.027, train/dinov3/loss_all: 0.484, train/dinov3/loss_x: 0.875, train/dinov3/loss_s1: 0.055, train/dinov3/loss_s2: 0.079, train/dinov3/loss_fp: 0.012, train/dinov3/stabilization_loss: 0.027 +[2025-11-01 13:25:40,974] [INFO ] Iters: 400 train/iter_time: 0.548, train/clip/loss_all: 0.129, train/clip/loss_x: 0.187, train/clip/loss_s1: 0.037, train/clip/loss_s2: 0.045, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.025, train/dinov3/loss_all: 0.503, train/dinov3/loss_x: 0.906, train/dinov3/loss_s1: 0.059, train/dinov3/loss_s2: 0.080, train/dinov3/loss_fp: 0.032, train/dinov3/stabilization_loss: 0.025 +[2025-11-01 13:26:36,073] [INFO ] Iters: 500 train/iter_time: 0.550, train/clip/loss_all: 0.127, train/clip/loss_x: 0.168, train/clip/loss_s1: 0.070, train/clip/loss_s2: 0.057, train/clip/loss_fp: 0.009, train/clip/stabilization_loss: 0.025, train/dinov3/loss_all: 0.505, train/dinov3/loss_x: 0.913, train/dinov3/loss_s1: 0.099, train/dinov3/loss_s2: 0.053, train/dinov3/loss_fp: 0.019, train/dinov3/stabilization_loss: 0.025 +[2025-11-01 13:27:30,841] [INFO ] Iters: 600 train/iter_time: 0.547, train/clip/loss_all: 0.130, train/clip/loss_x: 0.173, train/clip/loss_s1: 0.050, train/clip/loss_s2: 0.066, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.028, train/dinov3/loss_all: 0.488, train/dinov3/loss_x: 0.895, train/dinov3/loss_s1: 0.045, train/dinov3/loss_s2: 0.044, train/dinov3/loss_fp: 0.006, train/dinov3/stabilization_loss: 0.028 +[2025-11-01 13:28:25,603] [INFO ] Iters: 700 train/iter_time: 0.547, train/clip/loss_all: 0.125, train/clip/loss_x: 0.170, train/clip/loss_s1: 0.064, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.023, train/dinov3/loss_all: 0.477, train/dinov3/loss_x: 0.876, train/dinov3/loss_s1: 0.060, train/dinov3/loss_s2: 0.049, train/dinov3/loss_fp: 0.008, train/dinov3/stabilization_loss: 0.023 +[2025-11-01 13:29:20,414] [INFO ] Iters: 800 train/iter_time: 0.547, train/clip/loss_all: 0.154, train/clip/loss_x: 0.223, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.054, train/clip/loss_fp: 0.011, train/clip/stabilization_loss: 0.026, train/dinov3/loss_all: 0.509, train/dinov3/loss_x: 0.935, train/dinov3/loss_s1: 0.043, train/dinov3/loss_s2: 0.064, train/dinov3/loss_fp: 0.007, train/dinov3/stabilization_loss: 0.026 +[2025-11-01 13:30:15,178] [INFO ] Iters: 900 train/iter_time: 0.547, train/clip/loss_all: 0.136, train/clip/loss_x: 0.187, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.006, train/clip/stabilization_loss: 0.026, train/dinov3/loss_all: 0.502, train/dinov3/loss_x: 0.919, train/dinov3/loss_s1: 0.039, train/dinov3/loss_s2: 0.057, train/dinov3/loss_fp: 0.015, train/dinov3/stabilization_loss: 0.026 +[2025-11-01 13:31:10,106] [INFO ] Iters: 1000 train/iter_time: 0.549, train/clip/loss_all: 0.128, train/clip/loss_x: 0.176, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.052, train/clip/loss_fp: 0.007, train/clip/stabilization_loss: 0.025, train/dinov3/loss_all: 0.508, train/dinov3/loss_x: 0.918, train/dinov3/loss_s1: 0.082, train/dinov3/loss_s2: 0.073, train/dinov3/loss_fp: 0.018, train/dinov3/stabilization_loss: 0.025 +[2025-11-01 13:32:13,729] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 13:32:13,730] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 13:32:13,730] [INFO ] Class [0 impervious_surface] IoU: 84.96 +[2025-11-01 13:32:13,730] [INFO ] Class [1 building] IoU: 90.60 +[2025-11-01 13:32:13,730] [INFO ] Class [2 low_vegetation] IoU: 75.55 +[2025-11-01 13:32:13,730] [INFO ] Class [3 tree] IoU: 75.58 +[2025-11-01 13:32:13,730] [INFO ] Class [4 car] IoU: 83.66 +[2025-11-01 13:32:13,730] [INFO ] Class [5 clutter] IoU: 52.62 +[2025-11-01 13:32:13,731] [INFO ] MeanIoU (clip, zegclip_sliding_window): 77.16 + +[2025-11-01 13:32:13,731] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 13:32:13,731] [INFO ] Class [0 impervious_surface] IoU: 53.77 +[2025-11-01 13:32:13,731] [INFO ] Class [1 building] IoU: 47.16 +[2025-11-01 13:32:13,731] [INFO ] Class [2 low_vegetation] IoU: 47.02 +[2025-11-01 13:32:13,731] [INFO ] Class [3 tree] IoU: 2.54 +[2025-11-01 13:32:13,731] [INFO ] Class [4 car] IoU: 28.89 +[2025-11-01 13:32:13,731] [INFO ] Class [5 clutter] IoU: 19.73 +[2025-11-01 13:32:13,731] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 33.18 + +[2025-11-01 13:32:15,206] [INFO ] ===========> Epoch: 12, LR: 0.00009, Best mIoU [clip/dinov3]: 77.22/33.18 +[2025-11-01 13:32:16,473] [INFO ] Iters: 0 train/iter_time: 0.578, train/clip/loss_all: 0.142, train/clip/loss_x: 0.153, train/clip/loss_s1: 0.027, train/clip/loss_s2: 0.228, train/clip/loss_fp: 0.011, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.407, train/dinov3/loss_x: 0.752, train/dinov3/loss_s1: 0.000, train/dinov3/loss_s2: 0.000, train/dinov3/loss_fp: 0.000, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 13:33:11,082] [INFO ] Iters: 100 train/iter_time: 0.545, train/clip/loss_all: 0.128, train/clip/loss_x: 0.170, train/clip/loss_s1: 0.048, train/clip/loss_s2: 0.062, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.028, train/dinov3/loss_all: 0.478, train/dinov3/loss_x: 0.870, train/dinov3/loss_s1: 0.043, train/dinov3/loss_s2: 0.045, train/dinov3/loss_fp: 0.012, train/dinov3/stabilization_loss: 0.028 +[2025-11-01 13:34:06,161] [INFO ] Iters: 200 train/iter_time: 0.550, train/clip/loss_all: 0.122, train/clip/loss_x: 0.150, train/clip/loss_s1: 0.060, train/clip/loss_s2: 0.093, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.027, train/dinov3/loss_all: 0.497, train/dinov3/loss_x: 0.912, train/dinov3/loss_s1: 0.055, train/dinov3/loss_s2: 0.045, train/dinov3/loss_fp: 0.005, train/dinov3/stabilization_loss: 0.027 +[2025-11-01 13:35:00,883] [INFO ] Iters: 300 train/iter_time: 0.547, train/clip/loss_all: 0.134, train/clip/loss_x: 0.178, train/clip/loss_s1: 0.051, train/clip/loss_s2: 0.062, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.479, train/dinov3/loss_x: 0.880, train/dinov3/loss_s1: 0.019, train/dinov3/loss_s2: 0.051, train/dinov3/loss_fp: 0.005, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 13:35:55,658] [INFO ] Iters: 400 train/iter_time: 0.547, train/clip/loss_all: 0.124, train/clip/loss_x: 0.173, train/clip/loss_s1: 0.036, train/clip/loss_s2: 0.048, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.026, train/dinov3/loss_all: 0.458, train/dinov3/loss_x: 0.833, train/dinov3/loss_s1: 0.033, train/dinov3/loss_s2: 0.057, train/dinov3/loss_fp: 0.018, train/dinov3/stabilization_loss: 0.026 +[2025-11-01 13:36:50,492] [INFO ] Iters: 500 train/iter_time: 0.548, train/clip/loss_all: 0.119, train/clip/loss_x: 0.153, train/clip/loss_s1: 0.062, train/clip/loss_s2: 0.043, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.478, train/dinov3/loss_x: 0.878, train/dinov3/loss_s1: 0.032, train/dinov3/loss_s2: 0.038, train/dinov3/loss_fp: 0.005, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 13:37:45,153] [INFO ] Iters: 600 train/iter_time: 0.546, train/clip/loss_all: 0.126, train/clip/loss_x: 0.170, train/clip/loss_s1: 0.047, train/clip/loss_s2: 0.056, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.028, train/dinov3/loss_all: 0.532, train/dinov3/loss_x: 0.979, train/dinov3/loss_s1: 0.040, train/dinov3/loss_s2: 0.065, train/dinov3/loss_fp: 0.007, train/dinov3/stabilization_loss: 0.028 +[2025-11-01 13:38:39,722] [INFO ] Iters: 700 train/iter_time: 0.545, train/clip/loss_all: 0.129, train/clip/loss_x: 0.174, train/clip/loss_s1: 0.045, train/clip/loss_s2: 0.046, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.478, train/dinov3/loss_x: 0.862, train/dinov3/loss_s1: 0.066, train/dinov3/loss_s2: 0.044, train/dinov3/loss_fp: 0.013, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 13:39:34,365] [INFO ] Iters: 800 train/iter_time: 0.546, train/clip/loss_all: 0.120, train/clip/loss_x: 0.151, train/clip/loss_s1: 0.055, train/clip/loss_s2: 0.057, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.456, train/dinov3/loss_x: 0.826, train/dinov3/loss_s1: 0.036, train/dinov3/loss_s2: 0.064, train/dinov3/loss_fp: 0.007, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 13:40:29,129] [INFO ] Iters: 900 train/iter_time: 0.547, train/clip/loss_all: 0.130, train/clip/loss_x: 0.173, train/clip/loss_s1: 0.066, train/clip/loss_s2: 0.060, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.027, train/dinov3/loss_all: 0.489, train/dinov3/loss_x: 0.906, train/dinov3/loss_s1: 0.034, train/dinov3/loss_s2: 0.021, train/dinov3/loss_fp: 0.008, train/dinov3/stabilization_loss: 0.027 +[2025-11-01 13:41:24,137] [INFO ] Iters: 1000 train/iter_time: 0.549, train/clip/loss_all: 0.123, train/clip/loss_x: 0.160, train/clip/loss_s1: 0.047, train/clip/loss_s2: 0.061, train/clip/loss_fp: 0.007, train/clip/stabilization_loss: 0.028, train/dinov3/loss_all: 0.477, train/dinov3/loss_x: 0.871, train/dinov3/loss_s1: 0.055, train/dinov3/loss_s2: 0.041, train/dinov3/loss_fp: 0.010, train/dinov3/stabilization_loss: 0.028 +[2025-11-01 13:42:27,448] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 13:42:27,449] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 13:42:27,449] [INFO ] Class [0 impervious_surface] IoU: 85.39 +[2025-11-01 13:42:27,449] [INFO ] Class [1 building] IoU: 90.75 +[2025-11-01 13:42:27,449] [INFO ] Class [2 low_vegetation] IoU: 76.28 +[2025-11-01 13:42:27,449] [INFO ] Class [3 tree] IoU: 76.38 +[2025-11-01 13:42:27,450] [INFO ] Class [4 car] IoU: 84.50 +[2025-11-01 13:42:27,450] [INFO ] Class [5 clutter] IoU: 52.50 +[2025-11-01 13:42:27,450] [INFO ] MeanIoU (clip, zegclip_sliding_window): 77.63 + +[2025-11-01 13:42:27,450] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 13:42:27,450] [INFO ] Class [0 impervious_surface] IoU: 54.53 +[2025-11-01 13:42:27,450] [INFO ] Class [1 building] IoU: 56.98 +[2025-11-01 13:42:27,450] [INFO ] Class [2 low_vegetation] IoU: 45.54 +[2025-11-01 13:42:27,450] [INFO ] Class [3 tree] IoU: 7.65 +[2025-11-01 13:42:27,450] [INFO ] Class [4 car] IoU: 31.10 +[2025-11-01 13:42:27,451] [INFO ] Class [5 clutter] IoU: 9.02 +[2025-11-01 13:42:27,451] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 34.14 + +[2025-11-01 13:42:29,411] [INFO ] ===========> Epoch: 13, LR: 0.00009, Best mIoU [clip/dinov3]: 77.63/34.14 +[2025-11-01 13:42:30,658] [INFO ] Iters: 0 train/iter_time: 0.554, train/clip/loss_all: 0.122, train/clip/loss_x: 0.098, train/clip/loss_s1: 0.004, train/clip/loss_s2: 0.447, train/clip/loss_fp: 0.010, train/clip/stabilization_loss: 0.014, train/dinov3/loss_all: 0.703, train/dinov3/loss_x: 1.034, train/dinov3/loss_s1: 0.045, train/dinov3/loss_s2: 1.163, train/dinov3/loss_fp: 0.087, train/dinov3/stabilization_loss: 0.014 +[2025-11-01 13:43:25,259] [INFO ] Iters: 100 train/iter_time: 0.545, train/clip/loss_all: 0.131, train/clip/loss_x: 0.175, train/clip/loss_s1: 0.047, train/clip/loss_s2: 0.045, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.509, train/dinov3/loss_x: 0.912, train/dinov3/loss_s1: 0.084, train/dinov3/loss_s2: 0.060, train/dinov3/loss_fp: 0.018, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 13:44:20,079] [INFO ] Iters: 200 train/iter_time: 0.548, train/clip/loss_all: 0.126, train/clip/loss_x: 0.168, train/clip/loss_s1: 0.053, train/clip/loss_s2: 0.064, train/clip/loss_fp: 0.006, train/clip/stabilization_loss: 0.025, train/dinov3/loss_all: 0.496, train/dinov3/loss_x: 0.900, train/dinov3/loss_s1: 0.055, train/dinov3/loss_s2: 0.082, train/dinov3/loss_fp: 0.011, train/dinov3/stabilization_loss: 0.025 +[2025-11-01 13:45:14,760] [INFO ] Iters: 300 train/iter_time: 0.546, train/clip/loss_all: 0.128, train/clip/loss_x: 0.162, train/clip/loss_s1: 0.063, train/clip/loss_s2: 0.060, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.482, train/dinov3/loss_x: 0.867, train/dinov3/loss_s1: 0.057, train/dinov3/loss_s2: 0.053, train/dinov3/loss_fp: 0.017, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 13:46:09,646] [INFO ] Iters: 400 train/iter_time: 0.548, train/clip/loss_all: 0.114, train/clip/loss_x: 0.151, train/clip/loss_s1: 0.046, train/clip/loss_s2: 0.038, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.027, train/dinov3/loss_all: 0.514, train/dinov3/loss_x: 0.943, train/dinov3/loss_s1: 0.041, train/dinov3/loss_s2: 0.058, train/dinov3/loss_fp: 0.009, train/dinov3/stabilization_loss: 0.027 +[2025-11-01 13:47:04,401] [INFO ] Iters: 500 train/iter_time: 0.547, train/clip/loss_all: 0.138, train/clip/loss_x: 0.186, train/clip/loss_s1: 0.059, train/clip/loss_s2: 0.063, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.484, train/dinov3/loss_x: 0.886, train/dinov3/loss_s1: 0.044, train/dinov3/loss_s2: 0.040, train/dinov3/loss_fp: 0.006, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 13:47:59,489] [INFO ] Iters: 600 train/iter_time: 0.550, train/clip/loss_all: 0.128, train/clip/loss_x: 0.169, train/clip/loss_s1: 0.045, train/clip/loss_s2: 0.075, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.028, train/dinov3/loss_all: 0.524, train/dinov3/loss_x: 0.915, train/dinov3/loss_s1: 0.104, train/dinov3/loss_s2: 0.121, train/dinov3/loss_fp: 0.041, train/dinov3/stabilization_loss: 0.028 +[2025-11-01 13:48:54,320] [INFO ] Iters: 700 train/iter_time: 0.548, train/clip/loss_all: 0.123, train/clip/loss_x: 0.161, train/clip/loss_s1: 0.051, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.028, train/dinov3/loss_all: 0.547, train/dinov3/loss_x: 0.993, train/dinov3/loss_s1: 0.090, train/dinov3/loss_s2: 0.067, train/dinov3/loss_fp: 0.011, train/dinov3/stabilization_loss: 0.028 +[2025-11-01 13:49:49,003] [INFO ] Iters: 800 train/iter_time: 0.546, train/clip/loss_all: 0.124, train/clip/loss_x: 0.165, train/clip/loss_s1: 0.045, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.007, train/clip/stabilization_loss: 0.027, train/dinov3/loss_all: 0.519, train/dinov3/loss_x: 0.928, train/dinov3/loss_s1: 0.079, train/dinov3/loss_s2: 0.111, train/dinov3/loss_fp: 0.016, train/dinov3/stabilization_loss: 0.027 +[2025-11-01 13:50:43,815] [INFO ] Iters: 900 train/iter_time: 0.547, train/clip/loss_all: 0.118, train/clip/loss_x: 0.150, train/clip/loss_s1: 0.039, train/clip/loss_s2: 0.043, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.521, train/dinov3/loss_x: 0.951, train/dinov3/loss_s1: 0.041, train/dinov3/loss_s2: 0.042, train/dinov3/loss_fp: 0.011, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 13:51:38,586] [INFO ] Iters: 1000 train/iter_time: 0.547, train/clip/loss_all: 0.140, train/clip/loss_x: 0.179, train/clip/loss_s1: 0.093, train/clip/loss_s2: 0.058, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.514, train/dinov3/loss_x: 0.939, train/dinov3/loss_s1: 0.061, train/dinov3/loss_s2: 0.040, train/dinov3/loss_fp: 0.004, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 13:52:43,278] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 13:52:43,278] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 13:52:43,278] [INFO ] Class [0 impervious_surface] IoU: 85.40 +[2025-11-01 13:52:43,278] [INFO ] Class [1 building] IoU: 90.61 +[2025-11-01 13:52:43,278] [INFO ] Class [2 low_vegetation] IoU: 75.74 +[2025-11-01 13:52:43,279] [INFO ] Class [3 tree] IoU: 76.38 +[2025-11-01 13:52:43,279] [INFO ] Class [4 car] IoU: 84.71 +[2025-11-01 13:52:43,279] [INFO ] Class [5 clutter] IoU: 52.66 +[2025-11-01 13:52:43,279] [INFO ] MeanIoU (clip, zegclip_sliding_window): 77.58 + +[2025-11-01 13:52:43,279] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 13:52:43,279] [INFO ] Class [0 impervious_surface] IoU: 54.62 +[2025-11-01 13:52:43,279] [INFO ] Class [1 building] IoU: 56.75 +[2025-11-01 13:52:43,279] [INFO ] Class [2 low_vegetation] IoU: 41.93 +[2025-11-01 13:52:43,279] [INFO ] Class [3 tree] IoU: 19.70 +[2025-11-01 13:52:43,279] [INFO ] Class [4 car] IoU: 32.15 +[2025-11-01 13:52:43,279] [INFO ] Class [5 clutter] IoU: 14.06 +[2025-11-01 13:52:43,279] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 36.53 + +[2025-11-01 13:52:44,278] [INFO ] ===========> Epoch: 14, LR: 0.00008, Best mIoU [clip/dinov3]: 77.63/36.53 +[2025-11-01 13:52:45,279] [INFO ] Iters: 0 train/iter_time: 0.540, train/clip/loss_all: 0.047, train/clip/loss_x: 0.025, train/clip/loss_s1: 0.007, train/clip/loss_s2: 0.072, train/clip/loss_fp: 0.001, train/clip/stabilization_loss: 0.024, train/dinov3/loss_all: 0.457, train/dinov3/loss_x: 0.782, train/dinov3/loss_s1: 0.278, train/dinov3/loss_s2: 0.049, train/dinov3/loss_fp: 0.004, train/dinov3/stabilization_loss: 0.024 +[2025-11-01 13:53:40,023] [INFO ] Iters: 100 train/iter_time: 0.547, train/clip/loss_all: 0.134, train/clip/loss_x: 0.179, train/clip/loss_s1: 0.048, train/clip/loss_s2: 0.048, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.514, train/dinov3/loss_x: 0.927, train/dinov3/loss_s1: 0.063, train/dinov3/loss_s2: 0.074, train/dinov3/loss_fp: 0.008, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 13:54:34,787] [INFO ] Iters: 200 train/iter_time: 0.547, train/clip/loss_all: 0.124, train/clip/loss_x: 0.154, train/clip/loss_s1: 0.069, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.462, train/dinov3/loss_x: 0.827, train/dinov3/loss_s1: 0.064, train/dinov3/loss_s2: 0.062, train/dinov3/loss_fp: 0.010, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 13:55:29,916] [INFO ] Iters: 300 train/iter_time: 0.551, train/clip/loss_all: 0.127, train/clip/loss_x: 0.160, train/clip/loss_s1: 0.057, train/clip/loss_s2: 0.062, train/clip/loss_fp: 0.009, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.469, train/dinov3/loss_x: 0.834, train/dinov3/loss_s1: 0.087, train/dinov3/loss_s2: 0.060, train/dinov3/loss_fp: 0.015, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 13:56:24,559] [INFO ] Iters: 400 train/iter_time: 0.546, train/clip/loss_all: 0.128, train/clip/loss_x: 0.166, train/clip/loss_s1: 0.055, train/clip/loss_s2: 0.045, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.475, train/dinov3/loss_x: 0.861, train/dinov3/loss_s1: 0.049, train/dinov3/loss_s2: 0.037, train/dinov3/loss_fp: 0.009, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 13:57:19,449] [INFO ] Iters: 500 train/iter_time: 0.548, train/clip/loss_all: 0.115, train/clip/loss_x: 0.134, train/clip/loss_s1: 0.046, train/clip/loss_s2: 0.047, train/clip/loss_fp: 0.020, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.500, train/dinov3/loss_x: 0.905, train/dinov3/loss_s1: 0.051, train/dinov3/loss_s2: 0.039, train/dinov3/loss_fp: 0.018, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 13:58:14,231] [INFO ] Iters: 600 train/iter_time: 0.547, train/clip/loss_all: 0.116, train/clip/loss_x: 0.152, train/clip/loss_s1: 0.050, train/clip/loss_s2: 0.026, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.461, train/dinov3/loss_x: 0.823, train/dinov3/loss_s1: 0.070, train/dinov3/loss_s2: 0.081, train/dinov3/loss_fp: 0.004, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 13:59:08,960] [INFO ] Iters: 700 train/iter_time: 0.547, train/clip/loss_all: 0.136, train/clip/loss_x: 0.177, train/clip/loss_s1: 0.064, train/clip/loss_s2: 0.062, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.485, train/dinov3/loss_x: 0.865, train/dinov3/loss_s1: 0.075, train/dinov3/loss_s2: 0.080, train/dinov3/loss_fp: 0.013, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 14:00:03,594] [INFO ] Iters: 800 train/iter_time: 0.546, train/clip/loss_all: 0.137, train/clip/loss_x: 0.178, train/clip/loss_s1: 0.074, train/clip/loss_s2: 0.050, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.494, train/dinov3/loss_x: 0.901, train/dinov3/loss_s1: 0.042, train/dinov3/loss_s2: 0.050, train/dinov3/loss_fp: 0.004, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 14:00:58,501] [INFO ] Iters: 900 train/iter_time: 0.548, train/clip/loss_all: 0.127, train/clip/loss_x: 0.166, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.048, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.500, train/dinov3/loss_x: 0.909, train/dinov3/loss_s1: 0.057, train/dinov3/loss_s2: 0.051, train/dinov3/loss_fp: 0.009, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 14:01:53,386] [INFO ] Iters: 1000 train/iter_time: 0.548, train/clip/loss_all: 0.129, train/clip/loss_x: 0.163, train/clip/loss_s1: 0.063, train/clip/loss_s2: 0.047, train/clip/loss_fp: 0.011, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.501, train/dinov3/loss_x: 0.898, train/dinov3/loss_s1: 0.056, train/dinov3/loss_s2: 0.092, train/dinov3/loss_fp: 0.012, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 14:03:00,639] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 14:03:00,640] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 14:03:00,640] [INFO ] Class [0 impervious_surface] IoU: 85.64 +[2025-11-01 14:03:00,640] [INFO ] Class [1 building] IoU: 91.11 +[2025-11-01 14:03:00,640] [INFO ] Class [2 low_vegetation] IoU: 76.98 +[2025-11-01 14:03:00,640] [INFO ] Class [3 tree] IoU: 76.02 +[2025-11-01 14:03:00,640] [INFO ] Class [4 car] IoU: 84.85 +[2025-11-01 14:03:00,640] [INFO ] Class [5 clutter] IoU: 53.33 +[2025-11-01 14:03:00,640] [INFO ] MeanIoU (clip, zegclip_sliding_window): 77.99 + +[2025-11-01 14:03:00,641] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 14:03:00,641] [INFO ] Class [0 impervious_surface] IoU: 55.18 +[2025-11-01 14:03:00,641] [INFO ] Class [1 building] IoU: 52.01 +[2025-11-01 14:03:00,641] [INFO ] Class [2 low_vegetation] IoU: 38.67 +[2025-11-01 14:03:00,641] [INFO ] Class [3 tree] IoU: 26.20 +[2025-11-01 14:03:00,641] [INFO ] Class [4 car] IoU: 33.37 +[2025-11-01 14:03:00,641] [INFO ] Class [5 clutter] IoU: 17.12 +[2025-11-01 14:03:00,641] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 37.09 + +[2025-11-01 14:03:02,292] [INFO ] ===========> Epoch: 15, LR: 0.00008, Best mIoU [clip/dinov3]: 77.99/37.09 +[2025-11-01 14:03:03,541] [INFO ] Iters: 0 train/iter_time: 0.556, train/clip/loss_all: 0.088, train/clip/loss_x: 0.081, train/clip/loss_s1: 0.008, train/clip/loss_s2: 0.018, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.044, train/dinov3/loss_all: 0.368, train/dinov3/loss_x: 0.649, train/dinov3/loss_s1: 0.000, train/dinov3/loss_s2: 0.000, train/dinov3/loss_fp: 0.000, train/dinov3/stabilization_loss: 0.044 +[2025-11-01 14:03:58,284] [INFO ] Iters: 100 train/iter_time: 0.547, train/clip/loss_all: 0.123, train/clip/loss_x: 0.151, train/clip/loss_s1: 0.061, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.535, train/dinov3/loss_x: 0.962, train/dinov3/loss_s1: 0.070, train/dinov3/loss_s2: 0.085, train/dinov3/loss_fp: 0.013, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 14:04:53,133] [INFO ] Iters: 200 train/iter_time: 0.548, train/clip/loss_all: 0.129, train/clip/loss_x: 0.162, train/clip/loss_s1: 0.065, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.472, train/dinov3/loss_x: 0.855, train/dinov3/loss_s1: 0.040, train/dinov3/loss_s2: 0.053, train/dinov3/loss_fp: 0.007, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 14:05:47,978] [INFO ] Iters: 300 train/iter_time: 0.548, train/clip/loss_all: 0.120, train/clip/loss_x: 0.144, train/clip/loss_s1: 0.045, train/clip/loss_s2: 0.065, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.472, train/dinov3/loss_x: 0.846, train/dinov3/loss_s1: 0.043, train/dinov3/loss_s2: 0.054, train/dinov3/loss_fp: 0.015, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 14:06:42,586] [INFO ] Iters: 400 train/iter_time: 0.545, train/clip/loss_all: 0.114, train/clip/loss_x: 0.136, train/clip/loss_s1: 0.061, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.474, train/dinov3/loss_x: 0.848, train/dinov3/loss_s1: 0.096, train/dinov3/loss_s2: 0.034, train/dinov3/loss_fp: 0.013, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 14:07:37,567] [INFO ] Iters: 500 train/iter_time: 0.549, train/clip/loss_all: 0.126, train/clip/loss_x: 0.163, train/clip/loss_s1: 0.053, train/clip/loss_s2: 0.042, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.507, train/dinov3/loss_x: 0.918, train/dinov3/loss_s1: 0.064, train/dinov3/loss_s2: 0.054, train/dinov3/loss_fp: 0.008, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 14:08:32,352] [INFO ] Iters: 600 train/iter_time: 0.547, train/clip/loss_all: 0.129, train/clip/loss_x: 0.169, train/clip/loss_s1: 0.046, train/clip/loss_s2: 0.047, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.475, train/dinov3/loss_x: 0.838, train/dinov3/loss_s1: 0.052, train/dinov3/loss_s2: 0.107, train/dinov3/loss_fp: 0.015, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 14:09:27,223] [INFO ] Iters: 700 train/iter_time: 0.548, train/clip/loss_all: 0.125, train/clip/loss_x: 0.149, train/clip/loss_s1: 0.066, train/clip/loss_s2: 0.068, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.466, train/dinov3/loss_x: 0.816, train/dinov3/loss_s1: 0.097, train/dinov3/loss_s2: 0.088, train/dinov3/loss_fp: 0.010, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 14:10:22,488] [INFO ] Iters: 800 train/iter_time: 0.552, train/clip/loss_all: 0.121, train/clip/loss_x: 0.153, train/clip/loss_s1: 0.045, train/clip/loss_s2: 0.049, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.479, train/dinov3/loss_x: 0.857, train/dinov3/loss_s1: 0.059, train/dinov3/loss_s2: 0.062, train/dinov3/loss_fp: 0.012, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 14:11:17,297] [INFO ] Iters: 900 train/iter_time: 0.547, train/clip/loss_all: 0.119, train/clip/loss_x: 0.152, train/clip/loss_s1: 0.055, train/clip/loss_s2: 0.036, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.570, train/dinov3/loss_x: 1.036, train/dinov3/loss_s1: 0.094, train/dinov3/loss_s2: 0.058, train/dinov3/loss_fp: 0.010, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 14:12:12,069] [INFO ] Iters: 1000 train/iter_time: 0.547, train/clip/loss_all: 0.126, train/clip/loss_x: 0.154, train/clip/loss_s1: 0.067, train/clip/loss_s2: 0.046, train/clip/loss_fp: 0.008, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.460, train/dinov3/loss_x: 0.828, train/dinov3/loss_s1: 0.046, train/dinov3/loss_s2: 0.051, train/dinov3/loss_fp: 0.006, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 14:13:15,532] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 14:13:15,533] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 14:13:15,533] [INFO ] Class [0 impervious_surface] IoU: 85.50 +[2025-11-01 14:13:15,534] [INFO ] Class [1 building] IoU: 90.96 +[2025-11-01 14:13:15,534] [INFO ] Class [2 low_vegetation] IoU: 76.47 +[2025-11-01 14:13:15,534] [INFO ] Class [3 tree] IoU: 75.79 +[2025-11-01 14:13:15,534] [INFO ] Class [4 car] IoU: 85.39 +[2025-11-01 14:13:15,534] [INFO ] Class [5 clutter] IoU: 53.61 +[2025-11-01 14:13:15,534] [INFO ] MeanIoU (clip, zegclip_sliding_window): 77.95 + +[2025-11-01 14:13:15,534] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 14:13:15,534] [INFO ] Class [0 impervious_surface] IoU: 55.98 +[2025-11-01 14:13:15,534] [INFO ] Class [1 building] IoU: 52.97 +[2025-11-01 14:13:15,534] [INFO ] Class [2 low_vegetation] IoU: 46.14 +[2025-11-01 14:13:15,534] [INFO ] Class [3 tree] IoU: 13.25 +[2025-11-01 14:13:15,534] [INFO ] Class [4 car] IoU: 35.40 +[2025-11-01 14:13:15,534] [INFO ] Class [5 clutter] IoU: 20.76 +[2025-11-01 14:13:15,535] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 37.42 + +[2025-11-01 14:13:16,843] [INFO ] ===========> Epoch: 16, LR: 0.00008, Best mIoU [clip/dinov3]: 77.99/37.42 +[2025-11-01 14:13:18,047] [INFO ] Iters: 0 train/iter_time: 0.552, train/clip/loss_all: 0.109, train/clip/loss_x: 0.183, train/clip/loss_s1: 0.002, train/clip/loss_s2: 0.018, train/clip/loss_fp: 0.001, train/clip/stabilization_loss: 0.015, train/dinov3/loss_all: 0.498, train/dinov3/loss_x: 0.849, train/dinov3/loss_s1: 0.007, train/dinov3/loss_s2: 0.459, train/dinov3/loss_fp: 0.004, train/dinov3/stabilization_loss: 0.015 +[2025-11-01 14:14:12,751] [INFO ] Iters: 100 train/iter_time: 0.546, train/clip/loss_all: 0.122, train/clip/loss_x: 0.156, train/clip/loss_s1: 0.046, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.487, train/dinov3/loss_x: 0.869, train/dinov3/loss_s1: 0.089, train/dinov3/loss_s2: 0.068, train/dinov3/loss_fp: 0.011, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 14:15:07,540] [INFO ] Iters: 200 train/iter_time: 0.547, train/clip/loss_all: 0.113, train/clip/loss_x: 0.141, train/clip/loss_s1: 0.051, train/clip/loss_s2: 0.057, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.028, train/dinov3/loss_all: 0.446, train/dinov3/loss_x: 0.760, train/dinov3/loss_s1: 0.094, train/dinov3/loss_s2: 0.153, train/dinov3/loss_fp: 0.028, train/dinov3/stabilization_loss: 0.028 +[2025-11-01 14:16:02,405] [INFO ] Iters: 300 train/iter_time: 0.548, train/clip/loss_all: 0.124, train/clip/loss_x: 0.157, train/clip/loss_s1: 0.049, train/clip/loss_s2: 0.064, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.488, train/dinov3/loss_x: 0.871, train/dinov3/loss_s1: 0.054, train/dinov3/loss_s2: 0.076, train/dinov3/loss_fp: 0.025, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 14:16:57,228] [INFO ] Iters: 400 train/iter_time: 0.548, train/clip/loss_all: 0.132, train/clip/loss_x: 0.168, train/clip/loss_s1: 0.046, train/clip/loss_s2: 0.078, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.493, train/dinov3/loss_x: 0.881, train/dinov3/loss_s1: 0.070, train/dinov3/loss_s2: 0.073, train/dinov3/loss_fp: 0.010, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 14:17:51,967] [INFO ] Iters: 500 train/iter_time: 0.547, train/clip/loss_all: 0.113, train/clip/loss_x: 0.136, train/clip/loss_s1: 0.053, train/clip/loss_s2: 0.058, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.473, train/dinov3/loss_x: 0.839, train/dinov3/loss_s1: 0.089, train/dinov3/loss_s2: 0.073, train/dinov3/loss_fp: 0.009, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 14:18:46,841] [INFO ] Iters: 600 train/iter_time: 0.548, train/clip/loss_all: 0.119, train/clip/loss_x: 0.144, train/clip/loss_s1: 0.070, train/clip/loss_s2: 0.050, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.479, train/dinov3/loss_x: 0.843, train/dinov3/loss_s1: 0.067, train/dinov3/loss_s2: 0.110, train/dinov3/loss_fp: 0.015, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 14:19:41,662] [INFO ] Iters: 700 train/iter_time: 0.548, train/clip/loss_all: 0.130, train/clip/loss_x: 0.167, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.057, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.490, train/dinov3/loss_x: 0.882, train/dinov3/loss_s1: 0.051, train/dinov3/loss_s2: 0.062, train/dinov3/loss_fp: 0.010, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 14:20:36,505] [INFO ] Iters: 800 train/iter_time: 0.548, train/clip/loss_all: 0.127, train/clip/loss_x: 0.157, train/clip/loss_s1: 0.044, train/clip/loss_s2: 0.071, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.492, train/dinov3/loss_x: 0.866, train/dinov3/loss_s1: 0.116, train/dinov3/loss_s2: 0.068, train/dinov3/loss_fp: 0.011, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 14:21:31,492] [INFO ] Iters: 900 train/iter_time: 0.549, train/clip/loss_all: 0.114, train/clip/loss_x: 0.142, train/clip/loss_s1: 0.047, train/clip/loss_s2: 0.052, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.529, train/dinov3/loss_x: 0.947, train/dinov3/loss_s1: 0.083, train/dinov3/loss_s2: 0.099, train/dinov3/loss_fp: 0.009, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 14:22:26,273] [INFO ] Iters: 1000 train/iter_time: 0.547, train/clip/loss_all: 0.126, train/clip/loss_x: 0.162, train/clip/loss_s1: 0.044, train/clip/loss_s2: 0.071, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.496, train/dinov3/loss_x: 0.876, train/dinov3/loss_s1: 0.086, train/dinov3/loss_s2: 0.119, train/dinov3/loss_fp: 0.011, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 14:23:22,452] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 14:23:22,452] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 14:23:22,452] [INFO ] Class [0 impervious_surface] IoU: 85.71 +[2025-11-01 14:23:22,453] [INFO ] Class [1 building] IoU: 91.10 +[2025-11-01 14:23:22,453] [INFO ] Class [2 low_vegetation] IoU: 76.84 +[2025-11-01 14:23:22,453] [INFO ] Class [3 tree] IoU: 76.56 +[2025-11-01 14:23:22,453] [INFO ] Class [4 car] IoU: 85.05 +[2025-11-01 14:23:22,453] [INFO ] Class [5 clutter] IoU: 53.85 +[2025-11-01 14:23:22,453] [INFO ] MeanIoU (clip, zegclip_sliding_window): 78.18 + +[2025-11-01 14:23:22,453] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 14:23:22,454] [INFO ] Class [0 impervious_surface] IoU: 55.51 +[2025-11-01 14:23:22,454] [INFO ] Class [1 building] IoU: 58.37 +[2025-11-01 14:23:22,454] [INFO ] Class [2 low_vegetation] IoU: 43.52 +[2025-11-01 14:23:22,454] [INFO ] Class [3 tree] IoU: 16.16 +[2025-11-01 14:23:22,454] [INFO ] Class [4 car] IoU: 36.89 +[2025-11-01 14:23:22,454] [INFO ] Class [5 clutter] IoU: 8.38 +[2025-11-01 14:23:22,454] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 36.47 + +[2025-11-01 14:23:23,147] [INFO ] ===========> Epoch: 17, LR: 0.00008, Best mIoU [clip/dinov3]: 78.18/37.42 +[2025-11-01 14:23:24,352] [INFO ] Iters: 0 train/iter_time: 0.539, train/clip/loss_all: 0.118, train/clip/loss_x: 0.142, train/clip/loss_s1: 0.109, train/clip/loss_s2: 0.004, train/clip/loss_fp: 0.011, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.431, train/dinov3/loss_x: 0.801, train/dinov3/loss_s1: 0.000, train/dinov3/loss_s2: 0.000, train/dinov3/loss_fp: 0.000, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 14:24:19,326] [INFO ] Iters: 100 train/iter_time: 0.549, train/clip/loss_all: 0.124, train/clip/loss_x: 0.159, train/clip/loss_s1: 0.052, train/clip/loss_s2: 0.058, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.489, train/dinov3/loss_x: 0.876, train/dinov3/loss_s1: 0.053, train/dinov3/loss_s2: 0.095, train/dinov3/loss_fp: 0.010, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 14:25:13,724] [INFO ] Iters: 200 train/iter_time: 0.543, train/clip/loss_all: 0.118, train/clip/loss_x: 0.133, train/clip/loss_s1: 0.055, train/clip/loss_s2: 0.067, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.035, train/dinov3/loss_all: 0.500, train/dinov3/loss_x: 0.897, train/dinov3/loss_s1: 0.057, train/dinov3/loss_s2: 0.064, train/dinov3/loss_fp: 0.005, train/dinov3/stabilization_loss: 0.035 +[2025-11-01 14:26:08,211] [INFO ] Iters: 300 train/iter_time: 0.544, train/clip/loss_all: 0.126, train/clip/loss_x: 0.160, train/clip/loss_s1: 0.051, train/clip/loss_s2: 0.058, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.493, train/dinov3/loss_x: 0.873, train/dinov3/loss_s1: 0.084, train/dinov3/loss_s2: 0.097, train/dinov3/loss_fp: 0.008, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 14:27:02,739] [INFO ] Iters: 400 train/iter_time: 0.545, train/clip/loss_all: 0.108, train/clip/loss_x: 0.124, train/clip/loss_s1: 0.044, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.507, train/dinov3/loss_x: 0.904, train/dinov3/loss_s1: 0.073, train/dinov3/loss_s2: 0.082, train/dinov3/loss_fp: 0.011, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 14:27:57,345] [INFO ] Iters: 500 train/iter_time: 0.545, train/clip/loss_all: 0.116, train/clip/loss_x: 0.132, train/clip/loss_s1: 0.072, train/clip/loss_s2: 0.056, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.474, train/dinov3/loss_x: 0.842, train/dinov3/loss_s1: 0.074, train/dinov3/loss_s2: 0.060, train/dinov3/loss_fp: 0.011, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 14:28:51,967] [INFO ] Iters: 600 train/iter_time: 0.546, train/clip/loss_all: 0.117, train/clip/loss_x: 0.136, train/clip/loss_s1: 0.060, train/clip/loss_s2: 0.075, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.506, train/dinov3/loss_x: 0.897, train/dinov3/loss_s1: 0.108, train/dinov3/loss_s2: 0.084, train/dinov3/loss_fp: 0.013, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 14:29:46,511] [INFO ] Iters: 700 train/iter_time: 0.545, train/clip/loss_all: 0.123, train/clip/loss_x: 0.153, train/clip/loss_s1: 0.066, train/clip/loss_s2: 0.058, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.499, train/dinov3/loss_x: 0.886, train/dinov3/loss_s1: 0.080, train/dinov3/loss_s2: 0.101, train/dinov3/loss_fp: 0.011, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 14:30:41,209] [INFO ] Iters: 800 train/iter_time: 0.546, train/clip/loss_all: 0.111, train/clip/loss_x: 0.127, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.058, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.450, train/dinov3/loss_x: 0.800, train/dinov3/loss_s1: 0.042, train/dinov3/loss_s2: 0.081, train/dinov3/loss_fp: 0.011, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 14:31:35,976] [INFO ] Iters: 900 train/iter_time: 0.547, train/clip/loss_all: 0.112, train/clip/loss_x: 0.131, train/clip/loss_s1: 0.046, train/clip/loss_s2: 0.052, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.444, train/dinov3/loss_x: 0.783, train/dinov3/loss_s1: 0.056, train/dinov3/loss_s2: 0.077, train/dinov3/loss_fp: 0.012, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 14:32:30,479] [INFO ] Iters: 1000 train/iter_time: 0.544, train/clip/loss_all: 0.121, train/clip/loss_x: 0.142, train/clip/loss_s1: 0.062, train/clip/loss_s2: 0.072, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.484, train/dinov3/loss_x: 0.832, train/dinov3/loss_s1: 0.098, train/dinov3/loss_s2: 0.134, train/dinov3/loss_fp: 0.024, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 14:33:27,701] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 14:33:27,702] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 14:33:27,702] [INFO ] Class [0 impervious_surface] IoU: 86.17 +[2025-11-01 14:33:27,702] [INFO ] Class [1 building] IoU: 91.63 +[2025-11-01 14:33:27,702] [INFO ] Class [2 low_vegetation] IoU: 76.68 +[2025-11-01 14:33:27,702] [INFO ] Class [3 tree] IoU: 76.18 +[2025-11-01 14:33:27,702] [INFO ] Class [4 car] IoU: 86.01 +[2025-11-01 14:33:27,702] [INFO ] Class [5 clutter] IoU: 53.28 +[2025-11-01 14:33:27,702] [INFO ] MeanIoU (clip, zegclip_sliding_window): 78.32 + +[2025-11-01 14:33:27,702] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 14:33:27,702] [INFO ] Class [0 impervious_surface] IoU: 56.53 +[2025-11-01 14:33:27,702] [INFO ] Class [1 building] IoU: 56.51 +[2025-11-01 14:33:27,702] [INFO ] Class [2 low_vegetation] IoU: 47.20 +[2025-11-01 14:33:27,702] [INFO ] Class [3 tree] IoU: 5.31 +[2025-11-01 14:33:27,702] [INFO ] Class [4 car] IoU: 36.88 +[2025-11-01 14:33:27,702] [INFO ] Class [5 clutter] IoU: 19.09 +[2025-11-01 14:33:27,702] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 36.92 + +[2025-11-01 14:33:28,383] [INFO ] ===========> Epoch: 18, LR: 0.00008, Best mIoU [clip/dinov3]: 78.32/37.42 +[2025-11-01 14:33:29,599] [INFO ] Iters: 0 train/iter_time: 0.547, train/clip/loss_all: 0.172, train/clip/loss_x: 0.263, train/clip/loss_s1: 0.102, train/clip/loss_s2: 0.025, train/clip/loss_fp: 0.001, train/clip/stabilization_loss: 0.024, train/dinov3/loss_all: 0.320, train/dinov3/loss_x: 0.592, train/dinov3/loss_s1: 0.000, train/dinov3/loss_s2: 0.000, train/dinov3/loss_fp: 0.000, train/dinov3/stabilization_loss: 0.024 +[2025-11-01 14:34:24,232] [INFO ] Iters: 100 train/iter_time: 0.546, train/clip/loss_all: 0.121, train/clip/loss_x: 0.152, train/clip/loss_s1: 0.055, train/clip/loss_s2: 0.065, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.470, train/dinov3/loss_x: 0.854, train/dinov3/loss_s1: 0.041, train/dinov3/loss_s2: 0.052, train/dinov3/loss_fp: 0.011, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 14:35:18,713] [INFO ] Iters: 200 train/iter_time: 0.544, train/clip/loss_all: 0.119, train/clip/loss_x: 0.139, train/clip/loss_s1: 0.053, train/clip/loss_s2: 0.068, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.492, train/dinov3/loss_x: 0.869, train/dinov3/loss_s1: 0.075, train/dinov3/loss_s2: 0.085, train/dinov3/loss_fp: 0.017, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 14:36:13,302] [INFO ] Iters: 300 train/iter_time: 0.545, train/clip/loss_all: 0.116, train/clip/loss_x: 0.144, train/clip/loss_s1: 0.040, train/clip/loss_s2: 0.060, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.452, train/dinov3/loss_x: 0.787, train/dinov3/loss_s1: 0.104, train/dinov3/loss_s2: 0.075, train/dinov3/loss_fp: 0.023, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 14:37:07,781] [INFO ] Iters: 400 train/iter_time: 0.544, train/clip/loss_all: 0.114, train/clip/loss_x: 0.134, train/clip/loss_s1: 0.049, train/clip/loss_s2: 0.053, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.502, train/dinov3/loss_x: 0.896, train/dinov3/loss_s1: 0.080, train/dinov3/loss_s2: 0.063, train/dinov3/loss_fp: 0.010, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 14:38:02,540] [INFO ] Iters: 500 train/iter_time: 0.547, train/clip/loss_all: 0.114, train/clip/loss_x: 0.129, train/clip/loss_s1: 0.081, train/clip/loss_s2: 0.067, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.470, train/dinov3/loss_x: 0.850, train/dinov3/loss_s1: 0.054, train/dinov3/loss_s2: 0.051, train/dinov3/loss_fp: 0.005, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 14:38:57,082] [INFO ] Iters: 600 train/iter_time: 0.545, train/clip/loss_all: 0.106, train/clip/loss_x: 0.122, train/clip/loss_s1: 0.064, train/clip/loss_s2: 0.041, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.467, train/dinov3/loss_x: 0.839, train/dinov3/loss_s1: 0.043, train/dinov3/loss_s2: 0.059, train/dinov3/loss_fp: 0.012, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 14:39:51,668] [INFO ] Iters: 700 train/iter_time: 0.545, train/clip/loss_all: 0.110, train/clip/loss_x: 0.121, train/clip/loss_s1: 0.051, train/clip/loss_s2: 0.071, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.454, train/dinov3/loss_x: 0.802, train/dinov3/loss_s1: 0.045, train/dinov3/loss_s2: 0.075, train/dinov3/loss_fp: 0.019, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 14:40:46,161] [INFO ] Iters: 800 train/iter_time: 0.544, train/clip/loss_all: 0.111, train/clip/loss_x: 0.135, train/clip/loss_s1: 0.043, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.453, train/dinov3/loss_x: 0.808, train/dinov3/loss_s1: 0.075, train/dinov3/loss_s2: 0.046, train/dinov3/loss_fp: 0.012, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 14:41:40,762] [INFO ] Iters: 900 train/iter_time: 0.545, train/clip/loss_all: 0.118, train/clip/loss_x: 0.137, train/clip/loss_s1: 0.052, train/clip/loss_s2: 0.074, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.450, train/dinov3/loss_x: 0.776, train/dinov3/loss_s1: 0.093, train/dinov3/loss_s2: 0.101, train/dinov3/loss_fp: 0.017, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 14:42:35,469] [INFO ] Iters: 1000 train/iter_time: 0.546, train/clip/loss_all: 0.124, train/clip/loss_x: 0.144, train/clip/loss_s1: 0.079, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.035, train/dinov3/loss_all: 0.486, train/dinov3/loss_x: 0.863, train/dinov3/loss_s1: 0.071, train/dinov3/loss_s2: 0.066, train/dinov3/loss_fp: 0.010, train/dinov3/stabilization_loss: 0.035 +[2025-11-01 14:43:32,233] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 14:43:32,234] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 14:43:32,234] [INFO ] Class [0 impervious_surface] IoU: 86.09 +[2025-11-01 14:43:32,234] [INFO ] Class [1 building] IoU: 91.03 +[2025-11-01 14:43:32,234] [INFO ] Class [2 low_vegetation] IoU: 76.79 +[2025-11-01 14:43:32,234] [INFO ] Class [3 tree] IoU: 76.83 +[2025-11-01 14:43:32,235] [INFO ] Class [4 car] IoU: 85.94 +[2025-11-01 14:43:32,235] [INFO ] Class [5 clutter] IoU: 53.71 +[2025-11-01 14:43:32,235] [INFO ] MeanIoU (clip, zegclip_sliding_window): 78.40 + +[2025-11-01 14:43:32,235] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 14:43:32,235] [INFO ] Class [0 impervious_surface] IoU: 54.31 +[2025-11-01 14:43:32,235] [INFO ] Class [1 building] IoU: 57.97 +[2025-11-01 14:43:32,235] [INFO ] Class [2 low_vegetation] IoU: 44.00 +[2025-11-01 14:43:32,235] [INFO ] Class [3 tree] IoU: 19.77 +[2025-11-01 14:43:32,235] [INFO ] Class [4 car] IoU: 38.37 +[2025-11-01 14:43:32,235] [INFO ] Class [5 clutter] IoU: 20.99 +[2025-11-01 14:43:32,235] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 39.24 + +[2025-11-01 14:43:33,711] [INFO ] ===========> Epoch: 19, LR: 0.00008, Best mIoU [clip/dinov3]: 78.40/39.24 +[2025-11-01 14:43:35,016] [INFO ] Iters: 0 train/iter_time: 0.561, train/clip/loss_all: 0.145, train/clip/loss_x: 0.253, train/clip/loss_s1: 0.010, train/clip/loss_s2: 0.005, train/clip/loss_fp: 0.000, train/clip/stabilization_loss: 0.016, train/dinov3/loss_all: 0.643, train/dinov3/loss_x: 1.252, train/dinov3/loss_s1: 0.000, train/dinov3/loss_s2: 0.000, train/dinov3/loss_fp: 0.000, train/dinov3/stabilization_loss: 0.016 +[2025-11-01 14:44:29,436] [INFO ] Iters: 100 train/iter_time: 0.544, train/clip/loss_all: 0.113, train/clip/loss_x: 0.137, train/clip/loss_s1: 0.058, train/clip/loss_s2: 0.039, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.482, train/dinov3/loss_x: 0.849, train/dinov3/loss_s1: 0.096, train/dinov3/loss_s2: 0.081, train/dinov3/loss_fp: 0.015, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 14:45:24,231] [INFO ] Iters: 200 train/iter_time: 0.547, train/clip/loss_all: 0.115, train/clip/loss_x: 0.135, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.066, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.462, train/dinov3/loss_x: 0.815, train/dinov3/loss_s1: 0.056, train/dinov3/loss_s2: 0.118, train/dinov3/loss_fp: 0.010, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 14:46:18,862] [INFO ] Iters: 300 train/iter_time: 0.546, train/clip/loss_all: 0.115, train/clip/loss_x: 0.139, train/clip/loss_s1: 0.050, train/clip/loss_s2: 0.042, train/clip/loss_fp: 0.007, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.485, train/dinov3/loss_x: 0.861, train/dinov3/loss_s1: 0.093, train/dinov3/loss_s2: 0.061, train/dinov3/loss_fp: 0.009, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 14:47:13,458] [INFO ] Iters: 400 train/iter_time: 0.545, train/clip/loss_all: 0.116, train/clip/loss_x: 0.139, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.040, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.537, train/dinov3/loss_x: 0.937, train/dinov3/loss_s1: 0.100, train/dinov3/loss_s2: 0.151, train/dinov3/loss_fp: 0.015, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 14:48:07,927] [INFO ] Iters: 500 train/iter_time: 0.544, train/clip/loss_all: 0.110, train/clip/loss_x: 0.129, train/clip/loss_s1: 0.057, train/clip/loss_s2: 0.065, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.439, train/dinov3/loss_x: 0.788, train/dinov3/loss_s1: 0.033, train/dinov3/loss_s2: 0.068, train/dinov3/loss_fp: 0.010, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 14:49:02,507] [INFO ] Iters: 600 train/iter_time: 0.545, train/clip/loss_all: 0.107, train/clip/loss_x: 0.123, train/clip/loss_s1: 0.073, train/clip/loss_s2: 0.047, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.478, train/dinov3/loss_x: 0.860, train/dinov3/loss_s1: 0.062, train/dinov3/loss_s2: 0.066, train/dinov3/loss_fp: 0.010, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 14:49:57,342] [INFO ] Iters: 700 train/iter_time: 0.548, train/clip/loss_all: 0.120, train/clip/loss_x: 0.137, train/clip/loss_s1: 0.064, train/clip/loss_s2: 0.069, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.524, train/dinov3/loss_x: 0.927, train/dinov3/loss_s1: 0.084, train/dinov3/loss_s2: 0.090, train/dinov3/loss_fp: 0.017, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 14:50:51,883] [INFO ] Iters: 800 train/iter_time: 0.545, train/clip/loss_all: 0.121, train/clip/loss_x: 0.137, train/clip/loss_s1: 0.088, train/clip/loss_s2: 0.069, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.475, train/dinov3/loss_x: 0.845, train/dinov3/loss_s1: 0.077, train/dinov3/loss_s2: 0.057, train/dinov3/loss_fp: 0.014, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 14:51:46,500] [INFO ] Iters: 900 train/iter_time: 0.546, train/clip/loss_all: 0.117, train/clip/loss_x: 0.136, train/clip/loss_s1: 0.065, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.463, train/dinov3/loss_x: 0.834, train/dinov3/loss_s1: 0.047, train/dinov3/loss_s2: 0.043, train/dinov3/loss_fp: 0.007, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 14:52:41,196] [INFO ] Iters: 1000 train/iter_time: 0.546, train/clip/loss_all: 0.112, train/clip/loss_x: 0.132, train/clip/loss_s1: 0.049, train/clip/loss_s2: 0.060, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.445, train/dinov3/loss_x: 0.773, train/dinov3/loss_s1: 0.092, train/dinov3/loss_s2: 0.075, train/dinov3/loss_fp: 0.021, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 14:53:38,453] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 14:53:38,454] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 14:53:38,454] [INFO ] Class [0 impervious_surface] IoU: 86.42 +[2025-11-01 14:53:38,454] [INFO ] Class [1 building] IoU: 91.18 +[2025-11-01 14:53:38,454] [INFO ] Class [2 low_vegetation] IoU: 76.27 +[2025-11-01 14:53:38,455] [INFO ] Class [3 tree] IoU: 77.09 +[2025-11-01 14:53:38,455] [INFO ] Class [4 car] IoU: 85.91 +[2025-11-01 14:53:38,455] [INFO ] Class [5 clutter] IoU: 53.03 +[2025-11-01 14:53:38,455] [INFO ] MeanIoU (clip, zegclip_sliding_window): 78.32 + +[2025-11-01 14:53:38,456] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 14:53:38,456] [INFO ] Class [0 impervious_surface] IoU: 55.96 +[2025-11-01 14:53:38,456] [INFO ] Class [1 building] IoU: 55.70 +[2025-11-01 14:53:38,456] [INFO ] Class [2 low_vegetation] IoU: 45.71 +[2025-11-01 14:53:38,456] [INFO ] Class [3 tree] IoU: 15.84 +[2025-11-01 14:53:38,456] [INFO ] Class [4 car] IoU: 38.29 +[2025-11-01 14:53:38,456] [INFO ] Class [5 clutter] IoU: 18.11 +[2025-11-01 14:53:38,456] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 38.27 + +[2025-11-01 14:53:38,473] [INFO ] ===========> Epoch: 20, LR: 0.00008, Best mIoU [clip/dinov3]: 78.40/39.24 +[2025-11-01 14:53:39,552] [INFO ] Iters: 0 train/iter_time: 0.547, train/clip/loss_all: 0.069, train/clip/loss_x: 0.059, train/clip/loss_s1: 0.013, train/clip/loss_s2: 0.035, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.155, train/dinov3/loss_x: 0.169, train/dinov3/loss_s1: 0.052, train/dinov3/loss_s2: 0.234, train/dinov3/loss_fp: 0.009, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 14:54:34,000] [INFO ] Iters: 100 train/iter_time: 0.544, train/clip/loss_all: 0.108, train/clip/loss_x: 0.121, train/clip/loss_s1: 0.067, train/clip/loss_s2: 0.060, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.457, train/dinov3/loss_x: 0.807, train/dinov3/loss_s1: 0.092, train/dinov3/loss_s2: 0.063, train/dinov3/loss_fp: 0.010, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 14:55:28,613] [INFO ] Iters: 200 train/iter_time: 0.545, train/clip/loss_all: 0.116, train/clip/loss_x: 0.142, train/clip/loss_s1: 0.053, train/clip/loss_s2: 0.048, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.479, train/dinov3/loss_x: 0.853, train/dinov3/loss_s1: 0.058, train/dinov3/loss_s2: 0.074, train/dinov3/loss_fp: 0.018, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 14:56:23,099] [INFO ] Iters: 300 train/iter_time: 0.544, train/clip/loss_all: 0.128, train/clip/loss_x: 0.153, train/clip/loss_s1: 0.050, train/clip/loss_s2: 0.076, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.474, train/dinov3/loss_x: 0.835, train/dinov3/loss_s1: 0.063, train/dinov3/loss_s2: 0.089, train/dinov3/loss_fp: 0.012, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 14:57:17,810] [INFO ] Iters: 400 train/iter_time: 0.546, train/clip/loss_all: 0.113, train/clip/loss_x: 0.130, train/clip/loss_s1: 0.064, train/clip/loss_s2: 0.073, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.437, train/dinov3/loss_x: 0.764, train/dinov3/loss_s1: 0.078, train/dinov3/loss_s2: 0.073, train/dinov3/loss_fp: 0.023, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 14:58:12,326] [INFO ] Iters: 500 train/iter_time: 0.544, train/clip/loss_all: 0.111, train/clip/loss_x: 0.126, train/clip/loss_s1: 0.062, train/clip/loss_s2: 0.064, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.457, train/dinov3/loss_x: 0.814, train/dinov3/loss_s1: 0.068, train/dinov3/loss_s2: 0.049, train/dinov3/loss_fp: 0.013, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 14:59:07,091] [INFO ] Iters: 600 train/iter_time: 0.547, train/clip/loss_all: 0.109, train/clip/loss_x: 0.124, train/clip/loss_s1: 0.061, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.460, train/dinov3/loss_x: 0.805, train/dinov3/loss_s1: 0.082, train/dinov3/loss_s2: 0.115, train/dinov3/loss_fp: 0.009, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 15:00:01,706] [INFO ] Iters: 700 train/iter_time: 0.545, train/clip/loss_all: 0.106, train/clip/loss_x: 0.121, train/clip/loss_s1: 0.048, train/clip/loss_s2: 0.043, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.460, train/dinov3/loss_x: 0.808, train/dinov3/loss_s1: 0.083, train/dinov3/loss_s2: 0.050, train/dinov3/loss_fp: 0.023, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 15:00:56,395] [INFO ] Iters: 800 train/iter_time: 0.546, train/clip/loss_all: 0.115, train/clip/loss_x: 0.136, train/clip/loss_s1: 0.063, train/clip/loss_s2: 0.060, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.456, train/dinov3/loss_x: 0.808, train/dinov3/loss_s1: 0.091, train/dinov3/loss_s2: 0.048, train/dinov3/loss_fp: 0.016, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 15:01:50,998] [INFO ] Iters: 900 train/iter_time: 0.545, train/clip/loss_all: 0.101, train/clip/loss_x: 0.110, train/clip/loss_s1: 0.055, train/clip/loss_s2: 0.054, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.428, train/dinov3/loss_x: 0.751, train/dinov3/loss_s1: 0.074, train/dinov3/loss_s2: 0.057, train/dinov3/loss_fp: 0.020, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 15:02:45,561] [INFO ] Iters: 1000 train/iter_time: 0.545, train/clip/loss_all: 0.112, train/clip/loss_x: 0.133, train/clip/loss_s1: 0.075, train/clip/loss_s2: 0.050, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.469, train/dinov3/loss_x: 0.847, train/dinov3/loss_s1: 0.051, train/dinov3/loss_s2: 0.069, train/dinov3/loss_fp: 0.007, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 15:03:42,197] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 15:03:42,198] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 15:03:42,198] [INFO ] Class [0 impervious_surface] IoU: 85.73 +[2025-11-01 15:03:42,198] [INFO ] Class [1 building] IoU: 91.15 +[2025-11-01 15:03:42,198] [INFO ] Class [2 low_vegetation] IoU: 76.86 +[2025-11-01 15:03:42,198] [INFO ] Class [3 tree] IoU: 76.79 +[2025-11-01 15:03:42,198] [INFO ] Class [4 car] IoU: 84.92 +[2025-11-01 15:03:42,198] [INFO ] Class [5 clutter] IoU: 53.57 +[2025-11-01 15:03:42,198] [INFO ] MeanIoU (clip, zegclip_sliding_window): 78.17 + +[2025-11-01 15:03:42,198] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 15:03:42,198] [INFO ] Class [0 impervious_surface] IoU: 56.88 +[2025-11-01 15:03:42,198] [INFO ] Class [1 building] IoU: 56.39 +[2025-11-01 15:03:42,198] [INFO ] Class [2 low_vegetation] IoU: 45.36 +[2025-11-01 15:03:42,198] [INFO ] Class [3 tree] IoU: 18.31 +[2025-11-01 15:03:42,198] [INFO ] Class [4 car] IoU: 37.08 +[2025-11-01 15:03:42,198] [INFO ] Class [5 clutter] IoU: 15.02 +[2025-11-01 15:03:42,199] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 38.17 + +[2025-11-01 15:03:42,213] [INFO ] ===========> Epoch: 21, LR: 0.00008, Best mIoU [clip/dinov3]: 78.40/39.24 +[2025-11-01 15:03:43,574] [INFO ] Iters: 0 train/iter_time: 0.537, train/clip/loss_all: 0.151, train/clip/loss_x: 0.238, train/clip/loss_s1: 0.004, train/clip/loss_s2: 0.025, train/clip/loss_fp: 0.011, train/clip/stabilization_loss: 0.025, train/dinov3/loss_all: 0.744, train/dinov3/loss_x: 1.364, train/dinov3/loss_s1: 0.005, train/dinov3/loss_s2: 0.273, train/dinov3/loss_fp: 0.008, train/dinov3/stabilization_loss: 0.025 +[2025-11-01 15:04:38,076] [INFO ] Iters: 100 train/iter_time: 0.544, train/clip/loss_all: 0.109, train/clip/loss_x: 0.126, train/clip/loss_s1: 0.061, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.449, train/dinov3/loss_x: 0.801, train/dinov3/loss_s1: 0.069, train/dinov3/loss_s2: 0.057, train/dinov3/loss_fp: 0.009, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 15:05:32,561] [INFO ] Iters: 200 train/iter_time: 0.544, train/clip/loss_all: 0.109, train/clip/loss_x: 0.123, train/clip/loss_s1: 0.046, train/clip/loss_s2: 0.084, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.453, train/dinov3/loss_x: 0.808, train/dinov3/loss_s1: 0.065, train/dinov3/loss_s2: 0.061, train/dinov3/loss_fp: 0.009, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 15:06:27,253] [INFO ] Iters: 300 train/iter_time: 0.546, train/clip/loss_all: 0.109, train/clip/loss_x: 0.130, train/clip/loss_s1: 0.059, train/clip/loss_s2: 0.047, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.512, train/dinov3/loss_x: 0.899, train/dinov3/loss_s1: 0.107, train/dinov3/loss_s2: 0.120, train/dinov3/loss_fp: 0.017, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 15:07:21,873] [INFO ] Iters: 400 train/iter_time: 0.546, train/clip/loss_all: 0.114, train/clip/loss_x: 0.130, train/clip/loss_s1: 0.066, train/clip/loss_s2: 0.065, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.460, train/dinov3/loss_x: 0.802, train/dinov3/loss_s1: 0.081, train/dinov3/loss_s2: 0.102, train/dinov3/loss_fp: 0.018, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 15:08:16,605] [INFO ] Iters: 500 train/iter_time: 0.547, train/clip/loss_all: 0.112, train/clip/loss_x: 0.144, train/clip/loss_s1: 0.037, train/clip/loss_s2: 0.038, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.475, train/dinov3/loss_x: 0.825, train/dinov3/loss_s1: 0.126, train/dinov3/loss_s2: 0.100, train/dinov3/loss_fp: 0.019, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 15:09:11,406] [INFO ] Iters: 600 train/iter_time: 0.547, train/clip/loss_all: 0.100, train/clip/loss_x: 0.115, train/clip/loss_s1: 0.044, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.446, train/dinov3/loss_x: 0.772, train/dinov3/loss_s1: 0.092, train/dinov3/loss_s2: 0.092, train/dinov3/loss_fp: 0.027, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 15:10:05,920] [INFO ] Iters: 700 train/iter_time: 0.545, train/clip/loss_all: 0.104, train/clip/loss_x: 0.118, train/clip/loss_s1: 0.052, train/clip/loss_s2: 0.054, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.439, train/dinov3/loss_x: 0.787, train/dinov3/loss_s1: 0.063, train/dinov3/loss_s2: 0.045, train/dinov3/loss_fp: 0.009, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 15:11:00,600] [INFO ] Iters: 800 train/iter_time: 0.546, train/clip/loss_all: 0.105, train/clip/loss_x: 0.122, train/clip/loss_s1: 0.042, train/clip/loss_s2: 0.054, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.493, train/dinov3/loss_x: 0.872, train/dinov3/loss_s1: 0.075, train/dinov3/loss_s2: 0.099, train/dinov3/loss_fp: 0.018, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 15:11:55,276] [INFO ] Iters: 900 train/iter_time: 0.546, train/clip/loss_all: 0.121, train/clip/loss_x: 0.148, train/clip/loss_s1: 0.048, train/clip/loss_s2: 0.068, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.463, train/dinov3/loss_x: 0.803, train/dinov3/loss_s1: 0.090, train/dinov3/loss_s2: 0.122, train/dinov3/loss_fp: 0.010, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 15:12:50,067] [INFO ] Iters: 1000 train/iter_time: 0.547, train/clip/loss_all: 0.113, train/clip/loss_x: 0.129, train/clip/loss_s1: 0.073, train/clip/loss_s2: 0.054, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.463, train/dinov3/loss_x: 0.800, train/dinov3/loss_s1: 0.103, train/dinov3/loss_s2: 0.125, train/dinov3/loss_fp: 0.011, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 15:13:47,252] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 15:13:47,252] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 15:13:47,252] [INFO ] Class [0 impervious_surface] IoU: 86.28 +[2025-11-01 15:13:47,253] [INFO ] Class [1 building] IoU: 91.32 +[2025-11-01 15:13:47,253] [INFO ] Class [2 low_vegetation] IoU: 76.73 +[2025-11-01 15:13:47,253] [INFO ] Class [3 tree] IoU: 76.34 +[2025-11-01 15:13:47,254] [INFO ] Class [4 car] IoU: 86.28 +[2025-11-01 15:13:47,254] [INFO ] Class [5 clutter] IoU: 53.84 +[2025-11-01 15:13:47,254] [INFO ] MeanIoU (clip, zegclip_sliding_window): 78.46 + +[2025-11-01 15:13:47,254] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 15:13:47,254] [INFO ] Class [0 impervious_surface] IoU: 57.02 +[2025-11-01 15:13:47,254] [INFO ] Class [1 building] IoU: 59.43 +[2025-11-01 15:13:47,254] [INFO ] Class [2 low_vegetation] IoU: 43.78 +[2025-11-01 15:13:47,254] [INFO ] Class [3 tree] IoU: 24.12 +[2025-11-01 15:13:47,254] [INFO ] Class [4 car] IoU: 39.81 +[2025-11-01 15:13:47,255] [INFO ] Class [5 clutter] IoU: 16.69 +[2025-11-01 15:13:47,255] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 40.14 + +[2025-11-01 15:13:49,055] [INFO ] ===========> Epoch: 22, LR: 0.00007, Best mIoU [clip/dinov3]: 78.46/40.14 +[2025-11-01 15:13:50,293] [INFO ] Iters: 0 train/iter_time: 0.585, train/clip/loss_all: 0.174, train/clip/loss_x: 0.300, train/clip/loss_s1: 0.005, train/clip/loss_s2: 0.011, train/clip/loss_fp: 0.000, train/clip/stabilization_loss: 0.022, train/dinov3/loss_all: 0.834, train/dinov3/loss_x: 1.623, train/dinov3/loss_s1: 0.000, train/dinov3/loss_s2: 0.000, train/dinov3/loss_fp: 0.000, train/dinov3/stabilization_loss: 0.022 +[2025-11-01 15:14:44,804] [INFO ] Iters: 100 train/iter_time: 0.545, train/clip/loss_all: 0.103, train/clip/loss_x: 0.119, train/clip/loss_s1: 0.051, train/clip/loss_s2: 0.049, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.461, train/dinov3/loss_x: 0.796, train/dinov3/loss_s1: 0.118, train/dinov3/loss_s2: 0.115, train/dinov3/loss_fp: 0.013, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 15:15:39,494] [INFO ] Iters: 200 train/iter_time: 0.546, train/clip/loss_all: 0.108, train/clip/loss_x: 0.119, train/clip/loss_s1: 0.063, train/clip/loss_s2: 0.050, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.452, train/dinov3/loss_x: 0.785, train/dinov3/loss_s1: 0.111, train/dinov3/loss_s2: 0.078, train/dinov3/loss_fp: 0.011, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 15:16:34,245] [INFO ] Iters: 300 train/iter_time: 0.547, train/clip/loss_all: 0.110, train/clip/loss_x: 0.118, train/clip/loss_s1: 0.074, train/clip/loss_s2: 0.083, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.498, train/dinov3/loss_x: 0.872, train/dinov3/loss_s1: 0.089, train/dinov3/loss_s2: 0.124, train/dinov3/loss_fp: 0.016, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 15:17:29,008] [INFO ] Iters: 400 train/iter_time: 0.547, train/clip/loss_all: 0.110, train/clip/loss_x: 0.122, train/clip/loss_s1: 0.051, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.035, train/dinov3/loss_all: 0.465, train/dinov3/loss_x: 0.811, train/dinov3/loss_s1: 0.063, train/dinov3/loss_s2: 0.115, train/dinov3/loss_fp: 0.010, train/dinov3/stabilization_loss: 0.035 +[2025-11-01 15:18:23,688] [INFO ] Iters: 500 train/iter_time: 0.546, train/clip/loss_all: 0.102, train/clip/loss_x: 0.115, train/clip/loss_s1: 0.042, train/clip/loss_s2: 0.052, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.471, train/dinov3/loss_x: 0.835, train/dinov3/loss_s1: 0.077, train/dinov3/loss_s2: 0.065, train/dinov3/loss_fp: 0.015, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 15:19:18,261] [INFO ] Iters: 600 train/iter_time: 0.545, train/clip/loss_all: 0.113, train/clip/loss_x: 0.130, train/clip/loss_s1: 0.070, train/clip/loss_s2: 0.057, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.460, train/dinov3/loss_x: 0.820, train/dinov3/loss_s1: 0.054, train/dinov3/loss_s2: 0.070, train/dinov3/loss_fp: 0.013, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 15:20:12,780] [INFO ] Iters: 700 train/iter_time: 0.545, train/clip/loss_all: 0.106, train/clip/loss_x: 0.116, train/clip/loss_s1: 0.079, train/clip/loss_s2: 0.043, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.439, train/dinov3/loss_x: 0.770, train/dinov3/loss_s1: 0.055, train/dinov3/loss_s2: 0.089, train/dinov3/loss_fp: 0.015, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 15:21:07,455] [INFO ] Iters: 800 train/iter_time: 0.546, train/clip/loss_all: 0.113, train/clip/loss_x: 0.133, train/clip/loss_s1: 0.065, train/clip/loss_s2: 0.052, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.425, train/dinov3/loss_x: 0.758, train/dinov3/loss_s1: 0.044, train/dinov3/loss_s2: 0.047, train/dinov3/loss_fp: 0.014, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 15:22:02,026] [INFO ] Iters: 900 train/iter_time: 0.545, train/clip/loss_all: 0.105, train/clip/loss_x: 0.117, train/clip/loss_s1: 0.053, train/clip/loss_s2: 0.053, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.460, train/dinov3/loss_x: 0.795, train/dinov3/loss_s1: 0.123, train/dinov3/loss_s2: 0.096, train/dinov3/loss_fp: 0.011, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 15:22:56,507] [INFO ] Iters: 1000 train/iter_time: 0.544, train/clip/loss_all: 0.104, train/clip/loss_x: 0.122, train/clip/loss_s1: 0.049, train/clip/loss_s2: 0.040, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.453, train/dinov3/loss_x: 0.794, train/dinov3/loss_s1: 0.099, train/dinov3/loss_s2: 0.077, train/dinov3/loss_fp: 0.013, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 15:23:53,088] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 15:23:53,088] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 15:23:53,088] [INFO ] Class [0 impervious_surface] IoU: 86.77 +[2025-11-01 15:23:53,088] [INFO ] Class [1 building] IoU: 91.11 +[2025-11-01 15:23:53,088] [INFO ] Class [2 low_vegetation] IoU: 76.70 +[2025-11-01 15:23:53,088] [INFO ] Class [3 tree] IoU: 76.75 +[2025-11-01 15:23:53,088] [INFO ] Class [4 car] IoU: 86.56 +[2025-11-01 15:23:53,088] [INFO ] Class [5 clutter] IoU: 52.98 +[2025-11-01 15:23:53,088] [INFO ] MeanIoU (clip, zegclip_sliding_window): 78.48 + +[2025-11-01 15:23:53,088] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 15:23:53,089] [INFO ] Class [0 impervious_surface] IoU: 56.20 +[2025-11-01 15:23:53,089] [INFO ] Class [1 building] IoU: 58.98 +[2025-11-01 15:23:53,089] [INFO ] Class [2 low_vegetation] IoU: 43.76 +[2025-11-01 15:23:53,089] [INFO ] Class [3 tree] IoU: 20.79 +[2025-11-01 15:23:53,089] [INFO ] Class [4 car] IoU: 37.76 +[2025-11-01 15:23:53,089] [INFO ] Class [5 clutter] IoU: 15.93 +[2025-11-01 15:23:53,089] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 38.90 + +[2025-11-01 15:23:53,803] [INFO ] ===========> Epoch: 23, LR: 0.00007, Best mIoU [clip/dinov3]: 78.48/40.14 +[2025-11-01 15:23:55,003] [INFO ] Iters: 0 train/iter_time: 0.551, train/clip/loss_all: 0.110, train/clip/loss_x: 0.031, train/clip/loss_s1: 0.138, train/clip/loss_s2: 0.021, train/clip/loss_fp: 0.000, train/clip/stabilization_loss: 0.074, train/dinov3/loss_all: 0.709, train/dinov3/loss_x: 1.258, train/dinov3/loss_s1: 0.027, train/dinov3/loss_s2: 0.009, train/dinov3/loss_fp: 0.002, train/dinov3/stabilization_loss: 0.074 +[2025-11-01 15:24:49,722] [INFO ] Iters: 100 train/iter_time: 0.547, train/clip/loss_all: 0.102, train/clip/loss_x: 0.110, train/clip/loss_s1: 0.057, train/clip/loss_s2: 0.049, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.434, train/dinov3/loss_x: 0.749, train/dinov3/loss_s1: 0.073, train/dinov3/loss_s2: 0.102, train/dinov3/loss_fp: 0.020, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 15:25:44,462] [INFO ] Iters: 200 train/iter_time: 0.547, train/clip/loss_all: 0.103, train/clip/loss_x: 0.128, train/clip/loss_s1: 0.038, train/clip/loss_s2: 0.048, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.028, train/dinov3/loss_all: 0.434, train/dinov3/loss_x: 0.744, train/dinov3/loss_s1: 0.111, train/dinov3/loss_s2: 0.128, train/dinov3/loss_fp: 0.017, train/dinov3/stabilization_loss: 0.028 +[2025-11-01 15:26:39,192] [INFO ] Iters: 300 train/iter_time: 0.547, train/clip/loss_all: 0.107, train/clip/loss_x: 0.118, train/clip/loss_s1: 0.048, train/clip/loss_s2: 0.064, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.484, train/dinov3/loss_x: 0.872, train/dinov3/loss_s1: 0.051, train/dinov3/loss_s2: 0.064, train/dinov3/loss_fp: 0.004, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 15:27:33,829] [INFO ] Iters: 400 train/iter_time: 0.546, train/clip/loss_all: 0.116, train/clip/loss_x: 0.134, train/clip/loss_s1: 0.067, train/clip/loss_s2: 0.065, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.442, train/dinov3/loss_x: 0.780, train/dinov3/loss_s1: 0.072, train/dinov3/loss_s2: 0.071, train/dinov3/loss_fp: 0.010, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 15:28:28,425] [INFO ] Iters: 500 train/iter_time: 0.545, train/clip/loss_all: 0.101, train/clip/loss_x: 0.124, train/clip/loss_s1: 0.058, train/clip/loss_s2: 0.038, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.027, train/dinov3/loss_all: 0.430, train/dinov3/loss_x: 0.737, train/dinov3/loss_s1: 0.116, train/dinov3/loss_s2: 0.110, train/dinov3/loss_fp: 0.025, train/dinov3/stabilization_loss: 0.027 +[2025-11-01 15:29:23,113] [INFO ] Iters: 600 train/iter_time: 0.546, train/clip/loss_all: 0.110, train/clip/loss_x: 0.120, train/clip/loss_s1: 0.065, train/clip/loss_s2: 0.054, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.471, train/dinov3/loss_x: 0.832, train/dinov3/loss_s1: 0.057, train/dinov3/loss_s2: 0.089, train/dinov3/loss_fp: 0.009, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 15:30:17,753] [INFO ] Iters: 700 train/iter_time: 0.546, train/clip/loss_all: 0.102, train/clip/loss_x: 0.117, train/clip/loss_s1: 0.047, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.419, train/dinov3/loss_x: 0.716, train/dinov3/loss_s1: 0.156, train/dinov3/loss_s2: 0.066, train/dinov3/loss_fp: 0.011, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 15:31:12,214] [INFO ] Iters: 800 train/iter_time: 0.544, train/clip/loss_all: 0.107, train/clip/loss_x: 0.121, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.054, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.493, train/dinov3/loss_x: 0.841, train/dinov3/loss_s1: 0.151, train/dinov3/loss_s2: 0.139, train/dinov3/loss_fp: 0.017, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 15:32:06,675] [INFO ] Iters: 900 train/iter_time: 0.544, train/clip/loss_all: 0.104, train/clip/loss_x: 0.122, train/clip/loss_s1: 0.053, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.435, train/dinov3/loss_x: 0.767, train/dinov3/loss_s1: 0.084, train/dinov3/loss_s2: 0.077, train/dinov3/loss_fp: 0.008, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 15:33:01,087] [INFO ] Iters: 1000 train/iter_time: 0.543, train/clip/loss_all: 0.105, train/clip/loss_x: 0.107, train/clip/loss_s1: 0.081, train/clip/loss_s2: 0.044, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.035, train/dinov3/loss_all: 0.467, train/dinov3/loss_x: 0.822, train/dinov3/loss_s1: 0.071, train/dinov3/loss_s2: 0.073, train/dinov3/loss_fp: 0.011, train/dinov3/stabilization_loss: 0.035 +[2025-11-01 15:33:55,297] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 15:33:55,297] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 15:33:55,297] [INFO ] Class [0 impervious_surface] IoU: 86.63 +[2025-11-01 15:33:55,298] [INFO ] Class [1 building] IoU: 91.29 +[2025-11-01 15:33:55,298] [INFO ] Class [2 low_vegetation] IoU: 76.79 +[2025-11-01 15:33:55,298] [INFO ] Class [3 tree] IoU: 77.05 +[2025-11-01 15:33:55,298] [INFO ] Class [4 car] IoU: 87.12 +[2025-11-01 15:33:55,298] [INFO ] Class [5 clutter] IoU: 52.92 +[2025-11-01 15:33:55,298] [INFO ] MeanIoU (clip, zegclip_sliding_window): 78.63 + +[2025-11-01 15:33:55,298] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 15:33:55,298] [INFO ] Class [0 impervious_surface] IoU: 57.39 +[2025-11-01 15:33:55,299] [INFO ] Class [1 building] IoU: 58.49 +[2025-11-01 15:33:55,299] [INFO ] Class [2 low_vegetation] IoU: 48.22 +[2025-11-01 15:33:55,299] [INFO ] Class [3 tree] IoU: 15.66 +[2025-11-01 15:33:55,299] [INFO ] Class [4 car] IoU: 38.01 +[2025-11-01 15:33:55,299] [INFO ] Class [5 clutter] IoU: 14.74 +[2025-11-01 15:33:55,299] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 38.75 + +[2025-11-01 15:33:56,074] [INFO ] ===========> Epoch: 24, LR: 0.00007, Best mIoU [clip/dinov3]: 78.63/40.14 +[2025-11-01 15:33:57,313] [INFO ] Iters: 0 train/iter_time: 0.547, train/clip/loss_all: 0.142, train/clip/loss_x: 0.066, train/clip/loss_s1: 0.065, train/clip/loss_s2: 0.013, train/clip/loss_fp: 0.000, train/clip/stabilization_loss: 0.099, train/dinov3/loss_all: 0.427, train/dinov3/loss_x: 0.656, train/dinov3/loss_s1: 0.000, train/dinov3/loss_s2: 0.000, train/dinov3/loss_fp: 0.000, train/dinov3/stabilization_loss: 0.099 +[2025-11-01 15:34:52,114] [INFO ] Iters: 100 train/iter_time: 0.547, train/clip/loss_all: 0.113, train/clip/loss_x: 0.137, train/clip/loss_s1: 0.044, train/clip/loss_s2: 0.065, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.482, train/dinov3/loss_x: 0.848, train/dinov3/loss_s1: 0.103, train/dinov3/loss_s2: 0.088, train/dinov3/loss_fp: 0.019, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 15:35:46,564] [INFO ] Iters: 200 train/iter_time: 0.544, train/clip/loss_all: 0.099, train/clip/loss_x: 0.104, train/clip/loss_s1: 0.050, train/clip/loss_s2: 0.073, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.397, train/dinov3/loss_x: 0.682, train/dinov3/loss_s1: 0.066, train/dinov3/loss_s2: 0.113, train/dinov3/loss_fp: 0.012, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 15:36:41,049] [INFO ] Iters: 300 train/iter_time: 0.544, train/clip/loss_all: 0.113, train/clip/loss_x: 0.132, train/clip/loss_s1: 0.057, train/clip/loss_s2: 0.065, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.488, train/dinov3/loss_x: 0.832, train/dinov3/loss_s1: 0.172, train/dinov3/loss_s2: 0.119, train/dinov3/loss_fp: 0.014, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 15:37:35,476] [INFO ] Iters: 400 train/iter_time: 0.544, train/clip/loss_all: 0.115, train/clip/loss_x: 0.136, train/clip/loss_s1: 0.068, train/clip/loss_s2: 0.066, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.462, train/dinov3/loss_x: 0.817, train/dinov3/loss_s1: 0.058, train/dinov3/loss_s2: 0.112, train/dinov3/loss_fp: 0.011, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 15:38:30,115] [INFO ] Iters: 500 train/iter_time: 0.546, train/clip/loss_all: 0.102, train/clip/loss_x: 0.120, train/clip/loss_s1: 0.049, train/clip/loss_s2: 0.046, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.440, train/dinov3/loss_x: 0.767, train/dinov3/loss_s1: 0.078, train/dinov3/loss_s2: 0.112, train/dinov3/loss_fp: 0.009, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 15:39:24,674] [INFO ] Iters: 600 train/iter_time: 0.545, train/clip/loss_all: 0.111, train/clip/loss_x: 0.123, train/clip/loss_s1: 0.049, train/clip/loss_s2: 0.076, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.457, train/dinov3/loss_x: 0.795, train/dinov3/loss_s1: 0.101, train/dinov3/loss_s2: 0.071, train/dinov3/loss_fp: 0.019, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 15:40:19,150] [INFO ] Iters: 700 train/iter_time: 0.544, train/clip/loss_all: 0.106, train/clip/loss_x: 0.121, train/clip/loss_s1: 0.051, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.468, train/dinov3/loss_x: 0.830, train/dinov3/loss_s1: 0.058, train/dinov3/loss_s2: 0.072, train/dinov3/loss_fp: 0.020, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 15:41:13,529] [INFO ] Iters: 800 train/iter_time: 0.543, train/clip/loss_all: 0.104, train/clip/loss_x: 0.113, train/clip/loss_s1: 0.061, train/clip/loss_s2: 0.050, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.473, train/dinov3/loss_x: 0.837, train/dinov3/loss_s1: 0.058, train/dinov3/loss_s2: 0.105, train/dinov3/loss_fp: 0.007, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 15:42:08,140] [INFO ] Iters: 900 train/iter_time: 0.545, train/clip/loss_all: 0.108, train/clip/loss_x: 0.125, train/clip/loss_s1: 0.048, train/clip/loss_s2: 0.041, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.436, train/dinov3/loss_x: 0.755, train/dinov3/loss_s1: 0.069, train/dinov3/loss_s2: 0.113, train/dinov3/loss_fp: 0.011, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 15:43:02,653] [INFO ] Iters: 1000 train/iter_time: 0.544, train/clip/loss_all: 0.109, train/clip/loss_x: 0.112, train/clip/loss_s1: 0.072, train/clip/loss_s2: 0.070, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.035, train/dinov3/loss_all: 0.433, train/dinov3/loss_x: 0.741, train/dinov3/loss_s1: 0.113, train/dinov3/loss_s2: 0.074, train/dinov3/loss_fp: 0.018, train/dinov3/stabilization_loss: 0.035 +[2025-11-01 15:43:56,194] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 15:43:56,194] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 15:43:56,194] [INFO ] Class [0 impervious_surface] IoU: 86.32 +[2025-11-01 15:43:56,195] [INFO ] Class [1 building] IoU: 91.24 +[2025-11-01 15:43:56,195] [INFO ] Class [2 low_vegetation] IoU: 76.84 +[2025-11-01 15:43:56,195] [INFO ] Class [3 tree] IoU: 76.82 +[2025-11-01 15:43:56,195] [INFO ] Class [4 car] IoU: 87.04 +[2025-11-01 15:43:56,195] [INFO ] Class [5 clutter] IoU: 52.34 +[2025-11-01 15:43:56,195] [INFO ] MeanIoU (clip, zegclip_sliding_window): 78.43 + +[2025-11-01 15:43:56,195] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 15:43:56,195] [INFO ] Class [0 impervious_surface] IoU: 56.37 +[2025-11-01 15:43:56,195] [INFO ] Class [1 building] IoU: 58.68 +[2025-11-01 15:43:56,195] [INFO ] Class [2 low_vegetation] IoU: 46.15 +[2025-11-01 15:43:56,195] [INFO ] Class [3 tree] IoU: 23.38 +[2025-11-01 15:43:56,195] [INFO ] Class [4 car] IoU: 42.27 +[2025-11-01 15:43:56,195] [INFO ] Class [5 clutter] IoU: 18.15 +[2025-11-01 15:43:56,195] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 40.83 + +[2025-11-01 15:43:56,978] [INFO ] ===========> Epoch: 25, LR: 0.00007, Best mIoU [clip/dinov3]: 78.63/40.83 +[2025-11-01 15:43:58,213] [INFO ] Iters: 0 train/iter_time: 0.545, train/clip/loss_all: 0.102, train/clip/loss_x: 0.091, train/clip/loss_s1: 0.006, train/clip/loss_s2: 0.018, train/clip/loss_fp: 0.001, train/clip/stabilization_loss: 0.053, train/dinov3/loss_all: 0.368, train/dinov3/loss_x: 0.630, train/dinov3/loss_s1: 0.000, train/dinov3/loss_s2: 0.000, train/dinov3/loss_fp: 0.000, train/dinov3/stabilization_loss: 0.053 +[2025-11-01 15:44:52,750] [INFO ] Iters: 100 train/iter_time: 0.545, train/clip/loss_all: 0.103, train/clip/loss_x: 0.111, train/clip/loss_s1: 0.057, train/clip/loss_s2: 0.079, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.434, train/dinov3/loss_x: 0.763, train/dinov3/loss_s1: 0.084, train/dinov3/loss_s2: 0.066, train/dinov3/loss_fp: 0.018, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 15:45:47,422] [INFO ] Iters: 200 train/iter_time: 0.546, train/clip/loss_all: 0.107, train/clip/loss_x: 0.124, train/clip/loss_s1: 0.057, train/clip/loss_s2: 0.068, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.485, train/dinov3/loss_x: 0.854, train/dinov3/loss_s1: 0.102, train/dinov3/loss_s2: 0.108, train/dinov3/loss_fp: 0.011, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 15:46:41,893] [INFO ] Iters: 300 train/iter_time: 0.544, train/clip/loss_all: 0.110, train/clip/loss_x: 0.125, train/clip/loss_s1: 0.059, train/clip/loss_s2: 0.075, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.439, train/dinov3/loss_x: 0.767, train/dinov3/loss_s1: 0.102, train/dinov3/loss_s2: 0.068, train/dinov3/loss_fp: 0.017, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 15:47:36,333] [INFO ] Iters: 400 train/iter_time: 0.544, train/clip/loss_all: 0.102, train/clip/loss_x: 0.122, train/clip/loss_s1: 0.050, train/clip/loss_s2: 0.053, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.027, train/dinov3/loss_all: 0.434, train/dinov3/loss_x: 0.732, train/dinov3/loss_s1: 0.122, train/dinov3/loss_s2: 0.142, train/dinov3/loss_fp: 0.029, train/dinov3/stabilization_loss: 0.027 +[2025-11-01 15:48:30,879] [INFO ] Iters: 500 train/iter_time: 0.545, train/clip/loss_all: 0.105, train/clip/loss_x: 0.116, train/clip/loss_s1: 0.048, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.462, train/dinov3/loss_x: 0.800, train/dinov3/loss_s1: 0.120, train/dinov3/loss_s2: 0.068, train/dinov3/loss_fp: 0.019, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 15:49:25,421] [INFO ] Iters: 600 train/iter_time: 0.545, train/clip/loss_all: 0.100, train/clip/loss_x: 0.107, train/clip/loss_s1: 0.060, train/clip/loss_s2: 0.062, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.464, train/dinov3/loss_x: 0.783, train/dinov3/loss_s1: 0.170, train/dinov3/loss_s2: 0.123, train/dinov3/loss_fp: 0.024, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 15:50:20,057] [INFO ] Iters: 700 train/iter_time: 0.546, train/clip/loss_all: 0.097, train/clip/loss_x: 0.102, train/clip/loss_s1: 0.041, train/clip/loss_s2: 0.053, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.438, train/dinov3/loss_x: 0.769, train/dinov3/loss_s1: 0.072, train/dinov3/loss_s2: 0.056, train/dinov3/loss_fp: 0.017, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 15:51:14,509] [INFO ] Iters: 800 train/iter_time: 0.544, train/clip/loss_all: 0.107, train/clip/loss_x: 0.126, train/clip/loss_s1: 0.045, train/clip/loss_s2: 0.047, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.468, train/dinov3/loss_x: 0.797, train/dinov3/loss_s1: 0.142, train/dinov3/loss_s2: 0.139, train/dinov3/loss_fp: 0.009, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 15:52:08,987] [INFO ] Iters: 900 train/iter_time: 0.544, train/clip/loss_all: 0.107, train/clip/loss_x: 0.129, train/clip/loss_s1: 0.052, train/clip/loss_s2: 0.052, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.479, train/dinov3/loss_x: 0.854, train/dinov3/loss_s1: 0.093, train/dinov3/loss_s2: 0.073, train/dinov3/loss_fp: 0.009, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 15:53:03,569] [INFO ] Iters: 1000 train/iter_time: 0.545, train/clip/loss_all: 0.104, train/clip/loss_x: 0.114, train/clip/loss_s1: 0.075, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.500, train/dinov3/loss_x: 0.866, train/dinov3/loss_s1: 0.122, train/dinov3/loss_s2: 0.130, train/dinov3/loss_fp: 0.022, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 15:53:57,675] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 15:53:57,676] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 15:53:57,676] [INFO ] Class [0 impervious_surface] IoU: 86.94 +[2025-11-01 15:53:57,676] [INFO ] Class [1 building] IoU: 91.43 +[2025-11-01 15:53:57,677] [INFO ] Class [2 low_vegetation] IoU: 76.82 +[2025-11-01 15:53:57,677] [INFO ] Class [3 tree] IoU: 77.13 +[2025-11-01 15:53:57,677] [INFO ] Class [4 car] IoU: 87.28 +[2025-11-01 15:53:57,677] [INFO ] Class [5 clutter] IoU: 53.79 +[2025-11-01 15:53:57,677] [INFO ] MeanIoU (clip, zegclip_sliding_window): 78.90 + +[2025-11-01 15:53:57,677] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 15:53:57,677] [INFO ] Class [0 impervious_surface] IoU: 58.50 +[2025-11-01 15:53:57,678] [INFO ] Class [1 building] IoU: 59.67 +[2025-11-01 15:53:57,678] [INFO ] Class [2 low_vegetation] IoU: 45.62 +[2025-11-01 15:53:57,678] [INFO ] Class [3 tree] IoU: 22.61 +[2025-11-01 15:53:57,678] [INFO ] Class [4 car] IoU: 37.18 +[2025-11-01 15:53:57,678] [INFO ] Class [5 clutter] IoU: 20.44 +[2025-11-01 15:53:57,678] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 40.67 + +[2025-11-01 15:53:58,408] [INFO ] ===========> Epoch: 26, LR: 0.00007, Best mIoU [clip/dinov3]: 78.90/40.83 +[2025-11-01 15:53:59,650] [INFO ] Iters: 0 train/iter_time: 0.557, train/clip/loss_all: 0.115, train/clip/loss_x: 0.146, train/clip/loss_s1: 0.009, train/clip/loss_s2: 0.029, train/clip/loss_fp: 0.000, train/clip/stabilization_loss: 0.037, train/dinov3/loss_all: 0.473, train/dinov3/loss_x: 0.854, train/dinov3/loss_s1: 0.045, train/dinov3/loss_s2: 0.019, train/dinov3/loss_fp: 0.002, train/dinov3/stabilization_loss: 0.037 +[2025-11-01 15:54:54,346] [INFO ] Iters: 100 train/iter_time: 0.546, train/clip/loss_all: 0.090, train/clip/loss_x: 0.093, train/clip/loss_s1: 0.055, train/clip/loss_s2: 0.052, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.441, train/dinov3/loss_x: 0.754, train/dinov3/loss_s1: 0.104, train/dinov3/loss_s2: 0.130, train/dinov3/loss_fp: 0.021, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 15:55:49,380] [INFO ] Iters: 200 train/iter_time: 0.550, train/clip/loss_all: 0.100, train/clip/loss_x: 0.103, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.073, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.460, train/dinov3/loss_x: 0.815, train/dinov3/loss_s1: 0.079, train/dinov3/loss_s2: 0.051, train/dinov3/loss_fp: 0.017, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 15:56:43,978] [INFO ] Iters: 300 train/iter_time: 0.545, train/clip/loss_all: 0.115, train/clip/loss_x: 0.126, train/clip/loss_s1: 0.066, train/clip/loss_s2: 0.087, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.431, train/dinov3/loss_x: 0.749, train/dinov3/loss_s1: 0.085, train/dinov3/loss_s2: 0.083, train/dinov3/loss_fp: 0.013, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 15:57:38,648] [INFO ] Iters: 400 train/iter_time: 0.546, train/clip/loss_all: 0.104, train/clip/loss_x: 0.124, train/clip/loss_s1: 0.042, train/clip/loss_s2: 0.063, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.028, train/dinov3/loss_all: 0.465, train/dinov3/loss_x: 0.820, train/dinov3/loss_s1: 0.085, train/dinov3/loss_s2: 0.082, train/dinov3/loss_fp: 0.024, train/dinov3/stabilization_loss: 0.028 +[2025-11-01 15:58:33,232] [INFO ] Iters: 500 train/iter_time: 0.545, train/clip/loss_all: 0.101, train/clip/loss_x: 0.116, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.043, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.430, train/dinov3/loss_x: 0.727, train/dinov3/loss_s1: 0.104, train/dinov3/loss_s2: 0.157, train/dinov3/loss_fp: 0.011, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 15:59:27,739] [INFO ] Iters: 600 train/iter_time: 0.544, train/clip/loss_all: 0.103, train/clip/loss_x: 0.113, train/clip/loss_s1: 0.045, train/clip/loss_s2: 0.064, train/clip/loss_fp: 0.001, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.429, train/dinov3/loss_x: 0.742, train/dinov3/loss_s1: 0.104, train/dinov3/loss_s2: 0.081, train/dinov3/loss_fp: 0.011, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 16:00:22,280] [INFO ] Iters: 700 train/iter_time: 0.545, train/clip/loss_all: 0.104, train/clip/loss_x: 0.121, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.041, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.472, train/dinov3/loss_x: 0.825, train/dinov3/loss_s1: 0.089, train/dinov3/loss_s2: 0.107, train/dinov3/loss_fp: 0.016, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 16:01:16,861] [INFO ] Iters: 800 train/iter_time: 0.545, train/clip/loss_all: 0.106, train/clip/loss_x: 0.130, train/clip/loss_s1: 0.042, train/clip/loss_s2: 0.036, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.486, train/dinov3/loss_x: 0.863, train/dinov3/loss_s1: 0.078, train/dinov3/loss_s2: 0.073, train/dinov3/loss_fp: 0.020, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 16:02:11,407] [INFO ] Iters: 900 train/iter_time: 0.545, train/clip/loss_all: 0.102, train/clip/loss_x: 0.113, train/clip/loss_s1: 0.047, train/clip/loss_s2: 0.063, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.432, train/dinov3/loss_x: 0.754, train/dinov3/loss_s1: 0.093, train/dinov3/loss_s2: 0.071, train/dinov3/loss_fp: 0.013, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 16:03:06,204] [INFO ] Iters: 1000 train/iter_time: 0.547, train/clip/loss_all: 0.106, train/clip/loss_x: 0.122, train/clip/loss_s1: 0.071, train/clip/loss_s2: 0.049, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.420, train/dinov3/loss_x: 0.692, train/dinov3/loss_s1: 0.184, train/dinov3/loss_s2: 0.132, train/dinov3/loss_fp: 0.022, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 16:04:00,801] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 16:04:00,802] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 16:04:00,802] [INFO ] Class [0 impervious_surface] IoU: 86.97 +[2025-11-01 16:04:00,802] [INFO ] Class [1 building] IoU: 91.46 +[2025-11-01 16:04:00,802] [INFO ] Class [2 low_vegetation] IoU: 76.21 +[2025-11-01 16:04:00,803] [INFO ] Class [3 tree] IoU: 76.85 +[2025-11-01 16:04:00,803] [INFO ] Class [4 car] IoU: 87.49 +[2025-11-01 16:04:00,803] [INFO ] Class [5 clutter] IoU: 53.06 +[2025-11-01 16:04:00,803] [INFO ] MeanIoU (clip, zegclip_sliding_window): 78.67 + +[2025-11-01 16:04:00,803] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 16:04:00,804] [INFO ] Class [0 impervious_surface] IoU: 57.18 +[2025-11-01 16:04:00,804] [INFO ] Class [1 building] IoU: 59.27 +[2025-11-01 16:04:00,804] [INFO ] Class [2 low_vegetation] IoU: 47.00 +[2025-11-01 16:04:00,804] [INFO ] Class [3 tree] IoU: 18.99 +[2025-11-01 16:04:00,804] [INFO ] Class [4 car] IoU: 30.95 +[2025-11-01 16:04:00,804] [INFO ] Class [5 clutter] IoU: 20.26 +[2025-11-01 16:04:00,804] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 38.94 + +[2025-11-01 16:04:00,824] [INFO ] ===========> Epoch: 27, LR: 0.00007, Best mIoU [clip/dinov3]: 78.90/40.83 +[2025-11-01 16:04:02,145] [INFO ] Iters: 0 train/iter_time: 0.536, train/clip/loss_all: 0.140, train/clip/loss_x: 0.176, train/clip/loss_s1: 0.017, train/clip/loss_s2: 0.232, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.020, train/dinov3/loss_all: 0.523, train/dinov3/loss_x: 0.963, train/dinov3/loss_s1: 0.013, train/dinov3/loss_s2: 0.139, train/dinov3/loss_fp: 0.007, train/dinov3/stabilization_loss: 0.020 +[2025-11-01 16:04:56,684] [INFO ] Iters: 100 train/iter_time: 0.545, train/clip/loss_all: 0.106, train/clip/loss_x: 0.116, train/clip/loss_s1: 0.052, train/clip/loss_s2: 0.042, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.035, train/dinov3/loss_all: 0.447, train/dinov3/loss_x: 0.764, train/dinov3/loss_s1: 0.106, train/dinov3/loss_s2: 0.102, train/dinov3/loss_fp: 0.014, train/dinov3/stabilization_loss: 0.035 +[2025-11-01 16:05:51,258] [INFO ] Iters: 200 train/iter_time: 0.545, train/clip/loss_all: 0.110, train/clip/loss_x: 0.120, train/clip/loss_s1: 0.076, train/clip/loss_s2: 0.061, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.428, train/dinov3/loss_x: 0.745, train/dinov3/loss_s1: 0.081, train/dinov3/loss_s2: 0.075, train/dinov3/loss_fp: 0.018, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 16:06:45,669] [INFO ] Iters: 300 train/iter_time: 0.543, train/clip/loss_all: 0.099, train/clip/loss_x: 0.102, train/clip/loss_s1: 0.062, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.450, train/dinov3/loss_x: 0.789, train/dinov3/loss_s1: 0.070, train/dinov3/loss_s2: 0.072, train/dinov3/loss_fp: 0.021, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 16:07:40,218] [INFO ] Iters: 400 train/iter_time: 0.545, train/clip/loss_all: 0.114, train/clip/loss_x: 0.125, train/clip/loss_s1: 0.064, train/clip/loss_s2: 0.058, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.035, train/dinov3/loss_all: 0.429, train/dinov3/loss_x: 0.740, train/dinov3/loss_s1: 0.115, train/dinov3/loss_s2: 0.065, train/dinov3/loss_fp: 0.008, train/dinov3/stabilization_loss: 0.035 +[2025-11-01 16:08:34,822] [INFO ] Iters: 500 train/iter_time: 0.545, train/clip/loss_all: 0.107, train/clip/loss_x: 0.117, train/clip/loss_s1: 0.072, train/clip/loss_s2: 0.053, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.424, train/dinov3/loss_x: 0.697, train/dinov3/loss_s1: 0.139, train/dinov3/loss_s2: 0.121, train/dinov3/loss_fp: 0.044, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 16:09:29,581] [INFO ] Iters: 600 train/iter_time: 0.547, train/clip/loss_all: 0.095, train/clip/loss_x: 0.100, train/clip/loss_s1: 0.052, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.408, train/dinov3/loss_x: 0.664, train/dinov3/loss_s1: 0.118, train/dinov3/loss_s2: 0.185, train/dinov3/loss_fp: 0.023, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 16:10:24,240] [INFO ] Iters: 700 train/iter_time: 0.546, train/clip/loss_all: 0.103, train/clip/loss_x: 0.115, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.053, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.422, train/dinov3/loss_x: 0.743, train/dinov3/loss_s1: 0.067, train/dinov3/loss_s2: 0.066, train/dinov3/loss_fp: 0.008, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 16:11:18,748] [INFO ] Iters: 800 train/iter_time: 0.544, train/clip/loss_all: 0.106, train/clip/loss_x: 0.115, train/clip/loss_s1: 0.064, train/clip/loss_s2: 0.048, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.446, train/dinov3/loss_x: 0.752, train/dinov3/loss_s1: 0.104, train/dinov3/loss_s2: 0.138, train/dinov3/loss_fp: 0.020, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 16:12:13,467] [INFO ] Iters: 900 train/iter_time: 0.547, train/clip/loss_all: 0.104, train/clip/loss_x: 0.117, train/clip/loss_s1: 0.058, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.009, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.462, train/dinov3/loss_x: 0.806, train/dinov3/loss_s1: 0.094, train/dinov3/loss_s2: 0.108, train/dinov3/loss_fp: 0.015, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 16:13:08,016] [INFO ] Iters: 1000 train/iter_time: 0.545, train/clip/loss_all: 0.100, train/clip/loss_x: 0.113, train/clip/loss_s1: 0.046, train/clip/loss_s2: 0.061, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.446, train/dinov3/loss_x: 0.773, train/dinov3/loss_s1: 0.088, train/dinov3/loss_s2: 0.107, train/dinov3/loss_fp: 0.016, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 16:14:02,487] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 16:14:02,487] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 16:14:02,487] [INFO ] Class [0 impervious_surface] IoU: 86.48 +[2025-11-01 16:14:02,487] [INFO ] Class [1 building] IoU: 91.49 +[2025-11-01 16:14:02,487] [INFO ] Class [2 low_vegetation] IoU: 77.50 +[2025-11-01 16:14:02,487] [INFO ] Class [3 tree] IoU: 77.05 +[2025-11-01 16:14:02,487] [INFO ] Class [4 car] IoU: 87.57 +[2025-11-01 16:14:02,487] [INFO ] Class [5 clutter] IoU: 53.79 +[2025-11-01 16:14:02,487] [INFO ] MeanIoU (clip, zegclip_sliding_window): 78.98 + +[2025-11-01 16:14:02,487] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 16:14:02,487] [INFO ] Class [0 impervious_surface] IoU: 58.86 +[2025-11-01 16:14:02,487] [INFO ] Class [1 building] IoU: 58.97 +[2025-11-01 16:14:02,487] [INFO ] Class [2 low_vegetation] IoU: 48.82 +[2025-11-01 16:14:02,487] [INFO ] Class [3 tree] IoU: 18.69 +[2025-11-01 16:14:02,488] [INFO ] Class [4 car] IoU: 39.93 +[2025-11-01 16:14:02,488] [INFO ] Class [5 clutter] IoU: 19.41 +[2025-11-01 16:14:02,488] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 40.78 + +[2025-11-01 16:14:03,365] [INFO ] ===========> Epoch: 28, LR: 0.00007, Best mIoU [clip/dinov3]: 78.98/40.83 +[2025-11-01 16:14:04,561] [INFO ] Iters: 0 train/iter_time: 0.535, train/clip/loss_all: 0.085, train/clip/loss_x: 0.105, train/clip/loss_s1: 0.035, train/clip/loss_s2: 0.049, train/clip/loss_fp: 0.001, train/clip/stabilization_loss: 0.022, train/dinov3/loss_all: 0.513, train/dinov3/loss_x: 0.921, train/dinov3/loss_s1: 0.040, train/dinov3/loss_s2: 0.177, train/dinov3/loss_fp: 0.015, train/dinov3/stabilization_loss: 0.022 +[2025-11-01 16:14:59,206] [INFO ] Iters: 100 train/iter_time: 0.546, train/clip/loss_all: 0.102, train/clip/loss_x: 0.115, train/clip/loss_s1: 0.050, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.491, train/dinov3/loss_x: 0.854, train/dinov3/loss_s1: 0.108, train/dinov3/loss_s2: 0.095, train/dinov3/loss_fp: 0.032, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 16:15:53,744] [INFO ] Iters: 200 train/iter_time: 0.545, train/clip/loss_all: 0.101, train/clip/loss_x: 0.113, train/clip/loss_s1: 0.052, train/clip/loss_s2: 0.053, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.437, train/dinov3/loss_x: 0.753, train/dinov3/loss_s1: 0.128, train/dinov3/loss_s2: 0.092, train/dinov3/loss_fp: 0.012, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 16:16:48,274] [INFO ] Iters: 300 train/iter_time: 0.545, train/clip/loss_all: 0.100, train/clip/loss_x: 0.112, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.044, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.445, train/dinov3/loss_x: 0.762, train/dinov3/loss_s1: 0.125, train/dinov3/loss_s2: 0.091, train/dinov3/loss_fp: 0.021, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 16:17:43,096] [INFO ] Iters: 400 train/iter_time: 0.548, train/clip/loss_all: 0.103, train/clip/loss_x: 0.118, train/clip/loss_s1: 0.044, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.454, train/dinov3/loss_x: 0.774, train/dinov3/loss_s1: 0.115, train/dinov3/loss_s2: 0.113, train/dinov3/loss_fp: 0.025, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 16:18:37,689] [INFO ] Iters: 500 train/iter_time: 0.545, train/clip/loss_all: 0.096, train/clip/loss_x: 0.104, train/clip/loss_s1: 0.049, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.439, train/dinov3/loss_x: 0.722, train/dinov3/loss_s1: 0.167, train/dinov3/loss_s2: 0.137, train/dinov3/loss_fp: 0.035, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 16:19:32,292] [INFO ] Iters: 600 train/iter_time: 0.545, train/clip/loss_all: 0.099, train/clip/loss_x: 0.110, train/clip/loss_s1: 0.051, train/clip/loss_s2: 0.049, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.454, train/dinov3/loss_x: 0.788, train/dinov3/loss_s1: 0.097, train/dinov3/loss_s2: 0.099, train/dinov3/loss_fp: 0.017, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 16:20:26,903] [INFO ] Iters: 700 train/iter_time: 0.545, train/clip/loss_all: 0.109, train/clip/loss_x: 0.116, train/clip/loss_s1: 0.070, train/clip/loss_s2: 0.061, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.448, train/dinov3/loss_x: 0.764, train/dinov3/loss_s1: 0.136, train/dinov3/loss_s2: 0.081, train/dinov3/loss_fp: 0.022, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 16:21:21,583] [INFO ] Iters: 800 train/iter_time: 0.546, train/clip/loss_all: 0.105, train/clip/loss_x: 0.116, train/clip/loss_s1: 0.067, train/clip/loss_s2: 0.048, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.441, train/dinov3/loss_x: 0.758, train/dinov3/loss_s1: 0.101, train/dinov3/loss_s2: 0.101, train/dinov3/loss_fp: 0.017, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 16:22:16,093] [INFO ] Iters: 900 train/iter_time: 0.544, train/clip/loss_all: 0.091, train/clip/loss_x: 0.094, train/clip/loss_s1: 0.047, train/clip/loss_s2: 0.046, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.393, train/dinov3/loss_x: 0.676, train/dinov3/loss_s1: 0.075, train/dinov3/loss_s2: 0.085, train/dinov3/loss_fp: 0.010, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 16:23:10,632] [INFO ] Iters: 1000 train/iter_time: 0.545, train/clip/loss_all: 0.109, train/clip/loss_x: 0.130, train/clip/loss_s1: 0.053, train/clip/loss_s2: 0.049, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.513, train/dinov3/loss_x: 0.889, train/dinov3/loss_s1: 0.108, train/dinov3/loss_s2: 0.147, train/dinov3/loss_fp: 0.021, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 16:24:04,066] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 16:24:04,066] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 16:24:04,067] [INFO ] Class [0 impervious_surface] IoU: 86.89 +[2025-11-01 16:24:04,067] [INFO ] Class [1 building] IoU: 91.34 +[2025-11-01 16:24:04,067] [INFO ] Class [2 low_vegetation] IoU: 76.58 +[2025-11-01 16:24:04,067] [INFO ] Class [3 tree] IoU: 76.79 +[2025-11-01 16:24:04,067] [INFO ] Class [4 car] IoU: 87.87 +[2025-11-01 16:24:04,067] [INFO ] Class [5 clutter] IoU: 52.85 +[2025-11-01 16:24:04,067] [INFO ] MeanIoU (clip, zegclip_sliding_window): 78.72 + +[2025-11-01 16:24:04,067] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 16:24:04,067] [INFO ] Class [0 impervious_surface] IoU: 56.14 +[2025-11-01 16:24:04,067] [INFO ] Class [1 building] IoU: 60.31 +[2025-11-01 16:24:04,067] [INFO ] Class [2 low_vegetation] IoU: 46.76 +[2025-11-01 16:24:04,067] [INFO ] Class [3 tree] IoU: 23.72 +[2025-11-01 16:24:04,067] [INFO ] Class [4 car] IoU: 39.05 +[2025-11-01 16:24:04,067] [INFO ] Class [5 clutter] IoU: 21.17 +[2025-11-01 16:24:04,067] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 41.19 + +[2025-11-01 16:24:04,749] [INFO ] ===========> Epoch: 29, LR: 0.00007, Best mIoU [clip/dinov3]: 78.98/41.19 +[2025-11-01 16:24:05,998] [INFO ] Iters: 0 train/iter_time: 0.555, train/clip/loss_all: 0.104, train/clip/loss_x: 0.118, train/clip/loss_s1: 0.165, train/clip/loss_s2: 0.025, train/clip/loss_fp: 0.000, train/clip/stabilization_loss: 0.021, train/dinov3/loss_all: 0.392, train/dinov3/loss_x: 0.705, train/dinov3/loss_s1: 0.048, train/dinov3/loss_s2: 0.095, train/dinov3/loss_fp: 0.004, train/dinov3/stabilization_loss: 0.021 +[2025-11-01 16:25:00,389] [INFO ] Iters: 100 train/iter_time: 0.543, train/clip/loss_all: 0.099, train/clip/loss_x: 0.115, train/clip/loss_s1: 0.048, train/clip/loss_s2: 0.045, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.459, train/dinov3/loss_x: 0.792, train/dinov3/loss_s1: 0.104, train/dinov3/loss_s2: 0.114, train/dinov3/loss_fp: 0.023, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 16:25:54,962] [INFO ] Iters: 200 train/iter_time: 0.545, train/clip/loss_all: 0.097, train/clip/loss_x: 0.109, train/clip/loss_s1: 0.043, train/clip/loss_s2: 0.052, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.427, train/dinov3/loss_x: 0.741, train/dinov3/loss_s1: 0.081, train/dinov3/loss_s2: 0.097, train/dinov3/loss_fp: 0.016, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 16:26:49,486] [INFO ] Iters: 300 train/iter_time: 0.545, train/clip/loss_all: 0.100, train/clip/loss_x: 0.110, train/clip/loss_s1: 0.058, train/clip/loss_s2: 0.054, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.418, train/dinov3/loss_x: 0.727, train/dinov3/loss_s1: 0.069, train/dinov3/loss_s2: 0.097, train/dinov3/loss_fp: 0.011, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 16:27:44,011] [INFO ] Iters: 400 train/iter_time: 0.545, train/clip/loss_all: 0.103, train/clip/loss_x: 0.118, train/clip/loss_s1: 0.063, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.436, train/dinov3/loss_x: 0.746, train/dinov3/loss_s1: 0.125, train/dinov3/loss_s2: 0.092, train/dinov3/loss_fp: 0.028, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 16:28:38,487] [INFO ] Iters: 500 train/iter_time: 0.544, train/clip/loss_all: 0.098, train/clip/loss_x: 0.098, train/clip/loss_s1: 0.062, train/clip/loss_s2: 0.081, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.451, train/dinov3/loss_x: 0.774, train/dinov3/loss_s1: 0.096, train/dinov3/loss_s2: 0.148, train/dinov3/loss_fp: 0.013, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 16:29:33,062] [INFO ] Iters: 600 train/iter_time: 0.545, train/clip/loss_all: 0.090, train/clip/loss_x: 0.090, train/clip/loss_s1: 0.051, train/clip/loss_s2: 0.050, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.449, train/dinov3/loss_x: 0.787, train/dinov3/loss_s1: 0.064, train/dinov3/loss_s2: 0.087, train/dinov3/loss_fp: 0.016, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 16:30:27,611] [INFO ] Iters: 700 train/iter_time: 0.545, train/clip/loss_all: 0.100, train/clip/loss_x: 0.107, train/clip/loss_s1: 0.048, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.449, train/dinov3/loss_x: 0.784, train/dinov3/loss_s1: 0.067, train/dinov3/loss_s2: 0.097, train/dinov3/loss_fp: 0.011, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 16:31:22,219] [INFO ] Iters: 800 train/iter_time: 0.545, train/clip/loss_all: 0.103, train/clip/loss_x: 0.115, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.061, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.461, train/dinov3/loss_x: 0.800, train/dinov3/loss_s1: 0.110, train/dinov3/loss_s2: 0.078, train/dinov3/loss_fp: 0.030, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 16:32:16,690] [INFO ] Iters: 900 train/iter_time: 0.544, train/clip/loss_all: 0.111, train/clip/loss_x: 0.135, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.050, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.440, train/dinov3/loss_x: 0.753, train/dinov3/loss_s1: 0.091, train/dinov3/loss_s2: 0.147, train/dinov3/loss_fp: 0.018, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 16:33:11,263] [INFO ] Iters: 1000 train/iter_time: 0.545, train/clip/loss_all: 0.093, train/clip/loss_x: 0.100, train/clip/loss_s1: 0.036, train/clip/loss_s2: 0.056, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.474, train/dinov3/loss_x: 0.819, train/dinov3/loss_s1: 0.083, train/dinov3/loss_s2: 0.161, train/dinov3/loss_fp: 0.014, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 16:34:05,007] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 16:34:05,007] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 16:34:05,007] [INFO ] Class [0 impervious_surface] IoU: 86.74 +[2025-11-01 16:34:05,007] [INFO ] Class [1 building] IoU: 91.37 +[2025-11-01 16:34:05,007] [INFO ] Class [2 low_vegetation] IoU: 76.63 +[2025-11-01 16:34:05,008] [INFO ] Class [3 tree] IoU: 76.87 +[2025-11-01 16:34:05,008] [INFO ] Class [4 car] IoU: 87.73 +[2025-11-01 16:34:05,008] [INFO ] Class [5 clutter] IoU: 53.95 +[2025-11-01 16:34:05,008] [INFO ] MeanIoU (clip, zegclip_sliding_window): 78.88 + +[2025-11-01 16:34:05,008] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 16:34:05,008] [INFO ] Class [0 impervious_surface] IoU: 57.91 +[2025-11-01 16:34:05,008] [INFO ] Class [1 building] IoU: 61.36 +[2025-11-01 16:34:05,008] [INFO ] Class [2 low_vegetation] IoU: 45.97 +[2025-11-01 16:34:05,008] [INFO ] Class [3 tree] IoU: 24.31 +[2025-11-01 16:34:05,008] [INFO ] Class [4 car] IoU: 39.22 +[2025-11-01 16:34:05,008] [INFO ] Class [5 clutter] IoU: 19.90 +[2025-11-01 16:34:05,008] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 41.45 + +[2025-11-01 16:34:05,714] [INFO ] ===========> Epoch: 30, LR: 0.00007, Best mIoU [clip/dinov3]: 78.98/41.45 +[2025-11-01 16:34:06,822] [INFO ] Iters: 0 train/iter_time: 0.543, train/clip/loss_all: 0.076, train/clip/loss_x: 0.120, train/clip/loss_s1: 0.020, train/clip/loss_s2: 0.006, train/clip/loss_fp: 0.000, train/clip/stabilization_loss: 0.012, train/dinov3/loss_all: 0.371, train/dinov3/loss_x: 0.598, train/dinov3/loss_s1: 0.425, train/dinov3/loss_s2: 0.014, train/dinov3/loss_fp: 0.017, train/dinov3/stabilization_loss: 0.012 +[2025-11-01 16:35:01,623] [INFO ] Iters: 100 train/iter_time: 0.547, train/clip/loss_all: 0.096, train/clip/loss_x: 0.099, train/clip/loss_s1: 0.068, train/clip/loss_s2: 0.053, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.430, train/dinov3/loss_x: 0.735, train/dinov3/loss_s1: 0.099, train/dinov3/loss_s2: 0.107, train/dinov3/loss_fp: 0.027, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 16:35:56,310] [INFO ] Iters: 200 train/iter_time: 0.546, train/clip/loss_all: 0.100, train/clip/loss_x: 0.107, train/clip/loss_s1: 0.055, train/clip/loss_s2: 0.053, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.440, train/dinov3/loss_x: 0.754, train/dinov3/loss_s1: 0.104, train/dinov3/loss_s2: 0.102, train/dinov3/loss_fp: 0.023, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 16:36:50,987] [INFO ] Iters: 300 train/iter_time: 0.546, train/clip/loss_all: 0.097, train/clip/loss_x: 0.107, train/clip/loss_s1: 0.051, train/clip/loss_s2: 0.058, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.454, train/dinov3/loss_x: 0.787, train/dinov3/loss_s1: 0.094, train/dinov3/loss_s2: 0.122, train/dinov3/loss_fp: 0.014, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 16:37:45,678] [INFO ] Iters: 400 train/iter_time: 0.546, train/clip/loss_all: 0.105, train/clip/loss_x: 0.118, train/clip/loss_s1: 0.052, train/clip/loss_s2: 0.078, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.449, train/dinov3/loss_x: 0.694, train/dinov3/loss_s1: 0.170, train/dinov3/loss_s2: 0.321, train/dinov3/loss_fp: 0.046, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 16:38:40,218] [INFO ] Iters: 500 train/iter_time: 0.545, train/clip/loss_all: 0.104, train/clip/loss_x: 0.108, train/clip/loss_s1: 0.063, train/clip/loss_s2: 0.091, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.445, train/dinov3/loss_x: 0.757, train/dinov3/loss_s1: 0.138, train/dinov3/loss_s2: 0.120, train/dinov3/loss_fp: 0.014, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 16:39:34,927] [INFO ] Iters: 600 train/iter_time: 0.546, train/clip/loss_all: 0.110, train/clip/loss_x: 0.112, train/clip/loss_s1: 0.081, train/clip/loss_s2: 0.070, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.035, train/dinov3/loss_all: 0.424, train/dinov3/loss_x: 0.711, train/dinov3/loss_s1: 0.137, train/dinov3/loss_s2: 0.101, train/dinov3/loss_fp: 0.013, train/dinov3/stabilization_loss: 0.035 +[2025-11-01 16:40:29,445] [INFO ] Iters: 700 train/iter_time: 0.545, train/clip/loss_all: 0.096, train/clip/loss_x: 0.098, train/clip/loss_s1: 0.062, train/clip/loss_s2: 0.081, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.396, train/dinov3/loss_x: 0.668, train/dinov3/loss_s1: 0.113, train/dinov3/loss_s2: 0.088, train/dinov3/loss_fp: 0.030, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 16:41:24,135] [INFO ] Iters: 800 train/iter_time: 0.546, train/clip/loss_all: 0.099, train/clip/loss_x: 0.108, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.053, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.433, train/dinov3/loss_x: 0.733, train/dinov3/loss_s1: 0.117, train/dinov3/loss_s2: 0.115, train/dinov3/loss_fp: 0.027, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 16:42:18,720] [INFO ] Iters: 900 train/iter_time: 0.545, train/clip/loss_all: 0.111, train/clip/loss_x: 0.117, train/clip/loss_s1: 0.050, train/clip/loss_s2: 0.101, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.457, train/dinov3/loss_x: 0.792, train/dinov3/loss_s1: 0.048, train/dinov3/loss_s2: 0.121, train/dinov3/loss_fp: 0.027, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 16:43:13,354] [INFO ] Iters: 1000 train/iter_time: 0.546, train/clip/loss_all: 0.096, train/clip/loss_x: 0.101, train/clip/loss_s1: 0.057, train/clip/loss_s2: 0.050, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.433, train/dinov3/loss_x: 0.734, train/dinov3/loss_s1: 0.126, train/dinov3/loss_s2: 0.106, train/dinov3/loss_fp: 0.023, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 16:44:07,080] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 16:44:07,080] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 16:44:07,081] [INFO ] Class [0 impervious_surface] IoU: 86.79 +[2025-11-01 16:44:07,081] [INFO ] Class [1 building] IoU: 91.16 +[2025-11-01 16:44:07,081] [INFO ] Class [2 low_vegetation] IoU: 77.06 +[2025-11-01 16:44:07,081] [INFO ] Class [3 tree] IoU: 77.30 +[2025-11-01 16:44:07,081] [INFO ] Class [4 car] IoU: 87.37 +[2025-11-01 16:44:07,081] [INFO ] Class [5 clutter] IoU: 53.73 +[2025-11-01 16:44:07,081] [INFO ] MeanIoU (clip, zegclip_sliding_window): 78.90 + +[2025-11-01 16:44:07,081] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 16:44:07,082] [INFO ] Class [0 impervious_surface] IoU: 56.64 +[2025-11-01 16:44:07,082] [INFO ] Class [1 building] IoU: 59.72 +[2025-11-01 16:44:07,082] [INFO ] Class [2 low_vegetation] IoU: 44.78 +[2025-11-01 16:44:07,082] [INFO ] Class [3 tree] IoU: 29.58 +[2025-11-01 16:44:07,082] [INFO ] Class [4 car] IoU: 41.24 +[2025-11-01 16:44:07,082] [INFO ] Class [5 clutter] IoU: 19.43 +[2025-11-01 16:44:07,082] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 41.90 + +[2025-11-01 16:44:07,767] [INFO ] ===========> Epoch: 31, LR: 0.00006, Best mIoU [clip/dinov3]: 78.98/41.90 +[2025-11-01 16:44:08,956] [INFO ] Iters: 0 train/iter_time: 0.547, train/clip/loss_all: 0.124, train/clip/loss_x: 0.166, train/clip/loss_s1: 0.004, train/clip/loss_s2: 0.016, train/clip/loss_fp: 0.026, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.275, train/dinov3/loss_x: 0.429, train/dinov3/loss_s1: 0.031, train/dinov3/loss_s2: 0.168, train/dinov3/loss_fp: 0.016, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 16:45:03,607] [INFO ] Iters: 100 train/iter_time: 0.546, train/clip/loss_all: 0.096, train/clip/loss_x: 0.098, train/clip/loss_s1: 0.076, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.426, train/dinov3/loss_x: 0.746, train/dinov3/loss_s1: 0.085, train/dinov3/loss_s2: 0.078, train/dinov3/loss_fp: 0.014, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 16:45:58,240] [INFO ] Iters: 200 train/iter_time: 0.546, train/clip/loss_all: 0.094, train/clip/loss_x: 0.099, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.435, train/dinov3/loss_x: 0.752, train/dinov3/loss_s1: 0.079, train/dinov3/loss_s2: 0.131, train/dinov3/loss_fp: 0.013, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 16:46:52,845] [INFO ] Iters: 300 train/iter_time: 0.545, train/clip/loss_all: 0.101, train/clip/loss_x: 0.108, train/clip/loss_s1: 0.052, train/clip/loss_s2: 0.067, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.439, train/dinov3/loss_x: 0.742, train/dinov3/loss_s1: 0.115, train/dinov3/loss_s2: 0.156, train/dinov3/loss_fp: 0.013, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 16:47:47,315] [INFO ] Iters: 400 train/iter_time: 0.544, train/clip/loss_all: 0.096, train/clip/loss_x: 0.097, train/clip/loss_s1: 0.061, train/clip/loss_s2: 0.064, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.397, train/dinov3/loss_x: 0.694, train/dinov3/loss_s1: 0.061, train/dinov3/loss_s2: 0.067, train/dinov3/loss_fp: 0.012, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 16:48:41,944] [INFO ] Iters: 500 train/iter_time: 0.546, train/clip/loss_all: 0.099, train/clip/loss_x: 0.103, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.061, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.469, train/dinov3/loss_x: 0.782, train/dinov3/loss_s1: 0.138, train/dinov3/loss_s2: 0.172, train/dinov3/loss_fp: 0.029, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 16:49:36,509] [INFO ] Iters: 600 train/iter_time: 0.545, train/clip/loss_all: 0.113, train/clip/loss_x: 0.116, train/clip/loss_s1: 0.073, train/clip/loss_s2: 0.072, train/clip/loss_fp: 0.007, train/clip/stabilization_loss: 0.035, train/dinov3/loss_all: 0.447, train/dinov3/loss_x: 0.758, train/dinov3/loss_s1: 0.115, train/dinov3/loss_s2: 0.103, train/dinov3/loss_fp: 0.022, train/dinov3/stabilization_loss: 0.035 +[2025-11-01 16:50:31,159] [INFO ] Iters: 700 train/iter_time: 0.546, train/clip/loss_all: 0.100, train/clip/loss_x: 0.106, train/clip/loss_s1: 0.052, train/clip/loss_s2: 0.065, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.420, train/dinov3/loss_x: 0.704, train/dinov3/loss_s1: 0.147, train/dinov3/loss_s2: 0.110, train/dinov3/loss_fp: 0.020, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 16:51:25,961] [INFO ] Iters: 800 train/iter_time: 0.547, train/clip/loss_all: 0.105, train/clip/loss_x: 0.121, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.040, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.434, train/dinov3/loss_x: 0.744, train/dinov3/loss_s1: 0.127, train/dinov3/loss_s2: 0.063, train/dinov3/loss_fp: 0.021, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 16:52:20,613] [INFO ] Iters: 900 train/iter_time: 0.546, train/clip/loss_all: 0.097, train/clip/loss_x: 0.092, train/clip/loss_s1: 0.067, train/clip/loss_s2: 0.048, train/clip/loss_fp: 0.019, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.420, train/dinov3/loss_x: 0.699, train/dinov3/loss_s1: 0.078, train/dinov3/loss_s2: 0.087, train/dinov3/loss_fp: 0.073, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 16:53:15,149] [INFO ] Iters: 1000 train/iter_time: 0.545, train/clip/loss_all: 0.108, train/clip/loss_x: 0.122, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.056, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.434, train/dinov3/loss_x: 0.753, train/dinov3/loss_s1: 0.070, train/dinov3/loss_s2: 0.103, train/dinov3/loss_fp: 0.014, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 16:54:08,083] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 16:54:08,084] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 16:54:08,084] [INFO ] Class [0 impervious_surface] IoU: 86.49 +[2025-11-01 16:54:08,084] [INFO ] Class [1 building] IoU: 91.36 +[2025-11-01 16:54:08,084] [INFO ] Class [2 low_vegetation] IoU: 77.16 +[2025-11-01 16:54:08,084] [INFO ] Class [3 tree] IoU: 76.77 +[2025-11-01 16:54:08,085] [INFO ] Class [4 car] IoU: 87.99 +[2025-11-01 16:54:08,085] [INFO ] Class [5 clutter] IoU: 53.65 +[2025-11-01 16:54:08,085] [INFO ] MeanIoU (clip, zegclip_sliding_window): 78.90 + +[2025-11-01 16:54:08,085] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 16:54:08,085] [INFO ] Class [0 impervious_surface] IoU: 58.30 +[2025-11-01 16:54:08,085] [INFO ] Class [1 building] IoU: 58.97 +[2025-11-01 16:54:08,085] [INFO ] Class [2 low_vegetation] IoU: 46.17 +[2025-11-01 16:54:08,085] [INFO ] Class [3 tree] IoU: 24.73 +[2025-11-01 16:54:08,085] [INFO ] Class [4 car] IoU: 41.66 +[2025-11-01 16:54:08,086] [INFO ] Class [5 clutter] IoU: 17.30 +[2025-11-01 16:54:08,086] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 41.19 + +[2025-11-01 16:54:08,094] [INFO ] ===========> Epoch: 32, LR: 0.00006, Best mIoU [clip/dinov3]: 78.98/41.90 +[2025-11-01 16:54:09,159] [INFO ] Iters: 0 train/iter_time: 0.569, train/clip/loss_all: 0.015, train/clip/loss_x: 0.001, train/clip/loss_s1: 0.002, train/clip/loss_s2: 0.004, train/clip/loss_fp: 0.001, train/clip/stabilization_loss: 0.013, train/dinov3/loss_all: 0.705, train/dinov3/loss_x: 0.999, train/dinov3/loss_s1: 0.009, train/dinov3/loss_s2: 1.517, train/dinov3/loss_fp: 0.005, train/dinov3/stabilization_loss: 0.013 +[2025-11-01 16:55:03,712] [INFO ] Iters: 100 train/iter_time: 0.545, train/clip/loss_all: 0.112, train/clip/loss_x: 0.119, train/clip/loss_s1: 0.076, train/clip/loss_s2: 0.072, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.465, train/dinov3/loss_x: 0.775, train/dinov3/loss_s1: 0.141, train/dinov3/loss_s2: 0.139, train/dinov3/loss_fp: 0.038, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 16:55:58,279] [INFO ] Iters: 200 train/iter_time: 0.545, train/clip/loss_all: 0.093, train/clip/loss_x: 0.099, train/clip/loss_s1: 0.057, train/clip/loss_s2: 0.047, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.413, train/dinov3/loss_x: 0.709, train/dinov3/loss_s1: 0.102, train/dinov3/loss_s2: 0.099, train/dinov3/loss_fp: 0.016, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 16:56:52,754] [INFO ] Iters: 300 train/iter_time: 0.544, train/clip/loss_all: 0.091, train/clip/loss_x: 0.095, train/clip/loss_s1: 0.064, train/clip/loss_s2: 0.048, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.414, train/dinov3/loss_x: 0.686, train/dinov3/loss_s1: 0.141, train/dinov3/loss_s2: 0.155, train/dinov3/loss_fp: 0.022, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 16:57:47,273] [INFO ] Iters: 400 train/iter_time: 0.545, train/clip/loss_all: 0.101, train/clip/loss_x: 0.101, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.084, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.456, train/dinov3/loss_x: 0.766, train/dinov3/loss_s1: 0.151, train/dinov3/loss_s2: 0.137, train/dinov3/loss_fp: 0.020, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 16:58:41,888] [INFO ] Iters: 500 train/iter_time: 0.545, train/clip/loss_all: 0.101, train/clip/loss_x: 0.117, train/clip/loss_s1: 0.060, train/clip/loss_s2: 0.035, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.421, train/dinov3/loss_x: 0.727, train/dinov3/loss_s1: 0.088, train/dinov3/loss_s2: 0.082, train/dinov3/loss_fp: 0.026, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 16:59:36,643] [INFO ] Iters: 600 train/iter_time: 0.547, train/clip/loss_all: 0.097, train/clip/loss_x: 0.102, train/clip/loss_s1: 0.045, train/clip/loss_s2: 0.052, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.409, train/dinov3/loss_x: 0.692, train/dinov3/loss_s1: 0.112, train/dinov3/loss_s2: 0.095, train/dinov3/loss_fp: 0.016, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 17:00:31,130] [INFO ] Iters: 700 train/iter_time: 0.544, train/clip/loss_all: 0.097, train/clip/loss_x: 0.107, train/clip/loss_s1: 0.043, train/clip/loss_s2: 0.066, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.440, train/dinov3/loss_x: 0.734, train/dinov3/loss_s1: 0.183, train/dinov3/loss_s2: 0.111, train/dinov3/loss_fp: 0.028, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 17:01:25,824] [INFO ] Iters: 800 train/iter_time: 0.546, train/clip/loss_all: 0.095, train/clip/loss_x: 0.095, train/clip/loss_s1: 0.046, train/clip/loss_s2: 0.084, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.393, train/dinov3/loss_x: 0.659, train/dinov3/loss_s1: 0.116, train/dinov3/loss_s2: 0.100, train/dinov3/loss_fp: 0.021, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 17:02:20,447] [INFO ] Iters: 900 train/iter_time: 0.546, train/clip/loss_all: 0.103, train/clip/loss_x: 0.103, train/clip/loss_s1: 0.079, train/clip/loss_s2: 0.073, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.421, train/dinov3/loss_x: 0.726, train/dinov3/loss_s1: 0.091, train/dinov3/loss_s2: 0.096, train/dinov3/loss_fp: 0.010, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 17:03:14,968] [INFO ] Iters: 1000 train/iter_time: 0.545, train/clip/loss_all: 0.104, train/clip/loss_x: 0.110, train/clip/loss_s1: 0.063, train/clip/loss_s2: 0.042, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.035, train/dinov3/loss_all: 0.440, train/dinov3/loss_x: 0.736, train/dinov3/loss_s1: 0.137, train/dinov3/loss_s2: 0.091, train/dinov3/loss_fp: 0.034, train/dinov3/stabilization_loss: 0.035 +[2025-11-01 17:04:08,378] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 17:04:08,379] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 17:04:08,379] [INFO ] Class [0 impervious_surface] IoU: 86.71 +[2025-11-01 17:04:08,379] [INFO ] Class [1 building] IoU: 91.26 +[2025-11-01 17:04:08,379] [INFO ] Class [2 low_vegetation] IoU: 77.15 +[2025-11-01 17:04:08,379] [INFO ] Class [3 tree] IoU: 77.40 +[2025-11-01 17:04:08,379] [INFO ] Class [4 car] IoU: 88.28 +[2025-11-01 17:04:08,379] [INFO ] Class [5 clutter] IoU: 53.92 +[2025-11-01 17:04:08,379] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.12 + +[2025-11-01 17:04:08,379] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 17:04:08,379] [INFO ] Class [0 impervious_surface] IoU: 58.71 +[2025-11-01 17:04:08,379] [INFO ] Class [1 building] IoU: 60.78 +[2025-11-01 17:04:08,379] [INFO ] Class [2 low_vegetation] IoU: 44.12 +[2025-11-01 17:04:08,379] [INFO ] Class [3 tree] IoU: 25.67 +[2025-11-01 17:04:08,379] [INFO ] Class [4 car] IoU: 41.63 +[2025-11-01 17:04:08,379] [INFO ] Class [5 clutter] IoU: 21.26 +[2025-11-01 17:04:08,379] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 42.03 + +[2025-11-01 17:04:09,576] [INFO ] ===========> Epoch: 33, LR: 0.00006, Best mIoU [clip/dinov3]: 79.12/42.03 +[2025-11-01 17:04:10,582] [INFO ] Iters: 0 train/iter_time: 0.558, train/clip/loss_all: 0.050, train/clip/loss_x: 0.039, train/clip/loss_s1: 0.007, train/clip/loss_s2: 0.025, train/clip/loss_fp: 0.001, train/clip/stabilization_loss: 0.027, train/dinov3/loss_all: 0.259, train/dinov3/loss_x: 0.464, train/dinov3/loss_s1: 0.000, train/dinov3/loss_s2: 0.001, train/dinov3/loss_fp: 0.001, train/dinov3/stabilization_loss: 0.027 +[2025-11-01 17:05:04,928] [INFO ] Iters: 100 train/iter_time: 0.543, train/clip/loss_all: 0.094, train/clip/loss_x: 0.095, train/clip/loss_s1: 0.053, train/clip/loss_s2: 0.071, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.431, train/dinov3/loss_x: 0.729, train/dinov3/loss_s1: 0.133, train/dinov3/loss_s2: 0.119, train/dinov3/loss_fp: 0.019, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 17:05:59,362] [INFO ] Iters: 200 train/iter_time: 0.544, train/clip/loss_all: 0.104, train/clip/loss_x: 0.116, train/clip/loss_s1: 0.048, train/clip/loss_s2: 0.074, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.443, train/dinov3/loss_x: 0.739, train/dinov3/loss_s1: 0.223, train/dinov3/loss_s2: 0.090, train/dinov3/loss_fp: 0.011, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 17:06:53,712] [INFO ] Iters: 300 train/iter_time: 0.543, train/clip/loss_all: 0.096, train/clip/loss_x: 0.099, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.074, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.423, train/dinov3/loss_x: 0.700, train/dinov3/loss_s1: 0.185, train/dinov3/loss_s2: 0.138, train/dinov3/loss_fp: 0.013, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 17:07:48,062] [INFO ] Iters: 400 train/iter_time: 0.543, train/clip/loss_all: 0.101, train/clip/loss_x: 0.106, train/clip/loss_s1: 0.057, train/clip/loss_s2: 0.067, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.435, train/dinov3/loss_x: 0.732, train/dinov3/loss_s1: 0.133, train/dinov3/loss_s2: 0.124, train/dinov3/loss_fp: 0.020, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 17:08:42,449] [INFO ] Iters: 500 train/iter_time: 0.543, train/clip/loss_all: 0.099, train/clip/loss_x: 0.105, train/clip/loss_s1: 0.057, train/clip/loss_s2: 0.061, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.466, train/dinov3/loss_x: 0.776, train/dinov3/loss_s1: 0.189, train/dinov3/loss_s2: 0.092, train/dinov3/loss_fp: 0.047, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 17:09:36,877] [INFO ] Iters: 600 train/iter_time: 0.544, train/clip/loss_all: 0.096, train/clip/loss_x: 0.101, train/clip/loss_s1: 0.049, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.432, train/dinov3/loss_x: 0.726, train/dinov3/loss_s1: 0.109, train/dinov3/loss_s2: 0.150, train/dinov3/loss_fp: 0.019, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 17:10:31,402] [INFO ] Iters: 700 train/iter_time: 0.545, train/clip/loss_all: 0.100, train/clip/loss_x: 0.101, train/clip/loss_s1: 0.059, train/clip/loss_s2: 0.092, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.405, train/dinov3/loss_x: 0.702, train/dinov3/loss_s1: 0.091, train/dinov3/loss_s2: 0.067, train/dinov3/loss_fp: 0.012, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 17:11:25,751] [INFO ] Iters: 800 train/iter_time: 0.543, train/clip/loss_all: 0.101, train/clip/loss_x: 0.107, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.054, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.404, train/dinov3/loss_x: 0.665, train/dinov3/loss_s1: 0.138, train/dinov3/loss_s2: 0.103, train/dinov3/loss_fp: 0.032, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 17:12:20,174] [INFO ] Iters: 900 train/iter_time: 0.544, train/clip/loss_all: 0.093, train/clip/loss_x: 0.100, train/clip/loss_s1: 0.041, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.436, train/dinov3/loss_x: 0.716, train/dinov3/loss_s1: 0.180, train/dinov3/loss_s2: 0.130, train/dinov3/loss_fp: 0.031, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 17:13:14,829] [INFO ] Iters: 1000 train/iter_time: 0.546, train/clip/loss_all: 0.095, train/clip/loss_x: 0.106, train/clip/loss_s1: 0.039, train/clip/loss_s2: 0.049, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.435, train/dinov3/loss_x: 0.723, train/dinov3/loss_s1: 0.141, train/dinov3/loss_s2: 0.157, train/dinov3/loss_fp: 0.023, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 17:14:08,257] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 17:14:08,257] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 17:14:08,258] [INFO ] Class [0 impervious_surface] IoU: 86.88 +[2025-11-01 17:14:08,258] [INFO ] Class [1 building] IoU: 91.69 +[2025-11-01 17:14:08,258] [INFO ] Class [2 low_vegetation] IoU: 77.40 +[2025-11-01 17:14:08,258] [INFO ] Class [3 tree] IoU: 77.33 +[2025-11-01 17:14:08,258] [INFO ] Class [4 car] IoU: 88.04 +[2025-11-01 17:14:08,258] [INFO ] Class [5 clutter] IoU: 54.25 +[2025-11-01 17:14:08,258] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.27 + +[2025-11-01 17:14:08,258] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 17:14:08,258] [INFO ] Class [0 impervious_surface] IoU: 55.77 +[2025-11-01 17:14:08,258] [INFO ] Class [1 building] IoU: 59.67 +[2025-11-01 17:14:08,258] [INFO ] Class [2 low_vegetation] IoU: 48.14 +[2025-11-01 17:14:08,258] [INFO ] Class [3 tree] IoU: 24.15 +[2025-11-01 17:14:08,258] [INFO ] Class [4 car] IoU: 40.30 +[2025-11-01 17:14:08,258] [INFO ] Class [5 clutter] IoU: 18.26 +[2025-11-01 17:14:08,258] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 41.05 + +[2025-11-01 17:14:08,921] [INFO ] ===========> Epoch: 34, LR: 0.00006, Best mIoU [clip/dinov3]: 79.27/42.03 +[2025-11-01 17:14:10,071] [INFO ] Iters: 0 train/iter_time: 0.538, train/clip/loss_all: 0.053, train/clip/loss_x: 0.037, train/clip/loss_s1: 0.003, train/clip/loss_s2: 0.003, train/clip/loss_fp: 0.021, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.224, train/dinov3/loss_x: 0.384, train/dinov3/loss_s1: 0.004, train/dinov3/loss_s2: 0.020, train/dinov3/loss_fp: 0.000, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 17:15:04,449] [INFO ] Iters: 100 train/iter_time: 0.543, train/clip/loss_all: 0.096, train/clip/loss_x: 0.106, train/clip/loss_s1: 0.043, train/clip/loss_s2: 0.052, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.447, train/dinov3/loss_x: 0.774, train/dinov3/loss_s1: 0.120, train/dinov3/loss_s2: 0.090, train/dinov3/loss_fp: 0.010, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 17:15:58,844] [INFO ] Iters: 200 train/iter_time: 0.543, train/clip/loss_all: 0.088, train/clip/loss_x: 0.091, train/clip/loss_s1: 0.060, train/clip/loss_s2: 0.050, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.411, train/dinov3/loss_x: 0.686, train/dinov3/loss_s1: 0.131, train/dinov3/loss_s2: 0.121, train/dinov3/loss_fp: 0.030, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 17:16:53,280] [INFO ] Iters: 300 train/iter_time: 0.544, train/clip/loss_all: 0.092, train/clip/loss_x: 0.093, train/clip/loss_s1: 0.045, train/clip/loss_s2: 0.062, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.422, train/dinov3/loss_x: 0.708, train/dinov3/loss_s1: 0.098, train/dinov3/loss_s2: 0.152, train/dinov3/loss_fp: 0.019, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 17:17:47,716] [INFO ] Iters: 400 train/iter_time: 0.544, train/clip/loss_all: 0.098, train/clip/loss_x: 0.104, train/clip/loss_s1: 0.051, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.416, train/dinov3/loss_x: 0.709, train/dinov3/loss_s1: 0.094, train/dinov3/loss_s2: 0.103, train/dinov3/loss_fp: 0.022, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 17:18:42,070] [INFO ] Iters: 500 train/iter_time: 0.543, train/clip/loss_all: 0.097, train/clip/loss_x: 0.101, train/clip/loss_s1: 0.047, train/clip/loss_s2: 0.072, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.447, train/dinov3/loss_x: 0.766, train/dinov3/loss_s1: 0.129, train/dinov3/loss_s2: 0.111, train/dinov3/loss_fp: 0.014, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 17:19:36,641] [INFO ] Iters: 600 train/iter_time: 0.545, train/clip/loss_all: 0.096, train/clip/loss_x: 0.097, train/clip/loss_s1: 0.052, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.462, train/dinov3/loss_x: 0.767, train/dinov3/loss_s1: 0.171, train/dinov3/loss_s2: 0.148, train/dinov3/loss_fp: 0.023, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 17:20:31,272] [INFO ] Iters: 700 train/iter_time: 0.546, train/clip/loss_all: 0.097, train/clip/loss_x: 0.097, train/clip/loss_s1: 0.076, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.443, train/dinov3/loss_x: 0.743, train/dinov3/loss_s1: 0.146, train/dinov3/loss_s2: 0.104, train/dinov3/loss_fp: 0.035, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 17:21:25,857] [INFO ] Iters: 800 train/iter_time: 0.545, train/clip/loss_all: 0.094, train/clip/loss_x: 0.094, train/clip/loss_s1: 0.060, train/clip/loss_s2: 0.067, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.400, train/dinov3/loss_x: 0.673, train/dinov3/loss_s1: 0.121, train/dinov3/loss_s2: 0.098, train/dinov3/loss_fp: 0.018, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 17:22:20,407] [INFO ] Iters: 900 train/iter_time: 0.545, train/clip/loss_all: 0.096, train/clip/loss_x: 0.103, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.447, train/dinov3/loss_x: 0.746, train/dinov3/loss_s1: 0.159, train/dinov3/loss_s2: 0.175, train/dinov3/loss_fp: 0.010, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 17:23:14,959] [INFO ] Iters: 1000 train/iter_time: 0.545, train/clip/loss_all: 0.096, train/clip/loss_x: 0.103, train/clip/loss_s1: 0.062, train/clip/loss_s2: 0.048, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.403, train/dinov3/loss_x: 0.680, train/dinov3/loss_s1: 0.102, train/dinov3/loss_s2: 0.107, train/dinov3/loss_fp: 0.024, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 17:24:08,060] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 17:24:08,060] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 17:24:08,060] [INFO ] Class [0 impervious_surface] IoU: 86.36 +[2025-11-01 17:24:08,060] [INFO ] Class [1 building] IoU: 91.71 +[2025-11-01 17:24:08,060] [INFO ] Class [2 low_vegetation] IoU: 77.42 +[2025-11-01 17:24:08,060] [INFO ] Class [3 tree] IoU: 77.07 +[2025-11-01 17:24:08,060] [INFO ] Class [4 car] IoU: 87.34 +[2025-11-01 17:24:08,060] [INFO ] Class [5 clutter] IoU: 53.24 +[2025-11-01 17:24:08,060] [INFO ] MeanIoU (clip, zegclip_sliding_window): 78.85 + +[2025-11-01 17:24:08,060] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 17:24:08,060] [INFO ] Class [0 impervious_surface] IoU: 59.07 +[2025-11-01 17:24:08,060] [INFO ] Class [1 building] IoU: 58.13 +[2025-11-01 17:24:08,060] [INFO ] Class [2 low_vegetation] IoU: 49.50 +[2025-11-01 17:24:08,060] [INFO ] Class [3 tree] IoU: 19.49 +[2025-11-01 17:24:08,060] [INFO ] Class [4 car] IoU: 38.88 +[2025-11-01 17:24:08,061] [INFO ] Class [5 clutter] IoU: 19.70 +[2025-11-01 17:24:08,061] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 40.79 + +[2025-11-01 17:24:08,069] [INFO ] ===========> Epoch: 35, LR: 0.00006, Best mIoU [clip/dinov3]: 79.27/42.03 +[2025-11-01 17:24:09,249] [INFO ] Iters: 0 train/iter_time: 0.547, train/clip/loss_all: 0.105, train/clip/loss_x: 0.163, train/clip/loss_s1: 0.015, train/clip/loss_s2: 0.005, train/clip/loss_fp: 0.000, train/clip/stabilization_loss: 0.021, train/dinov3/loss_all: 0.505, train/dinov3/loss_x: 0.967, train/dinov3/loss_s1: 0.000, train/dinov3/loss_s2: 0.000, train/dinov3/loss_fp: 0.000, train/dinov3/stabilization_loss: 0.021 +[2025-11-01 17:25:03,645] [INFO ] Iters: 100 train/iter_time: 0.543, train/clip/loss_all: 0.098, train/clip/loss_x: 0.102, train/clip/loss_s1: 0.051, train/clip/loss_s2: 0.084, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.417, train/dinov3/loss_x: 0.702, train/dinov3/loss_s1: 0.153, train/dinov3/loss_s2: 0.088, train/dinov3/loss_fp: 0.029, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 17:25:58,134] [INFO ] Iters: 200 train/iter_time: 0.544, train/clip/loss_all: 0.092, train/clip/loss_x: 0.102, train/clip/loss_s1: 0.045, train/clip/loss_s2: 0.047, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.407, train/dinov3/loss_x: 0.686, train/dinov3/loss_s1: 0.121, train/dinov3/loss_s2: 0.138, train/dinov3/loss_fp: 0.009, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 17:26:52,709] [INFO ] Iters: 300 train/iter_time: 0.545, train/clip/loss_all: 0.094, train/clip/loss_x: 0.101, train/clip/loss_s1: 0.046, train/clip/loss_s2: 0.056, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.440, train/dinov3/loss_x: 0.745, train/dinov3/loss_s1: 0.119, train/dinov3/loss_s2: 0.136, train/dinov3/loss_fp: 0.023, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 17:27:47,306] [INFO ] Iters: 400 train/iter_time: 0.545, train/clip/loss_all: 0.098, train/clip/loss_x: 0.101, train/clip/loss_s1: 0.064, train/clip/loss_s2: 0.075, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.419, train/dinov3/loss_x: 0.715, train/dinov3/loss_s1: 0.107, train/dinov3/loss_s2: 0.112, train/dinov3/loss_fp: 0.018, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 17:28:41,717] [INFO ] Iters: 500 train/iter_time: 0.543, train/clip/loss_all: 0.095, train/clip/loss_x: 0.098, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.053, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.407, train/dinov3/loss_x: 0.682, train/dinov3/loss_s1: 0.115, train/dinov3/loss_s2: 0.100, train/dinov3/loss_fp: 0.033, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 17:29:36,131] [INFO ] Iters: 600 train/iter_time: 0.544, train/clip/loss_all: 0.105, train/clip/loss_x: 0.113, train/clip/loss_s1: 0.055, train/clip/loss_s2: 0.067, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.417, train/dinov3/loss_x: 0.691, train/dinov3/loss_s1: 0.133, train/dinov3/loss_s2: 0.125, train/dinov3/loss_fp: 0.023, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 17:30:30,637] [INFO ] Iters: 700 train/iter_time: 0.544, train/clip/loss_all: 0.096, train/clip/loss_x: 0.101, train/clip/loss_s1: 0.045, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.462, train/dinov3/loss_x: 0.749, train/dinov3/loss_s1: 0.155, train/dinov3/loss_s2: 0.247, train/dinov3/loss_fp: 0.017, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 17:31:25,144] [INFO ] Iters: 800 train/iter_time: 0.544, train/clip/loss_all: 0.092, train/clip/loss_x: 0.093, train/clip/loss_s1: 0.067, train/clip/loss_s2: 0.064, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.417, train/dinov3/loss_x: 0.689, train/dinov3/loss_s1: 0.156, train/dinov3/loss_s2: 0.166, train/dinov3/loss_fp: 0.016, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 17:32:19,602] [INFO ] Iters: 900 train/iter_time: 0.544, train/clip/loss_all: 0.089, train/clip/loss_x: 0.097, train/clip/loss_s1: 0.043, train/clip/loss_s2: 0.049, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.028, train/dinov3/loss_all: 0.383, train/dinov3/loss_x: 0.624, train/dinov3/loss_s1: 0.123, train/dinov3/loss_s2: 0.134, train/dinov3/loss_fp: 0.044, train/dinov3/stabilization_loss: 0.028 +[2025-11-01 17:33:14,105] [INFO ] Iters: 1000 train/iter_time: 0.544, train/clip/loss_all: 0.093, train/clip/loss_x: 0.097, train/clip/loss_s1: 0.069, train/clip/loss_s2: 0.044, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.451, train/dinov3/loss_x: 0.753, train/dinov3/loss_s1: 0.125, train/dinov3/loss_s2: 0.124, train/dinov3/loss_fp: 0.054, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 17:34:07,144] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 17:34:07,144] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 17:34:07,144] [INFO ] Class [0 impervious_surface] IoU: 86.89 +[2025-11-01 17:34:07,145] [INFO ] Class [1 building] IoU: 91.79 +[2025-11-01 17:34:07,145] [INFO ] Class [2 low_vegetation] IoU: 77.04 +[2025-11-01 17:34:07,145] [INFO ] Class [3 tree] IoU: 76.74 +[2025-11-01 17:34:07,145] [INFO ] Class [4 car] IoU: 88.61 +[2025-11-01 17:34:07,146] [INFO ] Class [5 clutter] IoU: 53.91 +[2025-11-01 17:34:07,146] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.16 + +[2025-11-01 17:34:07,146] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 17:34:07,146] [INFO ] Class [0 impervious_surface] IoU: 57.98 +[2025-11-01 17:34:07,146] [INFO ] Class [1 building] IoU: 59.41 +[2025-11-01 17:34:07,146] [INFO ] Class [2 low_vegetation] IoU: 46.11 +[2025-11-01 17:34:07,146] [INFO ] Class [3 tree] IoU: 27.75 +[2025-11-01 17:34:07,146] [INFO ] Class [4 car] IoU: 42.55 +[2025-11-01 17:34:07,146] [INFO ] Class [5 clutter] IoU: 19.85 +[2025-11-01 17:34:07,146] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 42.28 + +[2025-11-01 17:34:07,875] [INFO ] ===========> Epoch: 36, LR: 0.00006, Best mIoU [clip/dinov3]: 79.27/42.28 +[2025-11-01 17:34:09,059] [INFO ] Iters: 0 train/iter_time: 0.546, train/clip/loss_all: 0.102, train/clip/loss_x: 0.126, train/clip/loss_s1: 0.001, train/clip/loss_s2: 0.004, train/clip/loss_fp: 0.006, train/clip/stabilization_loss: 0.037, train/dinov3/loss_all: 0.375, train/dinov3/loss_x: 0.676, train/dinov3/loss_s1: 0.000, train/dinov3/loss_s2: 0.000, train/dinov3/loss_fp: 0.000, train/dinov3/stabilization_loss: 0.037 +[2025-11-01 17:35:03,470] [INFO ] Iters: 100 train/iter_time: 0.543, train/clip/loss_all: 0.089, train/clip/loss_x: 0.090, train/clip/loss_s1: 0.053, train/clip/loss_s2: 0.061, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.422, train/dinov3/loss_x: 0.706, train/dinov3/loss_s1: 0.155, train/dinov3/loss_s2: 0.123, train/dinov3/loss_fp: 0.019, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 17:35:57,901] [INFO ] Iters: 200 train/iter_time: 0.544, train/clip/loss_all: 0.101, train/clip/loss_x: 0.114, train/clip/loss_s1: 0.047, train/clip/loss_s2: 0.061, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.432, train/dinov3/loss_x: 0.758, train/dinov3/loss_s1: 0.063, train/dinov3/loss_s2: 0.097, train/dinov3/loss_fp: 0.012, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 17:36:52,471] [INFO ] Iters: 300 train/iter_time: 0.545, train/clip/loss_all: 0.086, train/clip/loss_x: 0.088, train/clip/loss_s1: 0.048, train/clip/loss_s2: 0.054, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.428, train/dinov3/loss_x: 0.746, train/dinov3/loss_s1: 0.074, train/dinov3/loss_s2: 0.098, train/dinov3/loss_fp: 0.019, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 17:37:46,955] [INFO ] Iters: 400 train/iter_time: 0.544, train/clip/loss_all: 0.091, train/clip/loss_x: 0.090, train/clip/loss_s1: 0.045, train/clip/loss_s2: 0.044, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.424, train/dinov3/loss_x: 0.700, train/dinov3/loss_s1: 0.161, train/dinov3/loss_s2: 0.125, train/dinov3/loss_fp: 0.017, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 17:38:41,477] [INFO ] Iters: 500 train/iter_time: 0.545, train/clip/loss_all: 0.089, train/clip/loss_x: 0.100, train/clip/loss_s1: 0.041, train/clip/loss_s2: 0.046, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.028, train/dinov3/loss_all: 0.445, train/dinov3/loss_x: 0.758, train/dinov3/loss_s1: 0.145, train/dinov3/loss_s2: 0.117, train/dinov3/loss_fp: 0.020, train/dinov3/stabilization_loss: 0.028 +[2025-11-01 17:39:35,837] [INFO ] Iters: 600 train/iter_time: 0.543, train/clip/loss_all: 0.091, train/clip/loss_x: 0.093, train/clip/loss_s1: 0.052, train/clip/loss_s2: 0.049, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.410, train/dinov3/loss_x: 0.706, train/dinov3/loss_s1: 0.078, train/dinov3/loss_s2: 0.102, train/dinov3/loss_fp: 0.011, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 17:40:30,375] [INFO ] Iters: 700 train/iter_time: 0.545, train/clip/loss_all: 0.097, train/clip/loss_x: 0.102, train/clip/loss_s1: 0.047, train/clip/loss_s2: 0.078, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.410, train/dinov3/loss_x: 0.703, train/dinov3/loss_s1: 0.091, train/dinov3/loss_s2: 0.114, train/dinov3/loss_fp: 0.012, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 17:41:25,054] [INFO ] Iters: 800 train/iter_time: 0.546, train/clip/loss_all: 0.101, train/clip/loss_x: 0.106, train/clip/loss_s1: 0.064, train/clip/loss_s2: 0.064, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.419, train/dinov3/loss_x: 0.700, train/dinov3/loss_s1: 0.139, train/dinov3/loss_s2: 0.131, train/dinov3/loss_fp: 0.018, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 17:42:19,492] [INFO ] Iters: 900 train/iter_time: 0.544, train/clip/loss_all: 0.104, train/clip/loss_x: 0.107, train/clip/loss_s1: 0.069, train/clip/loss_s2: 0.072, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.433, train/dinov3/loss_x: 0.763, train/dinov3/loss_s1: 0.064, train/dinov3/loss_s2: 0.073, train/dinov3/loss_fp: 0.009, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 17:43:13,994] [INFO ] Iters: 1000 train/iter_time: 0.544, train/clip/loss_all: 0.095, train/clip/loss_x: 0.093, train/clip/loss_s1: 0.065, train/clip/loss_s2: 0.063, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.413, train/dinov3/loss_x: 0.701, train/dinov3/loss_s1: 0.090, train/dinov3/loss_s2: 0.120, train/dinov3/loss_fp: 0.018, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 17:44:07,713] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 17:44:07,714] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 17:44:07,714] [INFO ] Class [0 impervious_surface] IoU: 87.10 +[2025-11-01 17:44:07,714] [INFO ] Class [1 building] IoU: 91.57 +[2025-11-01 17:44:07,715] [INFO ] Class [2 low_vegetation] IoU: 76.41 +[2025-11-01 17:44:07,715] [INFO ] Class [3 tree] IoU: 77.11 +[2025-11-01 17:44:07,715] [INFO ] Class [4 car] IoU: 88.39 +[2025-11-01 17:44:07,716] [INFO ] Class [5 clutter] IoU: 53.29 +[2025-11-01 17:44:07,716] [INFO ] MeanIoU (clip, zegclip_sliding_window): 78.98 + +[2025-11-01 17:44:07,716] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 17:44:07,716] [INFO ] Class [0 impervious_surface] IoU: 57.38 +[2025-11-01 17:44:07,716] [INFO ] Class [1 building] IoU: 60.78 +[2025-11-01 17:44:07,716] [INFO ] Class [2 low_vegetation] IoU: 34.61 +[2025-11-01 17:44:07,716] [INFO ] Class [3 tree] IoU: 33.93 +[2025-11-01 17:44:07,716] [INFO ] Class [4 car] IoU: 38.31 +[2025-11-01 17:44:07,716] [INFO ] Class [5 clutter] IoU: 18.88 +[2025-11-01 17:44:07,717] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 40.65 + +[2025-11-01 17:44:07,727] [INFO ] ===========> Epoch: 37, LR: 0.00006, Best mIoU [clip/dinov3]: 79.27/42.28 +[2025-11-01 17:44:09,026] [INFO ] Iters: 0 train/iter_time: 0.627, train/clip/loss_all: 0.096, train/clip/loss_x: 0.076, train/clip/loss_s1: 0.005, train/clip/loss_s2: 0.013, train/clip/loss_fp: 0.000, train/clip/stabilization_loss: 0.056, train/dinov3/loss_all: 0.332, train/dinov3/loss_x: 0.551, train/dinov3/loss_s1: 0.000, train/dinov3/loss_s2: 0.000, train/dinov3/loss_fp: 0.000, train/dinov3/stabilization_loss: 0.056 +[2025-11-01 17:45:03,605] [INFO ] Iters: 100 train/iter_time: 0.545, train/clip/loss_all: 0.097, train/clip/loss_x: 0.099, train/clip/loss_s1: 0.057, train/clip/loss_s2: 0.056, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.420, train/dinov3/loss_x: 0.717, train/dinov3/loss_s1: 0.092, train/dinov3/loss_s2: 0.101, train/dinov3/loss_fp: 0.022, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 17:45:58,084] [INFO ] Iters: 200 train/iter_time: 0.544, train/clip/loss_all: 0.097, train/clip/loss_x: 0.099, train/clip/loss_s1: 0.047, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.419, train/dinov3/loss_x: 0.708, train/dinov3/loss_s1: 0.102, train/dinov3/loss_s2: 0.096, train/dinov3/loss_fp: 0.025, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 17:46:52,527] [INFO ] Iters: 300 train/iter_time: 0.544, train/clip/loss_all: 0.091, train/clip/loss_x: 0.089, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.060, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.418, train/dinov3/loss_x: 0.700, train/dinov3/loss_s1: 0.093, train/dinov3/loss_s2: 0.159, train/dinov3/loss_fp: 0.020, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 17:47:47,055] [INFO ] Iters: 400 train/iter_time: 0.545, train/clip/loss_all: 0.097, train/clip/loss_x: 0.096, train/clip/loss_s1: 0.058, train/clip/loss_s2: 0.064, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.435, train/dinov3/loss_x: 0.723, train/dinov3/loss_s1: 0.144, train/dinov3/loss_s2: 0.141, train/dinov3/loss_fp: 0.021, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 17:48:41,814] [INFO ] Iters: 500 train/iter_time: 0.547, train/clip/loss_all: 0.097, train/clip/loss_x: 0.098, train/clip/loss_s1: 0.069, train/clip/loss_s2: 0.057, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.427, train/dinov3/loss_x: 0.726, train/dinov3/loss_s1: 0.093, train/dinov3/loss_s2: 0.100, train/dinov3/loss_fp: 0.033, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 17:49:36,362] [INFO ] Iters: 600 train/iter_time: 0.545, train/clip/loss_all: 0.098, train/clip/loss_x: 0.108, train/clip/loss_s1: 0.063, train/clip/loss_s2: 0.057, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.028, train/dinov3/loss_all: 0.418, train/dinov3/loss_x: 0.718, train/dinov3/loss_s1: 0.110, train/dinov3/loss_s2: 0.104, train/dinov3/loss_fp: 0.016, train/dinov3/stabilization_loss: 0.028 +[2025-11-01 17:50:30,852] [INFO ] Iters: 700 train/iter_time: 0.544, train/clip/loss_all: 0.103, train/clip/loss_x: 0.107, train/clip/loss_s1: 0.058, train/clip/loss_s2: 0.063, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.425, train/dinov3/loss_x: 0.711, train/dinov3/loss_s1: 0.133, train/dinov3/loss_s2: 0.111, train/dinov3/loss_fp: 0.023, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 17:51:25,428] [INFO ] Iters: 800 train/iter_time: 0.545, train/clip/loss_all: 0.094, train/clip/loss_x: 0.101, train/clip/loss_s1: 0.041, train/clip/loss_s2: 0.050, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.405, train/dinov3/loss_x: 0.694, train/dinov3/loss_s1: 0.067, train/dinov3/loss_s2: 0.118, train/dinov3/loss_fp: 0.012, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 17:52:20,019] [INFO ] Iters: 900 train/iter_time: 0.545, train/clip/loss_all: 0.082, train/clip/loss_x: 0.078, train/clip/loss_s1: 0.043, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.364, train/dinov3/loss_x: 0.611, train/dinov3/loss_s1: 0.089, train/dinov3/loss_s2: 0.086, train/dinov3/loss_fp: 0.026, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 17:53:14,609] [INFO ] Iters: 1000 train/iter_time: 0.545, train/clip/loss_all: 0.086, train/clip/loss_x: 0.080, train/clip/loss_s1: 0.058, train/clip/loss_s2: 0.076, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.028, train/dinov3/loss_all: 0.397, train/dinov3/loss_x: 0.655, train/dinov3/loss_s1: 0.142, train/dinov3/loss_s2: 0.160, train/dinov3/loss_fp: 0.014, train/dinov3/stabilization_loss: 0.028 +[2025-11-01 17:54:07,970] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 17:54:07,970] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 17:54:07,970] [INFO ] Class [0 impervious_surface] IoU: 87.06 +[2025-11-01 17:54:07,971] [INFO ] Class [1 building] IoU: 91.93 +[2025-11-01 17:54:07,971] [INFO ] Class [2 low_vegetation] IoU: 76.91 +[2025-11-01 17:54:07,971] [INFO ] Class [3 tree] IoU: 76.97 +[2025-11-01 17:54:07,971] [INFO ] Class [4 car] IoU: 88.42 +[2025-11-01 17:54:07,971] [INFO ] Class [5 clutter] IoU: 52.77 +[2025-11-01 17:54:07,971] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.01 + +[2025-11-01 17:54:07,971] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 17:54:07,971] [INFO ] Class [0 impervious_surface] IoU: 57.37 +[2025-11-01 17:54:07,971] [INFO ] Class [1 building] IoU: 61.35 +[2025-11-01 17:54:07,971] [INFO ] Class [2 low_vegetation] IoU: 47.43 +[2025-11-01 17:54:07,971] [INFO ] Class [3 tree] IoU: 24.04 +[2025-11-01 17:54:07,971] [INFO ] Class [4 car] IoU: 41.51 +[2025-11-01 17:54:07,971] [INFO ] Class [5 clutter] IoU: 21.71 +[2025-11-01 17:54:07,971] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 42.23 + +[2025-11-01 17:54:07,976] [INFO ] ===========> Epoch: 38, LR: 0.00006, Best mIoU [clip/dinov3]: 79.27/42.28 +[2025-11-01 17:54:09,052] [INFO ] Iters: 0 train/iter_time: 0.564, train/clip/loss_all: 0.042, train/clip/loss_x: 0.002, train/clip/loss_s1: 0.008, train/clip/loss_s2: 0.021, train/clip/loss_fp: 0.006, train/clip/stabilization_loss: 0.036, train/dinov3/loss_all: 0.127, train/dinov3/loss_x: 0.161, train/dinov3/loss_s1: 0.004, train/dinov3/loss_s2: 0.042, train/dinov3/loss_fp: 0.019, train/dinov3/stabilization_loss: 0.036 +[2025-11-01 17:55:03,610] [INFO ] Iters: 100 train/iter_time: 0.545, train/clip/loss_all: 0.093, train/clip/loss_x: 0.095, train/clip/loss_s1: 0.055, train/clip/loss_s2: 0.049, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.379, train/dinov3/loss_x: 0.639, train/dinov3/loss_s1: 0.103, train/dinov3/loss_s2: 0.100, train/dinov3/loss_fp: 0.012, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 17:55:57,964] [INFO ] Iters: 200 train/iter_time: 0.543, train/clip/loss_all: 0.104, train/clip/loss_x: 0.116, train/clip/loss_s1: 0.065, train/clip/loss_s2: 0.069, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.432, train/dinov3/loss_x: 0.742, train/dinov3/loss_s1: 0.136, train/dinov3/loss_s2: 0.088, train/dinov3/loss_fp: 0.015, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 17:56:52,430] [INFO ] Iters: 300 train/iter_time: 0.544, train/clip/loss_all: 0.088, train/clip/loss_x: 0.087, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.054, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.423, train/dinov3/loss_x: 0.714, train/dinov3/loss_s1: 0.146, train/dinov3/loss_s2: 0.106, train/dinov3/loss_fp: 0.018, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 17:57:46,828] [INFO ] Iters: 400 train/iter_time: 0.543, train/clip/loss_all: 0.086, train/clip/loss_x: 0.088, train/clip/loss_s1: 0.049, train/clip/loss_s2: 0.044, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.407, train/dinov3/loss_x: 0.667, train/dinov3/loss_s1: 0.155, train/dinov3/loss_s2: 0.161, train/dinov3/loss_fp: 0.018, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 17:58:41,376] [INFO ] Iters: 500 train/iter_time: 0.545, train/clip/loss_all: 0.101, train/clip/loss_x: 0.094, train/clip/loss_s1: 0.079, train/clip/loss_s2: 0.078, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.430, train/dinov3/loss_x: 0.713, train/dinov3/loss_s1: 0.135, train/dinov3/loss_s2: 0.148, train/dinov3/loss_fp: 0.018, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 17:59:35,824] [INFO ] Iters: 600 train/iter_time: 0.544, train/clip/loss_all: 0.093, train/clip/loss_x: 0.091, train/clip/loss_s1: 0.064, train/clip/loss_s2: 0.057, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.404, train/dinov3/loss_x: 0.691, train/dinov3/loss_s1: 0.105, train/dinov3/loss_s2: 0.083, train/dinov3/loss_fp: 0.016, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 18:00:30,231] [INFO ] Iters: 700 train/iter_time: 0.543, train/clip/loss_all: 0.095, train/clip/loss_x: 0.095, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.060, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.442, train/dinov3/loss_x: 0.747, train/dinov3/loss_s1: 0.111, train/dinov3/loss_s2: 0.084, train/dinov3/loss_fp: 0.046, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 18:01:24,574] [INFO ] Iters: 800 train/iter_time: 0.543, train/clip/loss_all: 0.097, train/clip/loss_x: 0.094, train/clip/loss_s1: 0.071, train/clip/loss_s2: 0.076, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.399, train/dinov3/loss_x: 0.697, train/dinov3/loss_s1: 0.066, train/dinov3/loss_s2: 0.064, train/dinov3/loss_fp: 0.012, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 18:02:19,017] [INFO ] Iters: 900 train/iter_time: 0.544, train/clip/loss_all: 0.093, train/clip/loss_x: 0.094, train/clip/loss_s1: 0.048, train/clip/loss_s2: 0.056, train/clip/loss_fp: 0.010, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.412, train/dinov3/loss_x: 0.668, train/dinov3/loss_s1: 0.176, train/dinov3/loss_s2: 0.160, train/dinov3/loss_fp: 0.021, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 18:03:13,397] [INFO ] Iters: 1000 train/iter_time: 0.543, train/clip/loss_all: 0.099, train/clip/loss_x: 0.104, train/clip/loss_s1: 0.041, train/clip/loss_s2: 0.052, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.426, train/dinov3/loss_x: 0.717, train/dinov3/loss_s1: 0.104, train/dinov3/loss_s2: 0.138, train/dinov3/loss_fp: 0.013, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 18:04:06,999] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 18:04:06,999] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 18:04:07,000] [INFO ] Class [0 impervious_surface] IoU: 86.85 +[2025-11-01 18:04:07,000] [INFO ] Class [1 building] IoU: 92.07 +[2025-11-01 18:04:07,000] [INFO ] Class [2 low_vegetation] IoU: 77.28 +[2025-11-01 18:04:07,000] [INFO ] Class [3 tree] IoU: 76.40 +[2025-11-01 18:04:07,000] [INFO ] Class [4 car] IoU: 88.73 +[2025-11-01 18:04:07,000] [INFO ] Class [5 clutter] IoU: 52.63 +[2025-11-01 18:04:07,000] [INFO ] MeanIoU (clip, zegclip_sliding_window): 78.99 + +[2025-11-01 18:04:07,001] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 18:04:07,001] [INFO ] Class [0 impervious_surface] IoU: 58.52 +[2025-11-01 18:04:07,001] [INFO ] Class [1 building] IoU: 61.14 +[2025-11-01 18:04:07,001] [INFO ] Class [2 low_vegetation] IoU: 47.44 +[2025-11-01 18:04:07,001] [INFO ] Class [3 tree] IoU: 26.83 +[2025-11-01 18:04:07,001] [INFO ] Class [4 car] IoU: 43.34 +[2025-11-01 18:04:07,001] [INFO ] Class [5 clutter] IoU: 29.05 +[2025-11-01 18:04:07,001] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 44.39 + +[2025-11-01 18:04:07,678] [INFO ] ===========> Epoch: 39, LR: 0.00005, Best mIoU [clip/dinov3]: 79.27/44.39 +[2025-11-01 18:04:08,895] [INFO ] Iters: 0 train/iter_time: 0.538, train/clip/loss_all: 0.109, train/clip/loss_x: 0.010, train/clip/loss_s1: 0.010, train/clip/loss_s2: 0.540, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.300, train/dinov3/loss_x: 0.501, train/dinov3/loss_s1: 0.027, train/dinov3/loss_s2: 0.090, train/dinov3/loss_fp: 0.002, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 18:05:03,486] [INFO ] Iters: 100 train/iter_time: 0.545, train/clip/loss_all: 0.092, train/clip/loss_x: 0.094, train/clip/loss_s1: 0.045, train/clip/loss_s2: 0.052, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.390, train/dinov3/loss_x: 0.641, train/dinov3/loss_s1: 0.105, train/dinov3/loss_s2: 0.143, train/dinov3/loss_fp: 0.024, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 18:05:57,906] [INFO ] Iters: 200 train/iter_time: 0.544, train/clip/loss_all: 0.094, train/clip/loss_x: 0.097, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.066, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.435, train/dinov3/loss_x: 0.694, train/dinov3/loss_s1: 0.275, train/dinov3/loss_s2: 0.124, train/dinov3/loss_fp: 0.032, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 18:06:52,357] [INFO ] Iters: 300 train/iter_time: 0.544, train/clip/loss_all: 0.094, train/clip/loss_x: 0.091, train/clip/loss_s1: 0.044, train/clip/loss_s2: 0.095, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.401, train/dinov3/loss_x: 0.681, train/dinov3/loss_s1: 0.115, train/dinov3/loss_s2: 0.088, train/dinov3/loss_fp: 0.014, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 18:07:46,759] [INFO ] Iters: 400 train/iter_time: 0.543, train/clip/loss_all: 0.085, train/clip/loss_x: 0.081, train/clip/loss_s1: 0.049, train/clip/loss_s2: 0.057, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.422, train/dinov3/loss_x: 0.677, train/dinov3/loss_s1: 0.204, train/dinov3/loss_s2: 0.180, train/dinov3/loss_fp: 0.020, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 18:08:41,250] [INFO ] Iters: 500 train/iter_time: 0.544, train/clip/loss_all: 0.092, train/clip/loss_x: 0.096, train/clip/loss_s1: 0.041, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.385, train/dinov3/loss_x: 0.671, train/dinov3/loss_s1: 0.048, train/dinov3/loss_s2: 0.070, train/dinov3/loss_fp: 0.015, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 18:09:35,861] [INFO ] Iters: 600 train/iter_time: 0.545, train/clip/loss_all: 0.093, train/clip/loss_x: 0.089, train/clip/loss_s1: 0.071, train/clip/loss_s2: 0.083, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.377, train/dinov3/loss_x: 0.635, train/dinov3/loss_s1: 0.111, train/dinov3/loss_s2: 0.092, train/dinov3/loss_fp: 0.021, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 18:10:30,333] [INFO ] Iters: 700 train/iter_time: 0.544, train/clip/loss_all: 0.095, train/clip/loss_x: 0.097, train/clip/loss_s1: 0.062, train/clip/loss_s2: 0.060, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.402, train/dinov3/loss_x: 0.679, train/dinov3/loss_s1: 0.105, train/dinov3/loss_s2: 0.111, train/dinov3/loss_fp: 0.018, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 18:11:24,733] [INFO ] Iters: 800 train/iter_time: 0.543, train/clip/loss_all: 0.091, train/clip/loss_x: 0.088, train/clip/loss_s1: 0.062, train/clip/loss_s2: 0.066, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.434, train/dinov3/loss_x: 0.693, train/dinov3/loss_s1: 0.245, train/dinov3/loss_s2: 0.157, train/dinov3/loss_fp: 0.025, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 18:12:19,159] [INFO ] Iters: 900 train/iter_time: 0.544, train/clip/loss_all: 0.097, train/clip/loss_x: 0.093, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.084, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.394, train/dinov3/loss_x: 0.652, train/dinov3/loss_s1: 0.066, train/dinov3/loss_s2: 0.182, train/dinov3/loss_fp: 0.018, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 18:13:13,583] [INFO ] Iters: 1000 train/iter_time: 0.544, train/clip/loss_all: 0.096, train/clip/loss_x: 0.094, train/clip/loss_s1: 0.053, train/clip/loss_s2: 0.075, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.420, train/dinov3/loss_x: 0.670, train/dinov3/loss_s1: 0.073, train/dinov3/loss_s2: 0.300, train/dinov3/loss_fp: 0.023, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 18:14:07,614] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 18:14:07,615] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 18:14:07,615] [INFO ] Class [0 impervious_surface] IoU: 86.96 +[2025-11-01 18:14:07,615] [INFO ] Class [1 building] IoU: 91.51 +[2025-11-01 18:14:07,615] [INFO ] Class [2 low_vegetation] IoU: 77.10 +[2025-11-01 18:14:07,615] [INFO ] Class [3 tree] IoU: 77.16 +[2025-11-01 18:14:07,615] [INFO ] Class [4 car] IoU: 88.14 +[2025-11-01 18:14:07,615] [INFO ] Class [5 clutter] IoU: 53.06 +[2025-11-01 18:14:07,615] [INFO ] MeanIoU (clip, zegclip_sliding_window): 78.99 + +[2025-11-01 18:14:07,616] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 18:14:07,616] [INFO ] Class [0 impervious_surface] IoU: 57.14 +[2025-11-01 18:14:07,616] [INFO ] Class [1 building] IoU: 58.23 +[2025-11-01 18:14:07,616] [INFO ] Class [2 low_vegetation] IoU: 46.08 +[2025-11-01 18:14:07,616] [INFO ] Class [3 tree] IoU: 30.47 +[2025-11-01 18:14:07,616] [INFO ] Class [4 car] IoU: 37.35 +[2025-11-01 18:14:07,616] [INFO ] Class [5 clutter] IoU: 25.78 +[2025-11-01 18:14:07,616] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 42.51 + +[2025-11-01 18:14:07,628] [INFO ] ===========> Epoch: 40, LR: 0.00005, Best mIoU [clip/dinov3]: 79.27/44.39 +[2025-11-01 18:14:08,751] [INFO ] Iters: 0 train/iter_time: 0.537, train/clip/loss_all: 0.050, train/clip/loss_x: 0.037, train/clip/loss_s1: 0.043, train/clip/loss_s2: 0.010, train/clip/loss_fp: 0.000, train/clip/stabilization_loss: 0.025, train/dinov3/loss_all: 0.282, train/dinov3/loss_x: 0.503, train/dinov3/loss_s1: 0.009, train/dinov3/loss_s2: 0.005, train/dinov3/loss_fp: 0.012, train/dinov3/stabilization_loss: 0.025 +[2025-11-01 18:15:03,065] [INFO ] Iters: 100 train/iter_time: 0.543, train/clip/loss_all: 0.087, train/clip/loss_x: 0.088, train/clip/loss_s1: 0.048, train/clip/loss_s2: 0.049, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.417, train/dinov3/loss_x: 0.687, train/dinov3/loss_s1: 0.109, train/dinov3/loss_s2: 0.148, train/dinov3/loss_fp: 0.042, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 18:15:57,640] [INFO ] Iters: 200 train/iter_time: 0.545, train/clip/loss_all: 0.090, train/clip/loss_x: 0.091, train/clip/loss_s1: 0.051, train/clip/loss_s2: 0.049, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.407, train/dinov3/loss_x: 0.630, train/dinov3/loss_s1: 0.175, train/dinov3/loss_s2: 0.244, train/dinov3/loss_fp: 0.032, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 18:16:52,176] [INFO ] Iters: 300 train/iter_time: 0.545, train/clip/loss_all: 0.101, train/clip/loss_x: 0.104, train/clip/loss_s1: 0.071, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.402, train/dinov3/loss_x: 0.676, train/dinov3/loss_s1: 0.110, train/dinov3/loss_s2: 0.112, train/dinov3/loss_fp: 0.019, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 18:17:46,651] [INFO ] Iters: 400 train/iter_time: 0.544, train/clip/loss_all: 0.094, train/clip/loss_x: 0.105, train/clip/loss_s1: 0.049, train/clip/loss_s2: 0.049, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.028, train/dinov3/loss_all: 0.409, train/dinov3/loss_x: 0.673, train/dinov3/loss_s1: 0.122, train/dinov3/loss_s2: 0.141, train/dinov3/loss_fp: 0.044, train/dinov3/stabilization_loss: 0.028 +[2025-11-01 18:18:41,033] [INFO ] Iters: 500 train/iter_time: 0.543, train/clip/loss_all: 0.086, train/clip/loss_x: 0.082, train/clip/loss_s1: 0.062, train/clip/loss_s2: 0.047, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.381, train/dinov3/loss_x: 0.632, train/dinov3/loss_s1: 0.099, train/dinov3/loss_s2: 0.120, train/dinov3/loss_fp: 0.026, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 18:19:35,564] [INFO ] Iters: 600 train/iter_time: 0.545, train/clip/loss_all: 0.089, train/clip/loss_x: 0.094, train/clip/loss_s1: 0.038, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.367, train/dinov3/loss_x: 0.610, train/dinov3/loss_s1: 0.117, train/dinov3/loss_s2: 0.110, train/dinov3/loss_fp: 0.019, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 18:20:30,090] [INFO ] Iters: 700 train/iter_time: 0.545, train/clip/loss_all: 0.092, train/clip/loss_x: 0.091, train/clip/loss_s1: 0.061, train/clip/loss_s2: 0.052, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.378, train/dinov3/loss_x: 0.620, train/dinov3/loss_s1: 0.127, train/dinov3/loss_s2: 0.101, train/dinov3/loss_fp: 0.032, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 18:21:24,648] [INFO ] Iters: 800 train/iter_time: 0.545, train/clip/loss_all: 0.099, train/clip/loss_x: 0.091, train/clip/loss_s1: 0.070, train/clip/loss_s2: 0.081, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.407, train/dinov3/loss_x: 0.675, train/dinov3/loss_s1: 0.113, train/dinov3/loss_s2: 0.127, train/dinov3/loss_fp: 0.021, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 18:22:19,043] [INFO ] Iters: 900 train/iter_time: 0.543, train/clip/loss_all: 0.093, train/clip/loss_x: 0.096, train/clip/loss_s1: 0.048, train/clip/loss_s2: 0.046, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.445, train/dinov3/loss_x: 0.750, train/dinov3/loss_s1: 0.118, train/dinov3/loss_s2: 0.114, train/dinov3/loss_fp: 0.035, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 18:23:13,834] [INFO ] Iters: 1000 train/iter_time: 0.547, train/clip/loss_all: 0.089, train/clip/loss_x: 0.086, train/clip/loss_s1: 0.066, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.397, train/dinov3/loss_x: 0.654, train/dinov3/loss_s1: 0.133, train/dinov3/loss_s2: 0.129, train/dinov3/loss_fp: 0.032, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 18:24:07,610] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 18:24:07,610] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 18:24:07,610] [INFO ] Class [0 impervious_surface] IoU: 87.13 +[2025-11-01 18:24:07,610] [INFO ] Class [1 building] IoU: 91.95 +[2025-11-01 18:24:07,610] [INFO ] Class [2 low_vegetation] IoU: 77.14 +[2025-11-01 18:24:07,610] [INFO ] Class [3 tree] IoU: 76.85 +[2025-11-01 18:24:07,610] [INFO ] Class [4 car] IoU: 89.23 +[2025-11-01 18:24:07,610] [INFO ] Class [5 clutter] IoU: 52.82 +[2025-11-01 18:24:07,611] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.19 + +[2025-11-01 18:24:07,611] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 18:24:07,611] [INFO ] Class [0 impervious_surface] IoU: 59.91 +[2025-11-01 18:24:07,611] [INFO ] Class [1 building] IoU: 62.22 +[2025-11-01 18:24:07,611] [INFO ] Class [2 low_vegetation] IoU: 47.75 +[2025-11-01 18:24:07,611] [INFO ] Class [3 tree] IoU: 26.53 +[2025-11-01 18:24:07,611] [INFO ] Class [4 car] IoU: 42.46 +[2025-11-01 18:24:07,611] [INFO ] Class [5 clutter] IoU: 21.45 +[2025-11-01 18:24:07,611] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 43.38 + +[2025-11-01 18:24:07,618] [INFO ] ===========> Epoch: 41, LR: 0.00005, Best mIoU [clip/dinov3]: 79.27/44.39 +[2025-11-01 18:24:08,948] [INFO ] Iters: 0 train/iter_time: 0.580, train/clip/loss_all: 0.071, train/clip/loss_x: 0.099, train/clip/loss_s1: 0.005, train/clip/loss_s2: 0.005, train/clip/loss_fp: 0.001, train/clip/stabilization_loss: 0.021, train/dinov3/loss_all: 0.322, train/dinov3/loss_x: 0.541, train/dinov3/loss_s1: 0.084, train/dinov3/loss_s2: 0.150, train/dinov3/loss_fp: 0.007, train/dinov3/stabilization_loss: 0.021 +[2025-11-01 18:25:03,478] [INFO ] Iters: 100 train/iter_time: 0.545, train/clip/loss_all: 0.087, train/clip/loss_x: 0.084, train/clip/loss_s1: 0.058, train/clip/loss_s2: 0.041, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.384, train/dinov3/loss_x: 0.630, train/dinov3/loss_s1: 0.155, train/dinov3/loss_s2: 0.094, train/dinov3/loss_fp: 0.023, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 18:25:57,981] [INFO ] Iters: 200 train/iter_time: 0.544, train/clip/loss_all: 0.092, train/clip/loss_x: 0.092, train/clip/loss_s1: 0.059, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.422, train/dinov3/loss_x: 0.695, train/dinov3/loss_s1: 0.153, train/dinov3/loss_s2: 0.139, train/dinov3/loss_fp: 0.030, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 18:26:52,495] [INFO ] Iters: 300 train/iter_time: 0.545, train/clip/loss_all: 0.088, train/clip/loss_x: 0.089, train/clip/loss_s1: 0.039, train/clip/loss_s2: 0.052, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.412, train/dinov3/loss_x: 0.671, train/dinov3/loss_s1: 0.178, train/dinov3/loss_s2: 0.140, train/dinov3/loss_fp: 0.025, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 18:27:47,102] [INFO ] Iters: 400 train/iter_time: 0.545, train/clip/loss_all: 0.087, train/clip/loss_x: 0.088, train/clip/loss_s1: 0.042, train/clip/loss_s2: 0.049, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.390, train/dinov3/loss_x: 0.671, train/dinov3/loss_s1: 0.072, train/dinov3/loss_s2: 0.079, train/dinov3/loss_fp: 0.017, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 18:28:41,711] [INFO ] Iters: 500 train/iter_time: 0.545, train/clip/loss_all: 0.097, train/clip/loss_x: 0.100, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.056, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.428, train/dinov3/loss_x: 0.701, train/dinov3/loss_s1: 0.181, train/dinov3/loss_s2: 0.159, train/dinov3/loss_fp: 0.011, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 18:29:36,365] [INFO ] Iters: 600 train/iter_time: 0.546, train/clip/loss_all: 0.090, train/clip/loss_x: 0.086, train/clip/loss_s1: 0.064, train/clip/loss_s2: 0.061, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.392, train/dinov3/loss_x: 0.647, train/dinov3/loss_s1: 0.121, train/dinov3/loss_s2: 0.128, train/dinov3/loss_fp: 0.029, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 18:30:31,074] [INFO ] Iters: 700 train/iter_time: 0.546, train/clip/loss_all: 0.084, train/clip/loss_x: 0.080, train/clip/loss_s1: 0.052, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.410, train/dinov3/loss_x: 0.635, train/dinov3/loss_s1: 0.225, train/dinov3/loss_s2: 0.170, train/dinov3/loss_fp: 0.054, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 18:31:25,774] [INFO ] Iters: 800 train/iter_time: 0.546, train/clip/loss_all: 0.083, train/clip/loss_x: 0.080, train/clip/loss_s1: 0.047, train/clip/loss_s2: 0.043, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.370, train/dinov3/loss_x: 0.583, train/dinov3/loss_s1: 0.231, train/dinov3/loss_s2: 0.104, train/dinov3/loss_fp: 0.019, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 18:32:20,212] [INFO ] Iters: 900 train/iter_time: 0.544, train/clip/loss_all: 0.090, train/clip/loss_x: 0.087, train/clip/loss_s1: 0.065, train/clip/loss_s2: 0.056, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.383, train/dinov3/loss_x: 0.618, train/dinov3/loss_s1: 0.156, train/dinov3/loss_s2: 0.165, train/dinov3/loss_fp: 0.016, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 18:33:14,825] [INFO ] Iters: 1000 train/iter_time: 0.546, train/clip/loss_all: 0.097, train/clip/loss_x: 0.097, train/clip/loss_s1: 0.062, train/clip/loss_s2: 0.070, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.415, train/dinov3/loss_x: 0.686, train/dinov3/loss_s1: 0.162, train/dinov3/loss_s2: 0.129, train/dinov3/loss_fp: 0.018, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 18:34:07,964] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 18:34:07,965] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 18:34:07,965] [INFO ] Class [0 impervious_surface] IoU: 87.05 +[2025-11-01 18:34:07,965] [INFO ] Class [1 building] IoU: 92.04 +[2025-11-01 18:34:07,965] [INFO ] Class [2 low_vegetation] IoU: 77.36 +[2025-11-01 18:34:07,965] [INFO ] Class [3 tree] IoU: 77.12 +[2025-11-01 18:34:07,966] [INFO ] Class [4 car] IoU: 89.19 +[2025-11-01 18:34:07,966] [INFO ] Class [5 clutter] IoU: 53.54 +[2025-11-01 18:34:07,966] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.38 + +[2025-11-01 18:34:07,966] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 18:34:07,966] [INFO ] Class [0 impervious_surface] IoU: 57.56 +[2025-11-01 18:34:07,966] [INFO ] Class [1 building] IoU: 61.46 +[2025-11-01 18:34:07,966] [INFO ] Class [2 low_vegetation] IoU: 49.66 +[2025-11-01 18:34:07,966] [INFO ] Class [3 tree] IoU: 22.84 +[2025-11-01 18:34:07,966] [INFO ] Class [4 car] IoU: 39.11 +[2025-11-01 18:34:07,967] [INFO ] Class [5 clutter] IoU: 22.29 +[2025-11-01 18:34:07,967] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 42.15 + +[2025-11-01 18:34:08,688] [INFO ] ===========> Epoch: 42, LR: 0.00005, Best mIoU [clip/dinov3]: 79.38/44.39 +[2025-11-01 18:34:09,904] [INFO ] Iters: 0 train/iter_time: 0.560, train/clip/loss_all: 0.058, train/clip/loss_x: 0.075, train/clip/loss_s1: 0.005, train/clip/loss_s2: 0.032, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.015, train/dinov3/loss_all: 0.178, train/dinov3/loss_x: 0.312, train/dinov3/loss_s1: 0.006, train/dinov3/loss_s2: 0.031, train/dinov3/loss_fp: 0.008, train/dinov3/stabilization_loss: 0.015 +[2025-11-01 18:35:04,355] [INFO ] Iters: 100 train/iter_time: 0.544, train/clip/loss_all: 0.088, train/clip/loss_x: 0.090, train/clip/loss_s1: 0.061, train/clip/loss_s2: 0.050, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.399, train/dinov3/loss_x: 0.660, train/dinov3/loss_s1: 0.190, train/dinov3/loss_s2: 0.084, train/dinov3/loss_fp: 0.026, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 18:35:58,664] [INFO ] Iters: 200 train/iter_time: 0.543, train/clip/loss_all: 0.091, train/clip/loss_x: 0.082, train/clip/loss_s1: 0.086, train/clip/loss_s2: 0.064, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.401, train/dinov3/loss_x: 0.672, train/dinov3/loss_s1: 0.157, train/dinov3/loss_s2: 0.085, train/dinov3/loss_fp: 0.018, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 18:36:53,325] [INFO ] Iters: 300 train/iter_time: 0.546, train/clip/loss_all: 0.088, train/clip/loss_x: 0.090, train/clip/loss_s1: 0.052, train/clip/loss_s2: 0.044, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.423, train/dinov3/loss_x: 0.735, train/dinov3/loss_s1: 0.076, train/dinov3/loss_s2: 0.094, train/dinov3/loss_fp: 0.018, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 18:37:47,807] [INFO ] Iters: 400 train/iter_time: 0.544, train/clip/loss_all: 0.091, train/clip/loss_x: 0.088, train/clip/loss_s1: 0.073, train/clip/loss_s2: 0.053, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.401, train/dinov3/loss_x: 0.681, train/dinov3/loss_s1: 0.117, train/dinov3/loss_s2: 0.073, train/dinov3/loss_fp: 0.028, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 18:38:42,194] [INFO ] Iters: 500 train/iter_time: 0.543, train/clip/loss_all: 0.098, train/clip/loss_x: 0.099, train/clip/loss_s1: 0.053, train/clip/loss_s2: 0.057, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.389, train/dinov3/loss_x: 0.660, train/dinov3/loss_s1: 0.097, train/dinov3/loss_s2: 0.073, train/dinov3/loss_fp: 0.016, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 18:39:36,583] [INFO ] Iters: 600 train/iter_time: 0.543, train/clip/loss_all: 0.090, train/clip/loss_x: 0.084, train/clip/loss_s1: 0.070, train/clip/loss_s2: 0.056, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.406, train/dinov3/loss_x: 0.660, train/dinov3/loss_s1: 0.180, train/dinov3/loss_s2: 0.135, train/dinov3/loss_fp: 0.023, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 18:40:30,980] [INFO ] Iters: 700 train/iter_time: 0.543, train/clip/loss_all: 0.092, train/clip/loss_x: 0.085, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.103, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.384, train/dinov3/loss_x: 0.601, train/dinov3/loss_s1: 0.129, train/dinov3/loss_s2: 0.222, train/dinov3/loss_fp: 0.042, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 18:41:25,503] [INFO ] Iters: 800 train/iter_time: 0.545, train/clip/loss_all: 0.091, train/clip/loss_x: 0.087, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.067, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.390, train/dinov3/loss_x: 0.634, train/dinov3/loss_s1: 0.143, train/dinov3/loss_s2: 0.135, train/dinov3/loss_fp: 0.027, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 18:42:19,983] [INFO ] Iters: 900 train/iter_time: 0.544, train/clip/loss_all: 0.094, train/clip/loss_x: 0.092, train/clip/loss_s1: 0.067, train/clip/loss_s2: 0.066, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.369, train/dinov3/loss_x: 0.610, train/dinov3/loss_s1: 0.127, train/dinov3/loss_s2: 0.109, train/dinov3/loss_fp: 0.013, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 18:43:14,343] [INFO ] Iters: 1000 train/iter_time: 0.543, train/clip/loss_all: 0.086, train/clip/loss_x: 0.087, train/clip/loss_s1: 0.042, train/clip/loss_s2: 0.044, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.391, train/dinov3/loss_x: 0.663, train/dinov3/loss_s1: 0.114, train/dinov3/loss_s2: 0.087, train/dinov3/loss_fp: 0.015, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 18:44:07,375] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 18:44:07,376] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 18:44:07,376] [INFO ] Class [0 impervious_surface] IoU: 87.18 +[2025-11-01 18:44:07,376] [INFO ] Class [1 building] IoU: 91.84 +[2025-11-01 18:44:07,377] [INFO ] Class [2 low_vegetation] IoU: 77.15 +[2025-11-01 18:44:07,377] [INFO ] Class [3 tree] IoU: 77.09 +[2025-11-01 18:44:07,377] [INFO ] Class [4 car] IoU: 89.19 +[2025-11-01 18:44:07,377] [INFO ] Class [5 clutter] IoU: 53.96 +[2025-11-01 18:44:07,377] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.40 + +[2025-11-01 18:44:07,377] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 18:44:07,377] [INFO ] Class [0 impervious_surface] IoU: 58.97 +[2025-11-01 18:44:07,378] [INFO ] Class [1 building] IoU: 60.82 +[2025-11-01 18:44:07,378] [INFO ] Class [2 low_vegetation] IoU: 48.12 +[2025-11-01 18:44:07,378] [INFO ] Class [3 tree] IoU: 24.94 +[2025-11-01 18:44:07,378] [INFO ] Class [4 car] IoU: 42.95 +[2025-11-01 18:44:07,378] [INFO ] Class [5 clutter] IoU: 20.15 +[2025-11-01 18:44:07,378] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 42.66 + +[2025-11-01 18:44:08,015] [INFO ] ===========> Epoch: 43, LR: 0.00005, Best mIoU [clip/dinov3]: 79.40/44.39 +[2025-11-01 18:44:09,019] [INFO ] Iters: 0 train/iter_time: 0.536, train/clip/loss_all: 0.061, train/clip/loss_x: 0.034, train/clip/loss_s1: 0.061, train/clip/loss_s2: 0.006, train/clip/loss_fp: 0.000, train/clip/stabilization_loss: 0.035, train/dinov3/loss_all: 0.278, train/dinov3/loss_x: 0.463, train/dinov3/loss_s1: 0.008, train/dinov3/loss_s2: 0.032, train/dinov3/loss_fp: 0.026, train/dinov3/stabilization_loss: 0.035 +[2025-11-01 18:45:03,393] [INFO ] Iters: 100 train/iter_time: 0.543, train/clip/loss_all: 0.088, train/clip/loss_x: 0.088, train/clip/loss_s1: 0.059, train/clip/loss_s2: 0.057, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.397, train/dinov3/loss_x: 0.655, train/dinov3/loss_s1: 0.112, train/dinov3/loss_s2: 0.162, train/dinov3/loss_fp: 0.023, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 18:45:57,732] [INFO ] Iters: 200 train/iter_time: 0.543, train/clip/loss_all: 0.090, train/clip/loss_x: 0.084, train/clip/loss_s1: 0.055, train/clip/loss_s2: 0.056, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.424, train/dinov3/loss_x: 0.690, train/dinov3/loss_s1: 0.156, train/dinov3/loss_s2: 0.160, train/dinov3/loss_fp: 0.022, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 18:46:52,146] [INFO ] Iters: 300 train/iter_time: 0.544, train/clip/loss_all: 0.085, train/clip/loss_x: 0.084, train/clip/loss_s1: 0.048, train/clip/loss_s2: 0.056, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.398, train/dinov3/loss_x: 0.661, train/dinov3/loss_s1: 0.135, train/dinov3/loss_s2: 0.138, train/dinov3/loss_fp: 0.016, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 18:47:46,674] [INFO ] Iters: 400 train/iter_time: 0.545, train/clip/loss_all: 0.088, train/clip/loss_x: 0.085, train/clip/loss_s1: 0.068, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.363, train/dinov3/loss_x: 0.593, train/dinov3/loss_s1: 0.080, train/dinov3/loss_s2: 0.154, train/dinov3/loss_fp: 0.026, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 18:48:41,159] [INFO ] Iters: 500 train/iter_time: 0.544, train/clip/loss_all: 0.091, train/clip/loss_x: 0.093, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.436, train/dinov3/loss_x: 0.690, train/dinov3/loss_s1: 0.204, train/dinov3/loss_s2: 0.224, train/dinov3/loss_fp: 0.027, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 18:49:35,515] [INFO ] Iters: 600 train/iter_time: 0.543, train/clip/loss_all: 0.094, train/clip/loss_x: 0.085, train/clip/loss_s1: 0.083, train/clip/loss_s2: 0.063, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.409, train/dinov3/loss_x: 0.655, train/dinov3/loss_s1: 0.153, train/dinov3/loss_s2: 0.176, train/dinov3/loss_fp: 0.034, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 18:50:30,130] [INFO ] Iters: 700 train/iter_time: 0.546, train/clip/loss_all: 0.092, train/clip/loss_x: 0.092, train/clip/loss_s1: 0.058, train/clip/loss_s2: 0.062, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.427, train/dinov3/loss_x: 0.722, train/dinov3/loss_s1: 0.132, train/dinov3/loss_s2: 0.116, train/dinov3/loss_fp: 0.020, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 18:51:24,720] [INFO ] Iters: 800 train/iter_time: 0.545, train/clip/loss_all: 0.094, train/clip/loss_x: 0.091, train/clip/loss_s1: 0.050, train/clip/loss_s2: 0.063, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.385, train/dinov3/loss_x: 0.644, train/dinov3/loss_s1: 0.113, train/dinov3/loss_s2: 0.092, train/dinov3/loss_fp: 0.014, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 18:52:19,165] [INFO ] Iters: 900 train/iter_time: 0.544, train/clip/loss_all: 0.089, train/clip/loss_x: 0.098, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.045, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.027, train/dinov3/loss_all: 0.416, train/dinov3/loss_x: 0.683, train/dinov3/loss_s1: 0.223, train/dinov3/loss_s2: 0.118, train/dinov3/loss_fp: 0.019, train/dinov3/stabilization_loss: 0.027 +[2025-11-01 18:53:13,589] [INFO ] Iters: 1000 train/iter_time: 0.544, train/clip/loss_all: 0.085, train/clip/loss_x: 0.089, train/clip/loss_s1: 0.042, train/clip/loss_s2: 0.056, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.027, train/dinov3/loss_all: 0.383, train/dinov3/loss_x: 0.633, train/dinov3/loss_s1: 0.127, train/dinov3/loss_s2: 0.122, train/dinov3/loss_fp: 0.031, train/dinov3/stabilization_loss: 0.027 +[2025-11-01 18:54:06,495] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 18:54:06,496] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 18:54:06,496] [INFO ] Class [0 impervious_surface] IoU: 87.03 +[2025-11-01 18:54:06,496] [INFO ] Class [1 building] IoU: 91.87 +[2025-11-01 18:54:06,496] [INFO ] Class [2 low_vegetation] IoU: 76.81 +[2025-11-01 18:54:06,497] [INFO ] Class [3 tree] IoU: 76.75 +[2025-11-01 18:54:06,497] [INFO ] Class [4 car] IoU: 89.03 +[2025-11-01 18:54:06,497] [INFO ] Class [5 clutter] IoU: 52.90 +[2025-11-01 18:54:06,497] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.06 + +[2025-11-01 18:54:06,497] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 18:54:06,497] [INFO ] Class [0 impervious_surface] IoU: 54.94 +[2025-11-01 18:54:06,497] [INFO ] Class [1 building] IoU: 59.30 +[2025-11-01 18:54:06,497] [INFO ] Class [2 low_vegetation] IoU: 47.58 +[2025-11-01 18:54:06,497] [INFO ] Class [3 tree] IoU: 28.35 +[2025-11-01 18:54:06,498] [INFO ] Class [4 car] IoU: 43.65 +[2025-11-01 18:54:06,498] [INFO ] Class [5 clutter] IoU: 17.76 +[2025-11-01 18:54:06,498] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 41.93 + +[2025-11-01 18:54:06,509] [INFO ] ===========> Epoch: 44, LR: 0.00005, Best mIoU [clip/dinov3]: 79.40/44.39 +[2025-11-01 18:54:07,579] [INFO ] Iters: 0 train/iter_time: 0.532, train/clip/loss_all: 0.097, train/clip/loss_x: 0.140, train/clip/loss_s1: 0.053, train/clip/loss_s2: 0.010, train/clip/loss_fp: 0.000, train/clip/stabilization_loss: 0.020, train/dinov3/loss_all: 0.440, train/dinov3/loss_x: 0.822, train/dinov3/loss_s1: 0.046, train/dinov3/loss_s2: 0.001, train/dinov3/loss_fp: 0.012, train/dinov3/stabilization_loss: 0.020 +[2025-11-01 18:55:01,908] [INFO ] Iters: 100 train/iter_time: 0.543, train/clip/loss_all: 0.094, train/clip/loss_x: 0.091, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.057, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.376, train/dinov3/loss_x: 0.607, train/dinov3/loss_s1: 0.149, train/dinov3/loss_s2: 0.093, train/dinov3/loss_fp: 0.033, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 18:55:56,250] [INFO ] Iters: 200 train/iter_time: 0.543, train/clip/loss_all: 0.092, train/clip/loss_x: 0.085, train/clip/loss_s1: 0.075, train/clip/loss_s2: 0.058, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.420, train/dinov3/loss_x: 0.700, train/dinov3/loss_s1: 0.136, train/dinov3/loss_s2: 0.121, train/dinov3/loss_fp: 0.023, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 18:56:50,704] [INFO ] Iters: 300 train/iter_time: 0.544, train/clip/loss_all: 0.087, train/clip/loss_x: 0.092, train/clip/loss_s1: 0.045, train/clip/loss_s2: 0.043, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.401, train/dinov3/loss_x: 0.642, train/dinov3/loss_s1: 0.179, train/dinov3/loss_s2: 0.146, train/dinov3/loss_fp: 0.041, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 18:57:45,281] [INFO ] Iters: 400 train/iter_time: 0.545, train/clip/loss_all: 0.090, train/clip/loss_x: 0.089, train/clip/loss_s1: 0.072, train/clip/loss_s2: 0.050, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.354, train/dinov3/loss_x: 0.581, train/dinov3/loss_s1: 0.072, train/dinov3/loss_s2: 0.115, train/dinov3/loss_fp: 0.043, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 18:58:39,794] [INFO ] Iters: 500 train/iter_time: 0.544, train/clip/loss_all: 0.089, train/clip/loss_x: 0.081, train/clip/loss_s1: 0.059, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.411, train/dinov3/loss_x: 0.694, train/dinov3/loss_s1: 0.117, train/dinov3/loss_s2: 0.091, train/dinov3/loss_fp: 0.020, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 18:59:34,476] [INFO ] Iters: 600 train/iter_time: 0.546, train/clip/loss_all: 0.095, train/clip/loss_x: 0.088, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.065, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.035, train/dinov3/loss_all: 0.387, train/dinov3/loss_x: 0.626, train/dinov3/loss_s1: 0.147, train/dinov3/loss_s2: 0.134, train/dinov3/loss_fp: 0.014, train/dinov3/stabilization_loss: 0.035 +[2025-11-01 19:00:29,043] [INFO ] Iters: 700 train/iter_time: 0.545, train/clip/loss_all: 0.084, train/clip/loss_x: 0.094, train/clip/loss_s1: 0.036, train/clip/loss_s2: 0.046, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.026, train/dinov3/loss_all: 0.409, train/dinov3/loss_x: 0.653, train/dinov3/loss_s1: 0.198, train/dinov3/loss_s2: 0.209, train/dinov3/loss_fp: 0.022, train/dinov3/stabilization_loss: 0.026 +[2025-11-01 19:01:23,635] [INFO ] Iters: 800 train/iter_time: 0.545, train/clip/loss_all: 0.091, train/clip/loss_x: 0.086, train/clip/loss_s1: 0.047, train/clip/loss_s2: 0.067, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.377, train/dinov3/loss_x: 0.629, train/dinov3/loss_s1: 0.089, train/dinov3/loss_s2: 0.114, train/dinov3/loss_fp: 0.019, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 19:02:18,246] [INFO ] Iters: 900 train/iter_time: 0.545, train/clip/loss_all: 0.088, train/clip/loss_x: 0.091, train/clip/loss_s1: 0.053, train/clip/loss_s2: 0.061, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.028, train/dinov3/loss_all: 0.371, train/dinov3/loss_x: 0.570, train/dinov3/loss_s1: 0.264, train/dinov3/loss_s2: 0.168, train/dinov3/loss_fp: 0.017, train/dinov3/stabilization_loss: 0.028 +[2025-11-01 19:03:12,745] [INFO ] Iters: 1000 train/iter_time: 0.544, train/clip/loss_all: 0.095, train/clip/loss_x: 0.101, train/clip/loss_s1: 0.046, train/clip/loss_s2: 0.045, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.407, train/dinov3/loss_x: 0.677, train/dinov3/loss_s1: 0.142, train/dinov3/loss_s2: 0.124, train/dinov3/loss_fp: 0.014, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 19:04:05,614] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 19:04:05,615] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 19:04:05,615] [INFO ] Class [0 impervious_surface] IoU: 87.43 +[2025-11-01 19:04:05,615] [INFO ] Class [1 building] IoU: 91.82 +[2025-11-01 19:04:05,615] [INFO ] Class [2 low_vegetation] IoU: 76.88 +[2025-11-01 19:04:05,615] [INFO ] Class [3 tree] IoU: 77.46 +[2025-11-01 19:04:05,615] [INFO ] Class [4 car] IoU: 89.26 +[2025-11-01 19:04:05,615] [INFO ] Class [5 clutter] IoU: 54.20 +[2025-11-01 19:04:05,616] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.51 + +[2025-11-01 19:04:05,616] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 19:04:05,616] [INFO ] Class [0 impervious_surface] IoU: 59.13 +[2025-11-01 19:04:05,616] [INFO ] Class [1 building] IoU: 62.42 +[2025-11-01 19:04:05,616] [INFO ] Class [2 low_vegetation] IoU: 48.57 +[2025-11-01 19:04:05,616] [INFO ] Class [3 tree] IoU: 27.26 +[2025-11-01 19:04:05,616] [INFO ] Class [4 car] IoU: 43.90 +[2025-11-01 19:04:05,616] [INFO ] Class [5 clutter] IoU: 22.05 +[2025-11-01 19:04:05,617] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 43.89 + +[2025-11-01 19:04:06,266] [INFO ] ===========> Epoch: 45, LR: 0.00005, Best mIoU [clip/dinov3]: 79.51/44.39 +[2025-11-01 19:04:07,415] [INFO ] Iters: 0 train/iter_time: 0.536, train/clip/loss_all: 0.087, train/clip/loss_x: 0.105, train/clip/loss_s1: 0.040, train/clip/loss_s2: 0.002, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.292, train/dinov3/loss_x: 0.476, train/dinov3/loss_s1: 0.173, train/dinov3/loss_s2: 0.006, train/dinov3/loss_fp: 0.008, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 19:05:02,178] [INFO ] Iters: 100 train/iter_time: 0.547, train/clip/loss_all: 0.096, train/clip/loss_x: 0.098, train/clip/loss_s1: 0.053, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.397, train/dinov3/loss_x: 0.649, train/dinov3/loss_s1: 0.150, train/dinov3/loss_s2: 0.132, train/dinov3/loss_fp: 0.014, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 19:05:56,581] [INFO ] Iters: 200 train/iter_time: 0.543, train/clip/loss_all: 0.093, train/clip/loss_x: 0.080, train/clip/loss_s1: 0.074, train/clip/loss_s2: 0.064, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.373, train/dinov3/loss_x: 0.619, train/dinov3/loss_s1: 0.088, train/dinov3/loss_s2: 0.110, train/dinov3/loss_fp: 0.017, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 19:06:51,060] [INFO ] Iters: 300 train/iter_time: 0.544, train/clip/loss_all: 0.090, train/clip/loss_x: 0.086, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.056, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.378, train/dinov3/loss_x: 0.591, train/dinov3/loss_s1: 0.159, train/dinov3/loss_s2: 0.164, train/dinov3/loss_fp: 0.039, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 19:07:45,668] [INFO ] Iters: 400 train/iter_time: 0.545, train/clip/loss_all: 0.089, train/clip/loss_x: 0.083, train/clip/loss_s1: 0.068, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.419, train/dinov3/loss_x: 0.628, train/dinov3/loss_s1: 0.244, train/dinov3/loss_s2: 0.257, train/dinov3/loss_fp: 0.038, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 19:08:40,180] [INFO ] Iters: 500 train/iter_time: 0.545, train/clip/loss_all: 0.087, train/clip/loss_x: 0.082, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.396, train/dinov3/loss_x: 0.639, train/dinov3/loss_s1: 0.176, train/dinov3/loss_s2: 0.150, train/dinov3/loss_fp: 0.016, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 19:09:34,770] [INFO ] Iters: 600 train/iter_time: 0.545, train/clip/loss_all: 0.087, train/clip/loss_x: 0.092, train/clip/loss_s1: 0.047, train/clip/loss_s2: 0.049, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.028, train/dinov3/loss_all: 0.394, train/dinov3/loss_x: 0.636, train/dinov3/loss_s1: 0.155, train/dinov3/loss_s2: 0.156, train/dinov3/loss_fp: 0.041, train/dinov3/stabilization_loss: 0.028 +[2025-11-01 19:10:29,181] [INFO ] Iters: 700 train/iter_time: 0.543, train/clip/loss_all: 0.089, train/clip/loss_x: 0.089, train/clip/loss_s1: 0.057, train/clip/loss_s2: 0.040, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.382, train/dinov3/loss_x: 0.641, train/dinov3/loss_s1: 0.095, train/dinov3/loss_s2: 0.117, train/dinov3/loss_fp: 0.017, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 19:11:23,719] [INFO ] Iters: 800 train/iter_time: 0.545, train/clip/loss_all: 0.085, train/clip/loss_x: 0.087, train/clip/loss_s1: 0.041, train/clip/loss_s2: 0.048, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.374, train/dinov3/loss_x: 0.614, train/dinov3/loss_s1: 0.137, train/dinov3/loss_s2: 0.129, train/dinov3/loss_fp: 0.020, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 19:12:18,315] [INFO ] Iters: 900 train/iter_time: 0.545, train/clip/loss_all: 0.083, train/clip/loss_x: 0.078, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.044, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.398, train/dinov3/loss_x: 0.645, train/dinov3/loss_s1: 0.180, train/dinov3/loss_s2: 0.130, train/dinov3/loss_fp: 0.021, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 19:13:12,815] [INFO ] Iters: 1000 train/iter_time: 0.544, train/clip/loss_all: 0.092, train/clip/loss_x: 0.091, train/clip/loss_s1: 0.045, train/clip/loss_s2: 0.050, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.395, train/dinov3/loss_x: 0.658, train/dinov3/loss_s1: 0.118, train/dinov3/loss_s2: 0.100, train/dinov3/loss_fp: 0.021, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 19:14:05,688] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 19:14:05,688] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 19:14:05,688] [INFO ] Class [0 impervious_surface] IoU: 87.35 +[2025-11-01 19:14:05,689] [INFO ] Class [1 building] IoU: 92.02 +[2025-11-01 19:14:05,689] [INFO ] Class [2 low_vegetation] IoU: 77.00 +[2025-11-01 19:14:05,689] [INFO ] Class [3 tree] IoU: 77.16 +[2025-11-01 19:14:05,689] [INFO ] Class [4 car] IoU: 89.33 +[2025-11-01 19:14:05,689] [INFO ] Class [5 clutter] IoU: 54.08 +[2025-11-01 19:14:05,689] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.49 + +[2025-11-01 19:14:05,689] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 19:14:05,689] [INFO ] Class [0 impervious_surface] IoU: 59.54 +[2025-11-01 19:14:05,690] [INFO ] Class [1 building] IoU: 61.31 +[2025-11-01 19:14:05,690] [INFO ] Class [2 low_vegetation] IoU: 50.00 +[2025-11-01 19:14:05,690] [INFO ] Class [3 tree] IoU: 27.00 +[2025-11-01 19:14:05,690] [INFO ] Class [4 car] IoU: 44.31 +[2025-11-01 19:14:05,690] [INFO ] Class [5 clutter] IoU: 29.32 +[2025-11-01 19:14:05,690] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 45.25 + +[2025-11-01 19:14:06,338] [INFO ] ===========> Epoch: 46, LR: 0.00005, Best mIoU [clip/dinov3]: 79.51/45.25 +[2025-11-01 19:14:07,436] [INFO ] Iters: 0 train/iter_time: 0.544, train/clip/loss_all: 0.100, train/clip/loss_x: 0.093, train/clip/loss_s1: 0.157, train/clip/loss_s2: 0.021, train/clip/loss_fp: 0.001, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.442, train/dinov3/loss_x: 0.804, train/dinov3/loss_s1: 0.060, train/dinov3/loss_s2: 0.002, train/dinov3/loss_fp: 0.003, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 19:15:01,910] [INFO ] Iters: 100 train/iter_time: 0.544, train/clip/loss_all: 0.092, train/clip/loss_x: 0.092, train/clip/loss_s1: 0.050, train/clip/loss_s2: 0.057, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.392, train/dinov3/loss_x: 0.644, train/dinov3/loss_s1: 0.149, train/dinov3/loss_s2: 0.109, train/dinov3/loss_fp: 0.022, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 19:15:56,502] [INFO ] Iters: 200 train/iter_time: 0.545, train/clip/loss_all: 0.086, train/clip/loss_x: 0.085, train/clip/loss_s1: 0.046, train/clip/loss_s2: 0.048, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.366, train/dinov3/loss_x: 0.560, train/dinov3/loss_s1: 0.160, train/dinov3/loss_s2: 0.210, train/dinov3/loss_fp: 0.035, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 19:16:50,961] [INFO ] Iters: 300 train/iter_time: 0.544, train/clip/loss_all: 0.085, train/clip/loss_x: 0.078, train/clip/loss_s1: 0.055, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.368, train/dinov3/loss_x: 0.610, train/dinov3/loss_s1: 0.146, train/dinov3/loss_s2: 0.079, train/dinov3/loss_fp: 0.016, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 19:17:45,314] [INFO ] Iters: 400 train/iter_time: 0.543, train/clip/loss_all: 0.087, train/clip/loss_x: 0.088, train/clip/loss_s1: 0.057, train/clip/loss_s2: 0.047, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.411, train/dinov3/loss_x: 0.659, train/dinov3/loss_s1: 0.222, train/dinov3/loss_s2: 0.164, train/dinov3/loss_fp: 0.014, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 19:18:39,966] [INFO ] Iters: 500 train/iter_time: 0.546, train/clip/loss_all: 0.093, train/clip/loss_x: 0.088, train/clip/loss_s1: 0.092, train/clip/loss_s2: 0.065, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.389, train/dinov3/loss_x: 0.613, train/dinov3/loss_s1: 0.188, train/dinov3/loss_s2: 0.211, train/dinov3/loss_fp: 0.015, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 19:19:34,537] [INFO ] Iters: 600 train/iter_time: 0.545, train/clip/loss_all: 0.091, train/clip/loss_x: 0.087, train/clip/loss_s1: 0.060, train/clip/loss_s2: 0.070, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.383, train/dinov3/loss_x: 0.623, train/dinov3/loss_s1: 0.144, train/dinov3/loss_s2: 0.140, train/dinov3/loss_fp: 0.017, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 19:20:29,126] [INFO ] Iters: 700 train/iter_time: 0.545, train/clip/loss_all: 0.091, train/clip/loss_x: 0.087, train/clip/loss_s1: 0.069, train/clip/loss_s2: 0.056, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.409, train/dinov3/loss_x: 0.687, train/dinov3/loss_s1: 0.145, train/dinov3/loss_s2: 0.089, train/dinov3/loss_fp: 0.020, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 19:21:23,719] [INFO ] Iters: 800 train/iter_time: 0.545, train/clip/loss_all: 0.089, train/clip/loss_x: 0.085, train/clip/loss_s1: 0.047, train/clip/loss_s2: 0.061, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.369, train/dinov3/loss_x: 0.571, train/dinov3/loss_s1: 0.166, train/dinov3/loss_s2: 0.193, train/dinov3/loss_fp: 0.024, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 19:22:18,187] [INFO ] Iters: 900 train/iter_time: 0.544, train/clip/loss_all: 0.095, train/clip/loss_x: 0.084, train/clip/loss_s1: 0.075, train/clip/loss_s2: 0.066, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.374, train/dinov3/loss_x: 0.609, train/dinov3/loss_s1: 0.124, train/dinov3/loss_s2: 0.121, train/dinov3/loss_fp: 0.022, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 19:23:12,793] [INFO ] Iters: 1000 train/iter_time: 0.545, train/clip/loss_all: 0.089, train/clip/loss_x: 0.076, train/clip/loss_s1: 0.059, train/clip/loss_s2: 0.060, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.035, train/dinov3/loss_all: 0.352, train/dinov3/loss_x: 0.564, train/dinov3/loss_s1: 0.135, train/dinov3/loss_s2: 0.102, train/dinov3/loss_fp: 0.019, train/dinov3/stabilization_loss: 0.035 +[2025-11-01 19:24:06,258] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 19:24:06,259] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 19:24:06,259] [INFO ] Class [0 impervious_surface] IoU: 87.54 +[2025-11-01 19:24:06,259] [INFO ] Class [1 building] IoU: 92.05 +[2025-11-01 19:24:06,259] [INFO ] Class [2 low_vegetation] IoU: 77.09 +[2025-11-01 19:24:06,259] [INFO ] Class [3 tree] IoU: 77.64 +[2025-11-01 19:24:06,260] [INFO ] Class [4 car] IoU: 89.31 +[2025-11-01 19:24:06,260] [INFO ] Class [5 clutter] IoU: 54.13 +[2025-11-01 19:24:06,260] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.63 + +[2025-11-01 19:24:06,260] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 19:24:06,260] [INFO ] Class [0 impervious_surface] IoU: 58.70 +[2025-11-01 19:24:06,260] [INFO ] Class [1 building] IoU: 61.16 +[2025-11-01 19:24:06,260] [INFO ] Class [2 low_vegetation] IoU: 46.78 +[2025-11-01 19:24:06,260] [INFO ] Class [3 tree] IoU: 29.37 +[2025-11-01 19:24:06,260] [INFO ] Class [4 car] IoU: 41.41 +[2025-11-01 19:24:06,260] [INFO ] Class [5 clutter] IoU: 19.43 +[2025-11-01 19:24:06,261] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 42.81 + +[2025-11-01 19:24:06,950] [INFO ] ===========> Epoch: 47, LR: 0.00005, Best mIoU [clip/dinov3]: 79.63/45.25 +[2025-11-01 19:24:08,179] [INFO ] Iters: 0 train/iter_time: 0.560, train/clip/loss_all: 0.054, train/clip/loss_x: 0.065, train/clip/loss_s1: 0.019, train/clip/loss_s2: 0.026, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.015, train/dinov3/loss_all: 0.318, train/dinov3/loss_x: 0.390, train/dinov3/loss_s1: 0.694, train/dinov3/loss_s2: 0.129, train/dinov3/loss_fp: 0.021, train/dinov3/stabilization_loss: 0.015 +[2025-11-01 19:25:02,760] [INFO ] Iters: 100 train/iter_time: 0.545, train/clip/loss_all: 0.091, train/clip/loss_x: 0.088, train/clip/loss_s1: 0.051, train/clip/loss_s2: 0.064, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.416, train/dinov3/loss_x: 0.675, train/dinov3/loss_s1: 0.154, train/dinov3/loss_s2: 0.185, train/dinov3/loss_fp: 0.019, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 19:25:57,407] [INFO ] Iters: 200 train/iter_time: 0.546, train/clip/loss_all: 0.089, train/clip/loss_x: 0.085, train/clip/loss_s1: 0.073, train/clip/loss_s2: 0.052, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.421, train/dinov3/loss_x: 0.674, train/dinov3/loss_s1: 0.160, train/dinov3/loss_s2: 0.192, train/dinov3/loss_fp: 0.039, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 19:26:51,961] [INFO ] Iters: 300 train/iter_time: 0.545, train/clip/loss_all: 0.093, train/clip/loss_x: 0.090, train/clip/loss_s1: 0.070, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.434, train/dinov3/loss_x: 0.670, train/dinov3/loss_s1: 0.227, train/dinov3/loss_s2: 0.244, train/dinov3/loss_fp: 0.035, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 19:27:46,574] [INFO ] Iters: 400 train/iter_time: 0.545, train/clip/loss_all: 0.085, train/clip/loss_x: 0.079, train/clip/loss_s1: 0.068, train/clip/loss_s2: 0.053, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.383, train/dinov3/loss_x: 0.633, train/dinov3/loss_s1: 0.168, train/dinov3/loss_s2: 0.094, train/dinov3/loss_fp: 0.018, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 19:28:41,140] [INFO ] Iters: 500 train/iter_time: 0.545, train/clip/loss_all: 0.087, train/clip/loss_x: 0.091, train/clip/loss_s1: 0.050, train/clip/loss_s2: 0.037, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.372, train/dinov3/loss_x: 0.611, train/dinov3/loss_s1: 0.120, train/dinov3/loss_s2: 0.131, train/dinov3/loss_fp: 0.020, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 19:29:35,621] [INFO ] Iters: 600 train/iter_time: 0.544, train/clip/loss_all: 0.087, train/clip/loss_x: 0.084, train/clip/loss_s1: 0.045, train/clip/loss_s2: 0.060, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.344, train/dinov3/loss_x: 0.545, train/dinov3/loss_s1: 0.121, train/dinov3/loss_s2: 0.159, train/dinov3/loss_fp: 0.020, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 19:30:30,118] [INFO ] Iters: 700 train/iter_time: 0.544, train/clip/loss_all: 0.088, train/clip/loss_x: 0.089, train/clip/loss_s1: 0.047, train/clip/loss_s2: 0.054, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.385, train/dinov3/loss_x: 0.607, train/dinov3/loss_s1: 0.166, train/dinov3/loss_s2: 0.183, train/dinov3/loss_fp: 0.029, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 19:31:24,578] [INFO ] Iters: 800 train/iter_time: 0.544, train/clip/loss_all: 0.084, train/clip/loss_x: 0.076, train/clip/loss_s1: 0.050, train/clip/loss_s2: 0.044, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.385, train/dinov3/loss_x: 0.577, train/dinov3/loss_s1: 0.267, train/dinov3/loss_s2: 0.199, train/dinov3/loss_fp: 0.019, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 19:32:19,274] [INFO ] Iters: 900 train/iter_time: 0.546, train/clip/loss_all: 0.093, train/clip/loss_x: 0.088, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.067, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.394, train/dinov3/loss_x: 0.649, train/dinov3/loss_s1: 0.125, train/dinov3/loss_s2: 0.109, train/dinov3/loss_fp: 0.028, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 19:33:13,854] [INFO ] Iters: 1000 train/iter_time: 0.545, train/clip/loss_all: 0.088, train/clip/loss_x: 0.083, train/clip/loss_s1: 0.051, train/clip/loss_s2: 0.071, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.370, train/dinov3/loss_x: 0.583, train/dinov3/loss_s1: 0.114, train/dinov3/loss_s2: 0.185, train/dinov3/loss_fp: 0.044, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 19:34:06,688] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 19:34:06,689] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 19:34:06,689] [INFO ] Class [0 impervious_surface] IoU: 87.43 +[2025-11-01 19:34:06,689] [INFO ] Class [1 building] IoU: 91.85 +[2025-11-01 19:34:06,689] [INFO ] Class [2 low_vegetation] IoU: 76.76 +[2025-11-01 19:34:06,689] [INFO ] Class [3 tree] IoU: 77.31 +[2025-11-01 19:34:06,689] [INFO ] Class [4 car] IoU: 89.21 +[2025-11-01 19:34:06,689] [INFO ] Class [5 clutter] IoU: 53.91 +[2025-11-01 19:34:06,689] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.41 + +[2025-11-01 19:34:06,689] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 19:34:06,689] [INFO ] Class [0 impervious_surface] IoU: 58.80 +[2025-11-01 19:34:06,689] [INFO ] Class [1 building] IoU: 62.14 +[2025-11-01 19:34:06,689] [INFO ] Class [2 low_vegetation] IoU: 47.67 +[2025-11-01 19:34:06,689] [INFO ] Class [3 tree] IoU: 31.13 +[2025-11-01 19:34:06,689] [INFO ] Class [4 car] IoU: 43.90 +[2025-11-01 19:34:06,689] [INFO ] Class [5 clutter] IoU: 20.80 +[2025-11-01 19:34:06,689] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 44.07 + +[2025-11-01 19:34:06,695] [INFO ] ===========> Epoch: 48, LR: 0.00004, Best mIoU [clip/dinov3]: 79.63/45.25 +[2025-11-01 19:34:07,753] [INFO ] Iters: 0 train/iter_time: 0.593, train/clip/loss_all: 0.073, train/clip/loss_x: 0.085, train/clip/loss_s1: 0.006, train/clip/loss_s2: 0.009, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.027, train/dinov3/loss_all: 0.279, train/dinov3/loss_x: 0.440, train/dinov3/loss_s1: 0.006, train/dinov3/loss_s2: 0.246, train/dinov3/loss_fp: 0.004, train/dinov3/stabilization_loss: 0.027 +[2025-11-01 19:35:02,281] [INFO ] Iters: 100 train/iter_time: 0.545, train/clip/loss_all: 0.088, train/clip/loss_x: 0.084, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.378, train/dinov3/loss_x: 0.587, train/dinov3/loss_s1: 0.194, train/dinov3/loss_s2: 0.192, train/dinov3/loss_fp: 0.019, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 19:35:56,930] [INFO ] Iters: 200 train/iter_time: 0.546, train/clip/loss_all: 0.084, train/clip/loss_x: 0.078, train/clip/loss_s1: 0.062, train/clip/loss_s2: 0.050, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.367, train/dinov3/loss_x: 0.575, train/dinov3/loss_s1: 0.181, train/dinov3/loss_s2: 0.117, train/dinov3/loss_fp: 0.046, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 19:36:51,467] [INFO ] Iters: 300 train/iter_time: 0.545, train/clip/loss_all: 0.088, train/clip/loss_x: 0.082, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.352, train/dinov3/loss_x: 0.562, train/dinov3/loss_s1: 0.121, train/dinov3/loss_s2: 0.148, train/dinov3/loss_fp: 0.019, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 19:37:45,958] [INFO ] Iters: 400 train/iter_time: 0.544, train/clip/loss_all: 0.088, train/clip/loss_x: 0.082, train/clip/loss_s1: 0.057, train/clip/loss_s2: 0.052, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.385, train/dinov3/loss_x: 0.599, train/dinov3/loss_s1: 0.190, train/dinov3/loss_s2: 0.165, train/dinov3/loss_fp: 0.035, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 19:38:40,373] [INFO ] Iters: 500 train/iter_time: 0.544, train/clip/loss_all: 0.091, train/clip/loss_x: 0.087, train/clip/loss_s1: 0.043, train/clip/loss_s2: 0.076, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.386, train/dinov3/loss_x: 0.602, train/dinov3/loss_s1: 0.182, train/dinov3/loss_s2: 0.159, train/dinov3/loss_fp: 0.041, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 19:39:35,032] [INFO ] Iters: 600 train/iter_time: 0.546, train/clip/loss_all: 0.084, train/clip/loss_x: 0.072, train/clip/loss_s1: 0.058, train/clip/loss_s2: 0.065, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.362, train/dinov3/loss_x: 0.548, train/dinov3/loss_s1: 0.202, train/dinov3/loss_s2: 0.168, train/dinov3/loss_fp: 0.038, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 19:40:29,799] [INFO ] Iters: 700 train/iter_time: 0.547, train/clip/loss_all: 0.083, train/clip/loss_x: 0.075, train/clip/loss_s1: 0.059, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.363, train/dinov3/loss_x: 0.576, train/dinov3/loss_s1: 0.163, train/dinov3/loss_s2: 0.152, train/dinov3/loss_fp: 0.020, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 19:41:24,377] [INFO ] Iters: 800 train/iter_time: 0.545, train/clip/loss_all: 0.091, train/clip/loss_x: 0.087, train/clip/loss_s1: 0.062, train/clip/loss_s2: 0.060, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.378, train/dinov3/loss_x: 0.607, train/dinov3/loss_s1: 0.147, train/dinov3/loss_s2: 0.151, train/dinov3/loss_fp: 0.023, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 19:42:18,950] [INFO ] Iters: 900 train/iter_time: 0.545, train/clip/loss_all: 0.086, train/clip/loss_x: 0.080, train/clip/loss_s1: 0.058, train/clip/loss_s2: 0.047, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.386, train/dinov3/loss_x: 0.625, train/dinov3/loss_s1: 0.119, train/dinov3/loss_s2: 0.149, train/dinov3/loss_fp: 0.034, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 19:43:13,681] [INFO ] Iters: 1000 train/iter_time: 0.547, train/clip/loss_all: 0.084, train/clip/loss_x: 0.084, train/clip/loss_s1: 0.043, train/clip/loss_s2: 0.052, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.378, train/dinov3/loss_x: 0.611, train/dinov3/loss_s1: 0.140, train/dinov3/loss_s2: 0.173, train/dinov3/loss_fp: 0.017, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 19:44:06,491] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 19:44:06,492] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 19:44:06,492] [INFO ] Class [0 impervious_surface] IoU: 87.34 +[2025-11-01 19:44:06,492] [INFO ] Class [1 building] IoU: 92.27 +[2025-11-01 19:44:06,492] [INFO ] Class [2 low_vegetation] IoU: 77.25 +[2025-11-01 19:44:06,492] [INFO ] Class [3 tree] IoU: 77.26 +[2025-11-01 19:44:06,492] [INFO ] Class [4 car] IoU: 89.49 +[2025-11-01 19:44:06,492] [INFO ] Class [5 clutter] IoU: 53.58 +[2025-11-01 19:44:06,493] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.53 + +[2025-11-01 19:44:06,493] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 19:44:06,493] [INFO ] Class [0 impervious_surface] IoU: 60.48 +[2025-11-01 19:44:06,493] [INFO ] Class [1 building] IoU: 62.24 +[2025-11-01 19:44:06,493] [INFO ] Class [2 low_vegetation] IoU: 46.87 +[2025-11-01 19:44:06,493] [INFO ] Class [3 tree] IoU: 30.43 +[2025-11-01 19:44:06,493] [INFO ] Class [4 car] IoU: 44.66 +[2025-11-01 19:44:06,493] [INFO ] Class [5 clutter] IoU: 25.37 +[2025-11-01 19:44:06,493] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 45.01 + +[2025-11-01 19:44:06,501] [INFO ] ===========> Epoch: 49, LR: 0.00004, Best mIoU [clip/dinov3]: 79.63/45.25 +[2025-11-01 19:44:07,541] [INFO ] Iters: 0 train/iter_time: 0.553, train/clip/loss_all: 0.029, train/clip/loss_x: 0.035, train/clip/loss_s1: 0.002, train/clip/loss_s2: 0.003, train/clip/loss_fp: 0.000, train/clip/stabilization_loss: 0.011, train/dinov3/loss_all: 0.297, train/dinov3/loss_x: 0.488, train/dinov3/loss_s1: 0.008, train/dinov3/loss_s2: 0.313, train/dinov3/loss_fp: 0.009, train/dinov3/stabilization_loss: 0.011 +[2025-11-01 19:45:01,920] [INFO ] Iters: 100 train/iter_time: 0.543, train/clip/loss_all: 0.088, train/clip/loss_x: 0.086, train/clip/loss_s1: 0.058, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.348, train/dinov3/loss_x: 0.570, train/dinov3/loss_s1: 0.095, train/dinov3/loss_s2: 0.110, train/dinov3/loss_fp: 0.024, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 19:45:56,429] [INFO ] Iters: 200 train/iter_time: 0.544, train/clip/loss_all: 0.078, train/clip/loss_x: 0.068, train/clip/loss_s1: 0.059, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.028, train/dinov3/loss_all: 0.359, train/dinov3/loss_x: 0.594, train/dinov3/loss_s1: 0.074, train/dinov3/loss_s2: 0.162, train/dinov3/loss_fp: 0.014, train/dinov3/stabilization_loss: 0.028 +[2025-11-01 19:46:50,966] [INFO ] Iters: 300 train/iter_time: 0.545, train/clip/loss_all: 0.083, train/clip/loss_x: 0.074, train/clip/loss_s1: 0.055, train/clip/loss_s2: 0.060, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.380, train/dinov3/loss_x: 0.616, train/dinov3/loss_s1: 0.136, train/dinov3/loss_s2: 0.144, train/dinov3/loss_fp: 0.025, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 19:47:45,517] [INFO ] Iters: 400 train/iter_time: 0.545, train/clip/loss_all: 0.083, train/clip/loss_x: 0.080, train/clip/loss_s1: 0.047, train/clip/loss_s2: 0.048, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.365, train/dinov3/loss_x: 0.583, train/dinov3/loss_s1: 0.120, train/dinov3/loss_s2: 0.147, train/dinov3/loss_fp: 0.038, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 19:48:40,221] [INFO ] Iters: 500 train/iter_time: 0.546, train/clip/loss_all: 0.092, train/clip/loss_x: 0.081, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.086, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.357, train/dinov3/loss_x: 0.564, train/dinov3/loss_s1: 0.133, train/dinov3/loss_s2: 0.150, train/dinov3/loss_fp: 0.029, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 19:49:34,838] [INFO ] Iters: 600 train/iter_time: 0.546, train/clip/loss_all: 0.080, train/clip/loss_x: 0.073, train/clip/loss_s1: 0.058, train/clip/loss_s2: 0.064, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.028, train/dinov3/loss_all: 0.342, train/dinov3/loss_x: 0.550, train/dinov3/loss_s1: 0.123, train/dinov3/loss_s2: 0.145, train/dinov3/loss_fp: 0.020, train/dinov3/stabilization_loss: 0.028 +[2025-11-01 19:50:29,321] [INFO ] Iters: 700 train/iter_time: 0.544, train/clip/loss_all: 0.092, train/clip/loss_x: 0.090, train/clip/loss_s1: 0.053, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.391, train/dinov3/loss_x: 0.612, train/dinov3/loss_s1: 0.212, train/dinov3/loss_s2: 0.147, train/dinov3/loss_fp: 0.029, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 19:51:23,988] [INFO ] Iters: 800 train/iter_time: 0.546, train/clip/loss_all: 0.078, train/clip/loss_x: 0.080, train/clip/loss_s1: 0.040, train/clip/loss_s2: 0.041, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.027, train/dinov3/loss_all: 0.354, train/dinov3/loss_x: 0.562, train/dinov3/loss_s1: 0.158, train/dinov3/loss_s2: 0.156, train/dinov3/loss_fp: 0.026, train/dinov3/stabilization_loss: 0.027 +[2025-11-01 19:52:18,499] [INFO ] Iters: 900 train/iter_time: 0.544, train/clip/loss_all: 0.084, train/clip/loss_x: 0.073, train/clip/loss_s1: 0.055, train/clip/loss_s2: 0.043, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.372, train/dinov3/loss_x: 0.572, train/dinov3/loss_s1: 0.176, train/dinov3/loss_s2: 0.176, train/dinov3/loss_fp: 0.029, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 19:53:13,157] [INFO ] Iters: 1000 train/iter_time: 0.546, train/clip/loss_all: 0.088, train/clip/loss_x: 0.082, train/clip/loss_s1: 0.055, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.354, train/dinov3/loss_x: 0.555, train/dinov3/loss_s1: 0.137, train/dinov3/loss_s2: 0.163, train/dinov3/loss_fp: 0.021, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 19:54:07,147] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 19:54:07,147] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 19:54:07,148] [INFO ] Class [0 impervious_surface] IoU: 87.34 +[2025-11-01 19:54:07,148] [INFO ] Class [1 building] IoU: 91.65 +[2025-11-01 19:54:07,148] [INFO ] Class [2 low_vegetation] IoU: 77.03 +[2025-11-01 19:54:07,148] [INFO ] Class [3 tree] IoU: 77.22 +[2025-11-01 19:54:07,148] [INFO ] Class [4 car] IoU: 89.46 +[2025-11-01 19:54:07,148] [INFO ] Class [5 clutter] IoU: 53.83 +[2025-11-01 19:54:07,149] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.42 + +[2025-11-01 19:54:07,149] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 19:54:07,149] [INFO ] Class [0 impervious_surface] IoU: 59.97 +[2025-11-01 19:54:07,149] [INFO ] Class [1 building] IoU: 62.99 +[2025-11-01 19:54:07,149] [INFO ] Class [2 low_vegetation] IoU: 48.27 +[2025-11-01 19:54:07,149] [INFO ] Class [3 tree] IoU: 23.19 +[2025-11-01 19:54:07,149] [INFO ] Class [4 car] IoU: 42.71 +[2025-11-01 19:54:07,149] [INFO ] Class [5 clutter] IoU: 17.36 +[2025-11-01 19:54:07,150] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 42.42 + +[2025-11-01 19:54:07,162] [INFO ] ===========> Epoch: 50, LR: 0.00004, Best mIoU [clip/dinov3]: 79.63/45.25 +[2025-11-01 19:54:08,459] [INFO ] Iters: 0 train/iter_time: 0.562, train/clip/loss_all: 0.098, train/clip/loss_x: 0.071, train/clip/loss_s1: 0.095, train/clip/loss_s2: 0.099, train/clip/loss_fp: 0.014, train/clip/stabilization_loss: 0.035, train/dinov3/loss_all: 0.891, train/dinov3/loss_x: 1.500, train/dinov3/loss_s1: 0.227, train/dinov3/loss_s2: 0.379, train/dinov3/loss_fp: 0.124, train/dinov3/stabilization_loss: 0.035 +[2025-11-01 19:55:03,067] [INFO ] Iters: 100 train/iter_time: 0.546, train/clip/loss_all: 0.085, train/clip/loss_x: 0.083, train/clip/loss_s1: 0.052, train/clip/loss_s2: 0.058, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.367, train/dinov3/loss_x: 0.599, train/dinov3/loss_s1: 0.144, train/dinov3/loss_s2: 0.102, train/dinov3/loss_fp: 0.032, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 19:55:57,427] [INFO ] Iters: 200 train/iter_time: 0.543, train/clip/loss_all: 0.085, train/clip/loss_x: 0.070, train/clip/loss_s1: 0.091, train/clip/loss_s2: 0.068, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.349, train/dinov3/loss_x: 0.549, train/dinov3/loss_s1: 0.129, train/dinov3/loss_s2: 0.193, train/dinov3/loss_fp: 0.020, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 19:56:51,920] [INFO ] Iters: 300 train/iter_time: 0.544, train/clip/loss_all: 0.081, train/clip/loss_x: 0.080, train/clip/loss_s1: 0.049, train/clip/loss_s2: 0.034, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.391, train/dinov3/loss_x: 0.616, train/dinov3/loss_s1: 0.170, train/dinov3/loss_s2: 0.189, train/dinov3/loss_fp: 0.030, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 19:57:46,319] [INFO ] Iters: 400 train/iter_time: 0.543, train/clip/loss_all: 0.089, train/clip/loss_x: 0.090, train/clip/loss_s1: 0.043, train/clip/loss_s2: 0.065, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.371, train/dinov3/loss_x: 0.618, train/dinov3/loss_s1: 0.132, train/dinov3/loss_s2: 0.086, train/dinov3/loss_fp: 0.019, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 19:58:40,688] [INFO ] Iters: 500 train/iter_time: 0.543, train/clip/loss_all: 0.086, train/clip/loss_x: 0.080, train/clip/loss_s1: 0.046, train/clip/loss_s2: 0.053, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.345, train/dinov3/loss_x: 0.538, train/dinov3/loss_s1: 0.172, train/dinov3/loss_s2: 0.131, train/dinov3/loss_fp: 0.024, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 19:59:35,261] [INFO ] Iters: 600 train/iter_time: 0.545, train/clip/loss_all: 0.081, train/clip/loss_x: 0.071, train/clip/loss_s1: 0.043, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.365, train/dinov3/loss_x: 0.570, train/dinov3/loss_s1: 0.169, train/dinov3/loss_s2: 0.131, train/dinov3/loss_fp: 0.044, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 20:00:29,907] [INFO ] Iters: 700 train/iter_time: 0.546, train/clip/loss_all: 0.085, train/clip/loss_x: 0.071, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.079, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.343, train/dinov3/loss_x: 0.538, train/dinov3/loss_s1: 0.155, train/dinov3/loss_s2: 0.114, train/dinov3/loss_fp: 0.034, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 20:01:24,598] [INFO ] Iters: 800 train/iter_time: 0.546, train/clip/loss_all: 0.084, train/clip/loss_x: 0.074, train/clip/loss_s1: 0.064, train/clip/loss_s2: 0.060, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.348, train/dinov3/loss_x: 0.542, train/dinov3/loss_s1: 0.147, train/dinov3/loss_s2: 0.186, train/dinov3/loss_fp: 0.021, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 20:02:19,126] [INFO ] Iters: 900 train/iter_time: 0.545, train/clip/loss_all: 0.084, train/clip/loss_x: 0.074, train/clip/loss_s1: 0.061, train/clip/loss_s2: 0.060, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.340, train/dinov3/loss_x: 0.538, train/dinov3/loss_s1: 0.111, train/dinov3/loss_s2: 0.142, train/dinov3/loss_fp: 0.033, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 20:03:13,514] [INFO ] Iters: 1000 train/iter_time: 0.543, train/clip/loss_all: 0.080, train/clip/loss_x: 0.075, train/clip/loss_s1: 0.058, train/clip/loss_s2: 0.054, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.028, train/dinov3/loss_all: 0.356, train/dinov3/loss_x: 0.561, train/dinov3/loss_s1: 0.159, train/dinov3/loss_s2: 0.157, train/dinov3/loss_fp: 0.032, train/dinov3/stabilization_loss: 0.028 +[2025-11-01 20:04:06,896] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 20:04:06,897] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 20:04:06,897] [INFO ] Class [0 impervious_surface] IoU: 87.44 +[2025-11-01 20:04:06,897] [INFO ] Class [1 building] IoU: 92.08 +[2025-11-01 20:04:06,897] [INFO ] Class [2 low_vegetation] IoU: 76.99 +[2025-11-01 20:04:06,897] [INFO ] Class [3 tree] IoU: 77.13 +[2025-11-01 20:04:06,897] [INFO ] Class [4 car] IoU: 89.41 +[2025-11-01 20:04:06,897] [INFO ] Class [5 clutter] IoU: 53.67 +[2025-11-01 20:04:06,897] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.45 + +[2025-11-01 20:04:06,898] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 20:04:06,898] [INFO ] Class [0 impervious_surface] IoU: 58.87 +[2025-11-01 20:04:06,898] [INFO ] Class [1 building] IoU: 62.35 +[2025-11-01 20:04:06,898] [INFO ] Class [2 low_vegetation] IoU: 48.35 +[2025-11-01 20:04:06,898] [INFO ] Class [3 tree] IoU: 33.04 +[2025-11-01 20:04:06,898] [INFO ] Class [4 car] IoU: 44.90 +[2025-11-01 20:04:06,898] [INFO ] Class [5 clutter] IoU: 25.99 +[2025-11-01 20:04:06,898] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 45.58 + +[2025-11-01 20:04:07,531] [INFO ] ===========> Epoch: 51, LR: 0.00004, Best mIoU [clip/dinov3]: 79.63/45.58 +[2025-11-01 20:04:08,731] [INFO ] Iters: 0 train/iter_time: 0.548, train/clip/loss_all: 0.154, train/clip/loss_x: 0.152, train/clip/loss_s1: 0.009, train/clip/loss_s2: 0.179, train/clip/loss_fp: 0.001, train/clip/stabilization_loss: 0.054, train/dinov3/loss_all: 0.490, train/dinov3/loss_x: 0.870, train/dinov3/loss_s1: 0.003, train/dinov3/loss_s2: 0.000, train/dinov3/loss_fp: 0.002, train/dinov3/stabilization_loss: 0.054 +[2025-11-01 20:05:03,207] [INFO ] Iters: 100 train/iter_time: 0.544, train/clip/loss_all: 0.090, train/clip/loss_x: 0.077, train/clip/loss_s1: 0.085, train/clip/loss_s2: 0.070, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.337, train/dinov3/loss_x: 0.528, train/dinov3/loss_s1: 0.147, train/dinov3/loss_s2: 0.110, train/dinov3/loss_fp: 0.036, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 20:05:57,701] [INFO ] Iters: 200 train/iter_time: 0.544, train/clip/loss_all: 0.090, train/clip/loss_x: 0.083, train/clip/loss_s1: 0.073, train/clip/loss_s2: 0.060, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.383, train/dinov3/loss_x: 0.597, train/dinov3/loss_s1: 0.137, train/dinov3/loss_s2: 0.177, train/dinov3/loss_fp: 0.057, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 20:06:52,177] [INFO ] Iters: 300 train/iter_time: 0.544, train/clip/loss_all: 0.087, train/clip/loss_x: 0.077, train/clip/loss_s1: 0.065, train/clip/loss_s2: 0.061, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.353, train/dinov3/loss_x: 0.546, train/dinov3/loss_s1: 0.164, train/dinov3/loss_s2: 0.188, train/dinov3/loss_fp: 0.019, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 20:07:46,930] [INFO ] Iters: 400 train/iter_time: 0.547, train/clip/loss_all: 0.092, train/clip/loss_x: 0.093, train/clip/loss_s1: 0.064, train/clip/loss_s2: 0.049, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.403, train/dinov3/loss_x: 0.644, train/dinov3/loss_s1: 0.161, train/dinov3/loss_s2: 0.192, train/dinov3/loss_fp: 0.025, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 20:08:41,402] [INFO ] Iters: 500 train/iter_time: 0.544, train/clip/loss_all: 0.085, train/clip/loss_x: 0.072, train/clip/loss_s1: 0.047, train/clip/loss_s2: 0.047, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.036, train/dinov3/loss_all: 0.349, train/dinov3/loss_x: 0.539, train/dinov3/loss_s1: 0.154, train/dinov3/loss_s2: 0.141, train/dinov3/loss_fp: 0.027, train/dinov3/stabilization_loss: 0.036 +[2025-11-01 20:09:35,834] [INFO ] Iters: 600 train/iter_time: 0.544, train/clip/loss_all: 0.079, train/clip/loss_x: 0.073, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.053, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.028, train/dinov3/loss_all: 0.364, train/dinov3/loss_x: 0.597, train/dinov3/loss_s1: 0.134, train/dinov3/loss_s2: 0.108, train/dinov3/loss_fp: 0.030, train/dinov3/stabilization_loss: 0.028 +[2025-11-01 20:10:30,237] [INFO ] Iters: 700 train/iter_time: 0.543, train/clip/loss_all: 0.087, train/clip/loss_x: 0.080, train/clip/loss_s1: 0.051, train/clip/loss_s2: 0.048, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.370, train/dinov3/loss_x: 0.588, train/dinov3/loss_s1: 0.160, train/dinov3/loss_s2: 0.147, train/dinov3/loss_fp: 0.014, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 20:11:24,657] [INFO ] Iters: 800 train/iter_time: 0.544, train/clip/loss_all: 0.090, train/clip/loss_x: 0.087, train/clip/loss_s1: 0.053, train/clip/loss_s2: 0.058, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.385, train/dinov3/loss_x: 0.598, train/dinov3/loss_s1: 0.184, train/dinov3/loss_s2: 0.226, train/dinov3/loss_fp: 0.016, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 20:12:19,138] [INFO ] Iters: 900 train/iter_time: 0.544, train/clip/loss_all: 0.083, train/clip/loss_x: 0.074, train/clip/loss_s1: 0.050, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.007, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.405, train/dinov3/loss_x: 0.638, train/dinov3/loss_s1: 0.223, train/dinov3/loss_s2: 0.159, train/dinov3/loss_fp: 0.029, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 20:13:13,558] [INFO ] Iters: 1000 train/iter_time: 0.544, train/clip/loss_all: 0.091, train/clip/loss_x: 0.079, train/clip/loss_s1: 0.065, train/clip/loss_s2: 0.057, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.036, train/dinov3/loss_all: 0.386, train/dinov3/loss_x: 0.625, train/dinov3/loss_s1: 0.129, train/dinov3/loss_s2: 0.125, train/dinov3/loss_fp: 0.026, train/dinov3/stabilization_loss: 0.036 +[2025-11-01 20:14:07,330] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 20:14:07,330] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 20:14:07,330] [INFO ] Class [0 impervious_surface] IoU: 87.00 +[2025-11-01 20:14:07,330] [INFO ] Class [1 building] IoU: 92.42 +[2025-11-01 20:14:07,330] [INFO ] Class [2 low_vegetation] IoU: 77.92 +[2025-11-01 20:14:07,330] [INFO ] Class [3 tree] IoU: 77.40 +[2025-11-01 20:14:07,331] [INFO ] Class [4 car] IoU: 90.03 +[2025-11-01 20:14:07,331] [INFO ] Class [5 clutter] IoU: 53.96 +[2025-11-01 20:14:07,331] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.79 + +[2025-11-01 20:14:07,331] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 20:14:07,331] [INFO ] Class [0 impervious_surface] IoU: 61.10 +[2025-11-01 20:14:07,331] [INFO ] Class [1 building] IoU: 63.00 +[2025-11-01 20:14:07,331] [INFO ] Class [2 low_vegetation] IoU: 49.30 +[2025-11-01 20:14:07,331] [INFO ] Class [3 tree] IoU: 29.10 +[2025-11-01 20:14:07,331] [INFO ] Class [4 car] IoU: 45.38 +[2025-11-01 20:14:07,331] [INFO ] Class [5 clutter] IoU: 29.85 +[2025-11-01 20:14:07,331] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 46.29 + +[2025-11-01 20:14:08,649] [INFO ] ===========> Epoch: 52, LR: 0.00004, Best mIoU [clip/dinov3]: 79.79/46.29 +[2025-11-01 20:14:09,914] [INFO ] Iters: 0 train/iter_time: 0.568, train/clip/loss_all: 0.103, train/clip/loss_x: 0.038, train/clip/loss_s1: 0.402, train/clip/loss_s2: 0.069, train/clip/loss_fp: 0.001, train/clip/stabilization_loss: 0.025, train/dinov3/loss_all: 0.498, train/dinov3/loss_x: 0.654, train/dinov3/loss_s1: 0.461, train/dinov3/loss_s2: 0.693, train/dinov3/loss_fp: 0.006, train/dinov3/stabilization_loss: 0.025 +[2025-11-01 20:15:04,422] [INFO ] Iters: 100 train/iter_time: 0.545, train/clip/loss_all: 0.092, train/clip/loss_x: 0.097, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.034, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.383, train/dinov3/loss_x: 0.630, train/dinov3/loss_s1: 0.141, train/dinov3/loss_s2: 0.113, train/dinov3/loss_fp: 0.018, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 20:15:58,848] [INFO ] Iters: 200 train/iter_time: 0.544, train/clip/loss_all: 0.081, train/clip/loss_x: 0.078, train/clip/loss_s1: 0.061, train/clip/loss_s2: 0.040, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.028, train/dinov3/loss_all: 0.366, train/dinov3/loss_x: 0.596, train/dinov3/loss_s1: 0.130, train/dinov3/loss_s2: 0.125, train/dinov3/loss_fp: 0.031, train/dinov3/stabilization_loss: 0.028 +[2025-11-01 20:16:53,409] [INFO ] Iters: 300 train/iter_time: 0.545, train/clip/loss_all: 0.080, train/clip/loss_x: 0.069, train/clip/loss_s1: 0.051, train/clip/loss_s2: 0.039, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.352, train/dinov3/loss_x: 0.553, train/dinov3/loss_s1: 0.208, train/dinov3/loss_s2: 0.115, train/dinov3/loss_fp: 0.009, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 20:17:47,965] [INFO ] Iters: 400 train/iter_time: 0.545, train/clip/loss_all: 0.086, train/clip/loss_x: 0.075, train/clip/loss_s1: 0.053, train/clip/loss_s2: 0.061, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.363, train/dinov3/loss_x: 0.559, train/dinov3/loss_s1: 0.149, train/dinov3/loss_s2: 0.197, train/dinov3/loss_fp: 0.022, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 20:18:42,516] [INFO ] Iters: 500 train/iter_time: 0.545, train/clip/loss_all: 0.089, train/clip/loss_x: 0.088, train/clip/loss_s1: 0.053, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.373, train/dinov3/loss_x: 0.578, train/dinov3/loss_s1: 0.177, train/dinov3/loss_s2: 0.187, train/dinov3/loss_fp: 0.030, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 20:19:37,046] [INFO ] Iters: 600 train/iter_time: 0.545, train/clip/loss_all: 0.085, train/clip/loss_x: 0.083, train/clip/loss_s1: 0.052, train/clip/loss_s2: 0.041, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.386, train/dinov3/loss_x: 0.561, train/dinov3/loss_s1: 0.254, train/dinov3/loss_s2: 0.217, train/dinov3/loss_fp: 0.065, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 20:20:31,516] [INFO ] Iters: 700 train/iter_time: 0.544, train/clip/loss_all: 0.084, train/clip/loss_x: 0.081, train/clip/loss_s1: 0.047, train/clip/loss_s2: 0.045, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.341, train/dinov3/loss_x: 0.551, train/dinov3/loss_s1: 0.114, train/dinov3/loss_s2: 0.123, train/dinov3/loss_fp: 0.021, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 20:21:25,987] [INFO ] Iters: 800 train/iter_time: 0.544, train/clip/loss_all: 0.079, train/clip/loss_x: 0.077, train/clip/loss_s1: 0.032, train/clip/loss_s2: 0.049, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.354, train/dinov3/loss_x: 0.545, train/dinov3/loss_s1: 0.191, train/dinov3/loss_s2: 0.148, train/dinov3/loss_fp: 0.038, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 20:22:20,631] [INFO ] Iters: 900 train/iter_time: 0.546, train/clip/loss_all: 0.088, train/clip/loss_x: 0.077, train/clip/loss_s1: 0.067, train/clip/loss_s2: 0.068, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.381, train/dinov3/loss_x: 0.568, train/dinov3/loss_s1: 0.238, train/dinov3/loss_s2: 0.198, train/dinov3/loss_fp: 0.044, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 20:23:15,266] [INFO ] Iters: 1000 train/iter_time: 0.546, train/clip/loss_all: 0.084, train/clip/loss_x: 0.070, train/clip/loss_s1: 0.062, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.343, train/dinov3/loss_x: 0.545, train/dinov3/loss_s1: 0.135, train/dinov3/loss_s2: 0.130, train/dinov3/loss_fp: 0.019, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 20:24:08,027] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 20:24:08,028] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 20:24:08,028] [INFO ] Class [0 impervious_surface] IoU: 86.96 +[2025-11-01 20:24:08,028] [INFO ] Class [1 building] IoU: 92.09 +[2025-11-01 20:24:08,028] [INFO ] Class [2 low_vegetation] IoU: 77.95 +[2025-11-01 20:24:08,029] [INFO ] Class [3 tree] IoU: 77.44 +[2025-11-01 20:24:08,029] [INFO ] Class [4 car] IoU: 89.62 +[2025-11-01 20:24:08,029] [INFO ] Class [5 clutter] IoU: 54.16 +[2025-11-01 20:24:08,029] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.71 + +[2025-11-01 20:24:08,029] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 20:24:08,029] [INFO ] Class [0 impervious_surface] IoU: 60.67 +[2025-11-01 20:24:08,029] [INFO ] Class [1 building] IoU: 63.17 +[2025-11-01 20:24:08,029] [INFO ] Class [2 low_vegetation] IoU: 48.66 +[2025-11-01 20:24:08,030] [INFO ] Class [3 tree] IoU: 30.61 +[2025-11-01 20:24:08,030] [INFO ] Class [4 car] IoU: 45.22 +[2025-11-01 20:24:08,030] [INFO ] Class [5 clutter] IoU: 22.60 +[2025-11-01 20:24:08,030] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 45.15 + +[2025-11-01 20:24:08,044] [INFO ] ===========> Epoch: 53, LR: 0.00004, Best mIoU [clip/dinov3]: 79.79/46.29 +[2025-11-01 20:24:09,133] [INFO ] Iters: 0 train/iter_time: 0.538, train/clip/loss_all: 0.089, train/clip/loss_x: 0.109, train/clip/loss_s1: 0.006, train/clip/loss_s2: 0.003, train/clip/loss_fp: 0.000, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.473, train/dinov3/loss_x: 0.696, train/dinov3/loss_s1: 0.221, train/dinov3/loss_s2: 0.469, train/dinov3/loss_fp: 0.023, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 20:25:03,615] [INFO ] Iters: 100 train/iter_time: 0.544, train/clip/loss_all: 0.088, train/clip/loss_x: 0.085, train/clip/loss_s1: 0.045, train/clip/loss_s2: 0.071, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.346, train/dinov3/loss_x: 0.536, train/dinov3/loss_s1: 0.129, train/dinov3/loss_s2: 0.186, train/dinov3/loss_fp: 0.033, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 20:25:58,082] [INFO ] Iters: 200 train/iter_time: 0.544, train/clip/loss_all: 0.082, train/clip/loss_x: 0.073, train/clip/loss_s1: 0.061, train/clip/loss_s2: 0.070, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.028, train/dinov3/loss_all: 0.344, train/dinov3/loss_x: 0.543, train/dinov3/loss_s1: 0.129, train/dinov3/loss_s2: 0.155, train/dinov3/loss_fp: 0.037, train/dinov3/stabilization_loss: 0.028 +[2025-11-01 20:26:52,614] [INFO ] Iters: 300 train/iter_time: 0.545, train/clip/loss_all: 0.095, train/clip/loss_x: 0.094, train/clip/loss_s1: 0.049, train/clip/loss_s2: 0.073, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.373, train/dinov3/loss_x: 0.591, train/dinov3/loss_s1: 0.151, train/dinov3/loss_s2: 0.150, train/dinov3/loss_fp: 0.031, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 20:27:47,125] [INFO ] Iters: 400 train/iter_time: 0.545, train/clip/loss_all: 0.089, train/clip/loss_x: 0.082, train/clip/loss_s1: 0.048, train/clip/loss_s2: 0.087, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.379, train/dinov3/loss_x: 0.596, train/dinov3/loss_s1: 0.140, train/dinov3/loss_s2: 0.202, train/dinov3/loss_fp: 0.032, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 20:28:41,727] [INFO ] Iters: 500 train/iter_time: 0.545, train/clip/loss_all: 0.086, train/clip/loss_x: 0.069, train/clip/loss_s1: 0.067, train/clip/loss_s2: 0.068, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.353, train/dinov3/loss_x: 0.579, train/dinov3/loss_s1: 0.105, train/dinov3/loss_s2: 0.094, train/dinov3/loss_fp: 0.022, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 20:29:36,249] [INFO ] Iters: 600 train/iter_time: 0.545, train/clip/loss_all: 0.085, train/clip/loss_x: 0.079, train/clip/loss_s1: 0.065, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.355, train/dinov3/loss_x: 0.573, train/dinov3/loss_s1: 0.134, train/dinov3/loss_s2: 0.128, train/dinov3/loss_fp: 0.022, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 20:30:30,724] [INFO ] Iters: 700 train/iter_time: 0.544, train/clip/loss_all: 0.090, train/clip/loss_x: 0.081, train/clip/loss_s1: 0.078, train/clip/loss_s2: 0.053, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.385, train/dinov3/loss_x: 0.626, train/dinov3/loss_s1: 0.142, train/dinov3/loss_s2: 0.143, train/dinov3/loss_fp: 0.019, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 20:31:25,330] [INFO ] Iters: 800 train/iter_time: 0.545, train/clip/loss_all: 0.090, train/clip/loss_x: 0.092, train/clip/loss_s1: 0.043, train/clip/loss_s2: 0.065, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.379, train/dinov3/loss_x: 0.620, train/dinov3/loss_s1: 0.171, train/dinov3/loss_s2: 0.112, train/dinov3/loss_fp: 0.016, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 20:32:19,862] [INFO ] Iters: 900 train/iter_time: 0.545, train/clip/loss_all: 0.082, train/clip/loss_x: 0.076, train/clip/loss_s1: 0.063, train/clip/loss_s2: 0.047, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.371, train/dinov3/loss_x: 0.593, train/dinov3/loss_s1: 0.143, train/dinov3/loss_s2: 0.165, train/dinov3/loss_fp: 0.026, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 20:33:14,367] [INFO ] Iters: 1000 train/iter_time: 0.544, train/clip/loss_all: 0.093, train/clip/loss_x: 0.078, train/clip/loss_s1: 0.091, train/clip/loss_s2: 0.057, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.035, train/dinov3/loss_all: 0.370, train/dinov3/loss_x: 0.567, train/dinov3/loss_s1: 0.148, train/dinov3/loss_s2: 0.209, train/dinov3/loss_fp: 0.031, train/dinov3/stabilization_loss: 0.035 +[2025-11-01 20:34:08,166] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 20:34:08,167] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 20:34:08,167] [INFO ] Class [0 impervious_surface] IoU: 86.75 +[2025-11-01 20:34:08,167] [INFO ] Class [1 building] IoU: 91.89 +[2025-11-01 20:34:08,167] [INFO ] Class [2 low_vegetation] IoU: 77.77 +[2025-11-01 20:34:08,168] [INFO ] Class [3 tree] IoU: 77.45 +[2025-11-01 20:34:08,168] [INFO ] Class [4 car] IoU: 89.15 +[2025-11-01 20:34:08,168] [INFO ] Class [5 clutter] IoU: 53.78 +[2025-11-01 20:34:08,168] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.46 + +[2025-11-01 20:34:08,169] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 20:34:08,169] [INFO ] Class [0 impervious_surface] IoU: 60.85 +[2025-11-01 20:34:08,169] [INFO ] Class [1 building] IoU: 60.76 +[2025-11-01 20:34:08,169] [INFO ] Class [2 low_vegetation] IoU: 47.43 +[2025-11-01 20:34:08,169] [INFO ] Class [3 tree] IoU: 33.75 +[2025-11-01 20:34:08,169] [INFO ] Class [4 car] IoU: 45.03 +[2025-11-01 20:34:08,169] [INFO ] Class [5 clutter] IoU: 27.94 +[2025-11-01 20:34:08,169] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 45.96 + +[2025-11-01 20:34:08,182] [INFO ] ===========> Epoch: 54, LR: 0.00004, Best mIoU [clip/dinov3]: 79.79/46.29 +[2025-11-01 20:34:09,278] [INFO ] Iters: 0 train/iter_time: 0.548, train/clip/loss_all: 0.111, train/clip/loss_x: 0.171, train/clip/loss_s1: 0.002, train/clip/loss_s2: 0.018, train/clip/loss_fp: 0.001, train/clip/stabilization_loss: 0.023, train/dinov3/loss_all: 0.331, train/dinov3/loss_x: 0.607, train/dinov3/loss_s1: 0.004, train/dinov3/loss_s2: 0.029, train/dinov3/loss_fp: 0.003, train/dinov3/stabilization_loss: 0.023 +[2025-11-01 20:35:03,830] [INFO ] Iters: 100 train/iter_time: 0.545, train/clip/loss_all: 0.083, train/clip/loss_x: 0.077, train/clip/loss_s1: 0.049, train/clip/loss_s2: 0.047, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.373, train/dinov3/loss_x: 0.589, train/dinov3/loss_s1: 0.175, train/dinov3/loss_s2: 0.152, train/dinov3/loss_fp: 0.023, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 20:35:58,545] [INFO ] Iters: 200 train/iter_time: 0.546, train/clip/loss_all: 0.085, train/clip/loss_x: 0.081, train/clip/loss_s1: 0.047, train/clip/loss_s2: 0.061, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.359, train/dinov3/loss_x: 0.543, train/dinov3/loss_s1: 0.180, train/dinov3/loss_s2: 0.235, train/dinov3/loss_fp: 0.027, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 20:36:52,917] [INFO ] Iters: 300 train/iter_time: 0.543, train/clip/loss_all: 0.086, train/clip/loss_x: 0.086, train/clip/loss_s1: 0.053, train/clip/loss_s2: 0.057, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.028, train/dinov3/loss_all: 0.375, train/dinov3/loss_x: 0.590, train/dinov3/loss_s1: 0.199, train/dinov3/loss_s2: 0.149, train/dinov3/loss_fp: 0.032, train/dinov3/stabilization_loss: 0.028 +[2025-11-01 20:37:47,346] [INFO ] Iters: 400 train/iter_time: 0.544, train/clip/loss_all: 0.086, train/clip/loss_x: 0.076, train/clip/loss_s1: 0.065, train/clip/loss_s2: 0.066, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.347, train/dinov3/loss_x: 0.565, train/dinov3/loss_s1: 0.135, train/dinov3/loss_s2: 0.098, train/dinov3/loss_fp: 0.019, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 20:38:41,811] [INFO ] Iters: 500 train/iter_time: 0.544, train/clip/loss_all: 0.079, train/clip/loss_x: 0.066, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.067, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.324, train/dinov3/loss_x: 0.502, train/dinov3/loss_s1: 0.106, train/dinov3/loss_s2: 0.194, train/dinov3/loss_fp: 0.022, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 20:39:36,386] [INFO ] Iters: 600 train/iter_time: 0.545, train/clip/loss_all: 0.085, train/clip/loss_x: 0.073, train/clip/loss_s1: 0.064, train/clip/loss_s2: 0.073, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.362, train/dinov3/loss_x: 0.547, train/dinov3/loss_s1: 0.218, train/dinov3/loss_s2: 0.165, train/dinov3/loss_fp: 0.040, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 20:40:30,977] [INFO ] Iters: 700 train/iter_time: 0.545, train/clip/loss_all: 0.087, train/clip/loss_x: 0.079, train/clip/loss_s1: 0.049, train/clip/loss_s2: 0.053, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.366, train/dinov3/loss_x: 0.544, train/dinov3/loss_s1: 0.155, train/dinov3/loss_s2: 0.276, train/dinov3/loss_fp: 0.026, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 20:41:25,461] [INFO ] Iters: 800 train/iter_time: 0.544, train/clip/loss_all: 0.086, train/clip/loss_x: 0.081, train/clip/loss_s1: 0.041, train/clip/loss_s2: 0.073, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.361, train/dinov3/loss_x: 0.576, train/dinov3/loss_s1: 0.144, train/dinov3/loss_s2: 0.142, train/dinov3/loss_fp: 0.026, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 20:42:20,133] [INFO ] Iters: 900 train/iter_time: 0.546, train/clip/loss_all: 0.081, train/clip/loss_x: 0.076, train/clip/loss_s1: 0.048, train/clip/loss_s2: 0.057, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.351, train/dinov3/loss_x: 0.533, train/dinov3/loss_s1: 0.142, train/dinov3/loss_s2: 0.237, train/dinov3/loss_fp: 0.032, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 20:43:14,880] [INFO ] Iters: 1000 train/iter_time: 0.547, train/clip/loss_all: 0.085, train/clip/loss_x: 0.077, train/clip/loss_s1: 0.045, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.394, train/dinov3/loss_x: 0.643, train/dinov3/loss_s1: 0.130, train/dinov3/loss_s2: 0.158, train/dinov3/loss_fp: 0.014, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 20:44:08,471] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 20:44:08,472] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 20:44:08,472] [INFO ] Class [0 impervious_surface] IoU: 87.05 +[2025-11-01 20:44:08,472] [INFO ] Class [1 building] IoU: 92.04 +[2025-11-01 20:44:08,473] [INFO ] Class [2 low_vegetation] IoU: 77.13 +[2025-11-01 20:44:08,473] [INFO ] Class [3 tree] IoU: 77.02 +[2025-11-01 20:44:08,473] [INFO ] Class [4 car] IoU: 89.69 +[2025-11-01 20:44:08,473] [INFO ] Class [5 clutter] IoU: 52.73 +[2025-11-01 20:44:08,473] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.28 + +[2025-11-01 20:44:08,473] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 20:44:08,474] [INFO ] Class [0 impervious_surface] IoU: 60.09 +[2025-11-01 20:44:08,474] [INFO ] Class [1 building] IoU: 61.97 +[2025-11-01 20:44:08,474] [INFO ] Class [2 low_vegetation] IoU: 50.02 +[2025-11-01 20:44:08,474] [INFO ] Class [3 tree] IoU: 24.82 +[2025-11-01 20:44:08,474] [INFO ] Class [4 car] IoU: 45.13 +[2025-11-01 20:44:08,474] [INFO ] Class [5 clutter] IoU: 18.99 +[2025-11-01 20:44:08,474] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 43.50 + +[2025-11-01 20:44:08,488] [INFO ] ===========> Epoch: 55, LR: 0.00004, Best mIoU [clip/dinov3]: 79.79/46.29 +[2025-11-01 20:44:09,630] [INFO ] Iters: 0 train/iter_time: 0.546, train/clip/loss_all: 0.125, train/clip/loss_x: 0.005, train/clip/loss_s1: 0.296, train/clip/loss_s2: 0.252, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.053, train/dinov3/loss_all: 0.227, train/dinov3/loss_x: 0.245, train/dinov3/loss_s1: 0.153, train/dinov3/loss_s2: 0.189, train/dinov3/loss_fp: 0.034, train/dinov3/stabilization_loss: 0.053 +[2025-11-01 20:45:04,004] [INFO ] Iters: 100 train/iter_time: 0.543, train/clip/loss_all: 0.086, train/clip/loss_x: 0.074, train/clip/loss_s1: 0.067, train/clip/loss_s2: 0.065, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.359, train/dinov3/loss_x: 0.575, train/dinov3/loss_s1: 0.127, train/dinov3/loss_s2: 0.120, train/dinov3/loss_fp: 0.032, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 20:45:58,536] [INFO ] Iters: 200 train/iter_time: 0.545, train/clip/loss_all: 0.087, train/clip/loss_x: 0.078, train/clip/loss_s1: 0.067, train/clip/loss_s2: 0.063, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.367, train/dinov3/loss_x: 0.549, train/dinov3/loss_s1: 0.153, train/dinov3/loss_s2: 0.277, train/dinov3/loss_fp: 0.030, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 20:46:53,077] [INFO ] Iters: 300 train/iter_time: 0.545, train/clip/loss_all: 0.084, train/clip/loss_x: 0.074, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.074, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.351, train/dinov3/loss_x: 0.525, train/dinov3/loss_s1: 0.215, train/dinov3/loss_s2: 0.188, train/dinov3/loss_fp: 0.034, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 20:47:47,607] [INFO ] Iters: 400 train/iter_time: 0.545, train/clip/loss_all: 0.089, train/clip/loss_x: 0.075, train/clip/loss_s1: 0.066, train/clip/loss_s2: 0.060, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.035, train/dinov3/loss_all: 0.378, train/dinov3/loss_x: 0.588, train/dinov3/loss_s1: 0.135, train/dinov3/loss_s2: 0.205, train/dinov3/loss_fp: 0.025, train/dinov3/stabilization_loss: 0.035 +[2025-11-01 20:48:42,025] [INFO ] Iters: 500 train/iter_time: 0.544, train/clip/loss_all: 0.082, train/clip/loss_x: 0.075, train/clip/loss_s1: 0.060, train/clip/loss_s2: 0.054, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.343, train/dinov3/loss_x: 0.548, train/dinov3/loss_s1: 0.112, train/dinov3/loss_s2: 0.174, train/dinov3/loss_fp: 0.014, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 20:49:36,588] [INFO ] Iters: 600 train/iter_time: 0.545, train/clip/loss_all: 0.085, train/clip/loss_x: 0.077, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.064, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.351, train/dinov3/loss_x: 0.556, train/dinov3/loss_s1: 0.158, train/dinov3/loss_s2: 0.130, train/dinov3/loss_fp: 0.023, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 20:50:31,201] [INFO ] Iters: 700 train/iter_time: 0.545, train/clip/loss_all: 0.085, train/clip/loss_x: 0.077, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.061, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.358, train/dinov3/loss_x: 0.565, train/dinov3/loss_s1: 0.166, train/dinov3/loss_s2: 0.150, train/dinov3/loss_fp: 0.021, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 20:51:25,668] [INFO ] Iters: 800 train/iter_time: 0.544, train/clip/loss_all: 0.079, train/clip/loss_x: 0.066, train/clip/loss_s1: 0.060, train/clip/loss_s2: 0.046, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.348, train/dinov3/loss_x: 0.525, train/dinov3/loss_s1: 0.196, train/dinov3/loss_s2: 0.184, train/dinov3/loss_fp: 0.024, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 20:52:20,142] [INFO ] Iters: 900 train/iter_time: 0.544, train/clip/loss_all: 0.083, train/clip/loss_x: 0.073, train/clip/loss_s1: 0.061, train/clip/loss_s2: 0.052, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.337, train/dinov3/loss_x: 0.550, train/dinov3/loss_s1: 0.089, train/dinov3/loss_s2: 0.091, train/dinov3/loss_fp: 0.030, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 20:53:14,556] [INFO ] Iters: 1000 train/iter_time: 0.544, train/clip/loss_all: 0.081, train/clip/loss_x: 0.073, train/clip/loss_s1: 0.058, train/clip/loss_s2: 0.040, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.368, train/dinov3/loss_x: 0.585, train/dinov3/loss_s1: 0.179, train/dinov3/loss_s2: 0.129, train/dinov3/loss_fp: 0.022, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 20:54:07,343] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 20:54:07,343] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 20:54:07,344] [INFO ] Class [0 impervious_surface] IoU: 87.63 +[2025-11-01 20:54:07,344] [INFO ] Class [1 building] IoU: 91.99 +[2025-11-01 20:54:07,344] [INFO ] Class [2 low_vegetation] IoU: 76.89 +[2025-11-01 20:54:07,344] [INFO ] Class [3 tree] IoU: 77.27 +[2025-11-01 20:54:07,344] [INFO ] Class [4 car] IoU: 89.82 +[2025-11-01 20:54:07,344] [INFO ] Class [5 clutter] IoU: 54.19 +[2025-11-01 20:54:07,345] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.63 + +[2025-11-01 20:54:07,345] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 20:54:07,345] [INFO ] Class [0 impervious_surface] IoU: 60.25 +[2025-11-01 20:54:07,345] [INFO ] Class [1 building] IoU: 61.67 +[2025-11-01 20:54:07,345] [INFO ] Class [2 low_vegetation] IoU: 48.39 +[2025-11-01 20:54:07,345] [INFO ] Class [3 tree] IoU: 29.99 +[2025-11-01 20:54:07,345] [INFO ] Class [4 car] IoU: 44.26 +[2025-11-01 20:54:07,345] [INFO ] Class [5 clutter] IoU: 19.37 +[2025-11-01 20:54:07,345] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 43.99 + +[2025-11-01 20:54:07,357] [INFO ] ===========> Epoch: 56, LR: 0.00003, Best mIoU [clip/dinov3]: 79.79/46.29 +[2025-11-01 20:54:08,425] [INFO ] Iters: 0 train/iter_time: 0.588, train/clip/loss_all: 0.043, train/clip/loss_x: 0.042, train/clip/loss_s1: 0.014, train/clip/loss_s2: 0.021, train/clip/loss_fp: 0.001, train/clip/stabilization_loss: 0.017, train/dinov3/loss_all: 0.291, train/dinov3/loss_x: 0.305, train/dinov3/loss_s1: 0.512, train/dinov3/loss_s2: 0.033, train/dinov3/loss_fp: 0.213, train/dinov3/stabilization_loss: 0.017 +[2025-11-01 20:55:02,775] [INFO ] Iters: 100 train/iter_time: 0.543, train/clip/loss_all: 0.087, train/clip/loss_x: 0.082, train/clip/loss_s1: 0.046, train/clip/loss_s2: 0.065, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.360, train/dinov3/loss_x: 0.555, train/dinov3/loss_s1: 0.146, train/dinov3/loss_s2: 0.212, train/dinov3/loss_fp: 0.027, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 20:55:57,123] [INFO ] Iters: 200 train/iter_time: 0.543, train/clip/loss_all: 0.086, train/clip/loss_x: 0.083, train/clip/loss_s1: 0.042, train/clip/loss_s2: 0.049, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.373, train/dinov3/loss_x: 0.572, train/dinov3/loss_s1: 0.174, train/dinov3/loss_s2: 0.200, train/dinov3/loss_fp: 0.033, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 20:56:51,985] [INFO ] Iters: 300 train/iter_time: 0.548, train/clip/loss_all: 0.080, train/clip/loss_x: 0.068, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.357, train/dinov3/loss_x: 0.540, train/dinov3/loss_s1: 0.153, train/dinov3/loss_s2: 0.194, train/dinov3/loss_fp: 0.047, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 20:57:46,698] [INFO ] Iters: 400 train/iter_time: 0.546, train/clip/loss_all: 0.087, train/clip/loss_x: 0.078, train/clip/loss_s1: 0.052, train/clip/loss_s2: 0.069, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.399, train/dinov3/loss_x: 0.592, train/dinov3/loss_s1: 0.242, train/dinov3/loss_s2: 0.229, train/dinov3/loss_fp: 0.046, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 20:58:41,272] [INFO ] Iters: 500 train/iter_time: 0.545, train/clip/loss_all: 0.084, train/clip/loss_x: 0.076, train/clip/loss_s1: 0.050, train/clip/loss_s2: 0.061, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.380, train/dinov3/loss_x: 0.605, train/dinov3/loss_s1: 0.177, train/dinov3/loss_s2: 0.125, train/dinov3/loss_fp: 0.032, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 20:59:35,769] [INFO ] Iters: 600 train/iter_time: 0.544, train/clip/loss_all: 0.081, train/clip/loss_x: 0.068, train/clip/loss_s1: 0.053, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.311, train/dinov3/loss_x: 0.485, train/dinov3/loss_s1: 0.102, train/dinov3/loss_s2: 0.132, train/dinov3/loss_fp: 0.027, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 21:00:30,075] [INFO ] Iters: 700 train/iter_time: 0.542, train/clip/loss_all: 0.080, train/clip/loss_x: 0.071, train/clip/loss_s1: 0.049, train/clip/loss_s2: 0.054, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.341, train/dinov3/loss_x: 0.526, train/dinov3/loss_s1: 0.131, train/dinov3/loss_s2: 0.152, train/dinov3/loss_fp: 0.046, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 21:01:24,425] [INFO ] Iters: 800 train/iter_time: 0.543, train/clip/loss_all: 0.089, train/clip/loss_x: 0.086, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.412, train/dinov3/loss_x: 0.663, train/dinov3/loss_s1: 0.190, train/dinov3/loss_s2: 0.158, train/dinov3/loss_fp: 0.022, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 21:02:18,805] [INFO ] Iters: 900 train/iter_time: 0.543, train/clip/loss_all: 0.084, train/clip/loss_x: 0.080, train/clip/loss_s1: 0.045, train/clip/loss_s2: 0.053, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.341, train/dinov3/loss_x: 0.539, train/dinov3/loss_s1: 0.152, train/dinov3/loss_s2: 0.126, train/dinov3/loss_fp: 0.021, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 21:03:13,209] [INFO ] Iters: 1000 train/iter_time: 0.543, train/clip/loss_all: 0.084, train/clip/loss_x: 0.070, train/clip/loss_s1: 0.070, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.352, train/dinov3/loss_x: 0.535, train/dinov3/loss_s1: 0.125, train/dinov3/loss_s2: 0.241, train/dinov3/loss_fp: 0.025, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 21:04:06,247] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 21:04:06,247] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 21:04:06,247] [INFO ] Class [0 impervious_surface] IoU: 87.28 +[2025-11-01 21:04:06,248] [INFO ] Class [1 building] IoU: 92.30 +[2025-11-01 21:04:06,248] [INFO ] Class [2 low_vegetation] IoU: 77.70 +[2025-11-01 21:04:06,248] [INFO ] Class [3 tree] IoU: 77.62 +[2025-11-01 21:04:06,248] [INFO ] Class [4 car] IoU: 89.81 +[2025-11-01 21:04:06,248] [INFO ] Class [5 clutter] IoU: 54.34 +[2025-11-01 21:04:06,248] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.84 + +[2025-11-01 21:04:06,249] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 21:04:06,249] [INFO ] Class [0 impervious_surface] IoU: 58.71 +[2025-11-01 21:04:06,249] [INFO ] Class [1 building] IoU: 63.44 +[2025-11-01 21:04:06,249] [INFO ] Class [2 low_vegetation] IoU: 49.59 +[2025-11-01 21:04:06,249] [INFO ] Class [3 tree] IoU: 28.16 +[2025-11-01 21:04:06,249] [INFO ] Class [4 car] IoU: 46.17 +[2025-11-01 21:04:06,249] [INFO ] Class [5 clutter] IoU: 21.97 +[2025-11-01 21:04:06,250] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 44.68 + +[2025-11-01 21:04:06,831] [INFO ] ===========> Epoch: 57, LR: 0.00003, Best mIoU [clip/dinov3]: 79.84/46.29 +[2025-11-01 21:04:07,814] [INFO ] Iters: 0 train/iter_time: 0.544, train/clip/loss_all: 0.071, train/clip/loss_x: 0.048, train/clip/loss_s1: 0.074, train/clip/loss_s2: 0.101, train/clip/loss_fp: 0.007, train/clip/stabilization_loss: 0.024, train/dinov3/loss_all: 0.447, train/dinov3/loss_x: 0.802, train/dinov3/loss_s1: 0.003, train/dinov3/loss_s2: 0.166, train/dinov3/loss_fp: 0.005, train/dinov3/stabilization_loss: 0.024 +[2025-11-01 21:05:02,251] [INFO ] Iters: 100 train/iter_time: 0.544, train/clip/loss_all: 0.087, train/clip/loss_x: 0.080, train/clip/loss_s1: 0.059, train/clip/loss_s2: 0.067, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.340, train/dinov3/loss_x: 0.553, train/dinov3/loss_s1: 0.110, train/dinov3/loss_s2: 0.119, train/dinov3/loss_fp: 0.018, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 21:05:56,592] [INFO ] Iters: 200 train/iter_time: 0.543, train/clip/loss_all: 0.081, train/clip/loss_x: 0.073, train/clip/loss_s1: 0.046, train/clip/loss_s2: 0.047, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.360, train/dinov3/loss_x: 0.553, train/dinov3/loss_s1: 0.156, train/dinov3/loss_s2: 0.201, train/dinov3/loss_fp: 0.031, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 21:06:51,186] [INFO ] Iters: 300 train/iter_time: 0.545, train/clip/loss_all: 0.081, train/clip/loss_x: 0.066, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.052, train/clip/loss_fp: 0.006, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.361, train/dinov3/loss_x: 0.550, train/dinov3/loss_s1: 0.153, train/dinov3/loss_s2: 0.165, train/dinov3/loss_fp: 0.052, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 21:07:45,621] [INFO ] Iters: 400 train/iter_time: 0.544, train/clip/loss_all: 0.084, train/clip/loss_x: 0.078, train/clip/loss_s1: 0.060, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.338, train/dinov3/loss_x: 0.542, train/dinov3/loss_s1: 0.116, train/dinov3/loss_s2: 0.131, train/dinov3/loss_fp: 0.026, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 21:08:40,061] [INFO ] Iters: 500 train/iter_time: 0.544, train/clip/loss_all: 0.083, train/clip/loss_x: 0.069, train/clip/loss_s1: 0.058, train/clip/loss_s2: 0.058, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.350, train/dinov3/loss_x: 0.538, train/dinov3/loss_s1: 0.152, train/dinov3/loss_s2: 0.164, train/dinov3/loss_fp: 0.031, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 21:09:34,505] [INFO ] Iters: 600 train/iter_time: 0.544, train/clip/loss_all: 0.092, train/clip/loss_x: 0.082, train/clip/loss_s1: 0.049, train/clip/loss_s2: 0.068, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.036, train/dinov3/loss_all: 0.356, train/dinov3/loss_x: 0.552, train/dinov3/loss_s1: 0.141, train/dinov3/loss_s2: 0.177, train/dinov3/loss_fp: 0.016, train/dinov3/stabilization_loss: 0.036 +[2025-11-01 21:10:28,963] [INFO ] Iters: 700 train/iter_time: 0.544, train/clip/loss_all: 0.086, train/clip/loss_x: 0.074, train/clip/loss_s1: 0.084, train/clip/loss_s2: 0.052, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.337, train/dinov3/loss_x: 0.521, train/dinov3/loss_s1: 0.139, train/dinov3/loss_s2: 0.158, train/dinov3/loss_fp: 0.034, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 21:11:23,608] [INFO ] Iters: 800 train/iter_time: 0.546, train/clip/loss_all: 0.089, train/clip/loss_x: 0.084, train/clip/loss_s1: 0.052, train/clip/loss_s2: 0.066, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.354, train/dinov3/loss_x: 0.559, train/dinov3/loss_s1: 0.187, train/dinov3/loss_s2: 0.112, train/dinov3/loss_fp: 0.020, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 21:12:18,121] [INFO ] Iters: 900 train/iter_time: 0.545, train/clip/loss_all: 0.082, train/clip/loss_x: 0.070, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.053, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.349, train/dinov3/loss_x: 0.509, train/dinov3/loss_s1: 0.153, train/dinov3/loss_s2: 0.273, train/dinov3/loss_fp: 0.032, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 21:13:12,545] [INFO ] Iters: 1000 train/iter_time: 0.544, train/clip/loss_all: 0.082, train/clip/loss_x: 0.079, train/clip/loss_s1: 0.043, train/clip/loss_s2: 0.063, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.333, train/dinov3/loss_x: 0.512, train/dinov3/loss_s1: 0.165, train/dinov3/loss_s2: 0.165, train/dinov3/loss_fp: 0.029, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 21:14:05,716] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 21:14:05,717] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 21:14:05,717] [INFO ] Class [0 impervious_surface] IoU: 87.30 +[2025-11-01 21:14:05,717] [INFO ] Class [1 building] IoU: 92.13 +[2025-11-01 21:14:05,718] [INFO ] Class [2 low_vegetation] IoU: 77.68 +[2025-11-01 21:14:05,718] [INFO ] Class [3 tree] IoU: 77.34 +[2025-11-01 21:14:05,718] [INFO ] Class [4 car] IoU: 89.96 +[2025-11-01 21:14:05,718] [INFO ] Class [5 clutter] IoU: 54.20 +[2025-11-01 21:14:05,718] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.77 + +[2025-11-01 21:14:05,718] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 21:14:05,718] [INFO ] Class [0 impervious_surface] IoU: 59.83 +[2025-11-01 21:14:05,719] [INFO ] Class [1 building] IoU: 62.94 +[2025-11-01 21:14:05,719] [INFO ] Class [2 low_vegetation] IoU: 48.03 +[2025-11-01 21:14:05,719] [INFO ] Class [3 tree] IoU: 34.36 +[2025-11-01 21:14:05,719] [INFO ] Class [4 car] IoU: 43.87 +[2025-11-01 21:14:05,719] [INFO ] Class [5 clutter] IoU: 22.59 +[2025-11-01 21:14:05,719] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 45.27 + +[2025-11-01 21:14:05,735] [INFO ] ===========> Epoch: 58, LR: 0.00003, Best mIoU [clip/dinov3]: 79.84/46.29 +[2025-11-01 21:14:06,977] [INFO ] Iters: 0 train/iter_time: 0.540, train/clip/loss_all: 0.055, train/clip/loss_x: 0.003, train/clip/loss_s1: 0.002, train/clip/loss_s2: 0.017, train/clip/loss_fp: 0.001, train/clip/stabilization_loss: 0.050, train/dinov3/loss_all: 0.147, train/dinov3/loss_x: 0.162, train/dinov3/loss_s1: 0.008, train/dinov3/loss_s2: 0.077, train/dinov3/loss_fp: 0.018, train/dinov3/stabilization_loss: 0.050 +[2025-11-01 21:15:01,349] [INFO ] Iters: 100 train/iter_time: 0.543, train/clip/loss_all: 0.081, train/clip/loss_x: 0.074, train/clip/loss_s1: 0.049, train/clip/loss_s2: 0.045, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.352, train/dinov3/loss_x: 0.555, train/dinov3/loss_s1: 0.150, train/dinov3/loss_s2: 0.138, train/dinov3/loss_fp: 0.030, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 21:15:55,671] [INFO ] Iters: 200 train/iter_time: 0.543, train/clip/loss_all: 0.078, train/clip/loss_x: 0.071, train/clip/loss_s1: 0.037, train/clip/loss_s2: 0.053, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.342, train/dinov3/loss_x: 0.518, train/dinov3/loss_s1: 0.160, train/dinov3/loss_s2: 0.189, train/dinov3/loss_fp: 0.036, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 21:16:50,262] [INFO ] Iters: 300 train/iter_time: 0.545, train/clip/loss_all: 0.089, train/clip/loss_x: 0.083, train/clip/loss_s1: 0.059, train/clip/loss_s2: 0.061, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.371, train/dinov3/loss_x: 0.563, train/dinov3/loss_s1: 0.251, train/dinov3/loss_s2: 0.152, train/dinov3/loss_fp: 0.031, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 21:17:44,958] [INFO ] Iters: 400 train/iter_time: 0.546, train/clip/loss_all: 0.079, train/clip/loss_x: 0.063, train/clip/loss_s1: 0.060, train/clip/loss_s2: 0.053, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.322, train/dinov3/loss_x: 0.466, train/dinov3/loss_s1: 0.209, train/dinov3/loss_s2: 0.175, train/dinov3/loss_fp: 0.032, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 21:18:39,571] [INFO ] Iters: 500 train/iter_time: 0.546, train/clip/loss_all: 0.084, train/clip/loss_x: 0.070, train/clip/loss_s1: 0.052, train/clip/loss_s2: 0.050, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.036, train/dinov3/loss_all: 0.329, train/dinov3/loss_x: 0.505, train/dinov3/loss_s1: 0.150, train/dinov3/loss_s2: 0.143, train/dinov3/loss_fp: 0.016, train/dinov3/stabilization_loss: 0.036 +[2025-11-01 21:19:34,118] [INFO ] Iters: 600 train/iter_time: 0.545, train/clip/loss_all: 0.080, train/clip/loss_x: 0.073, train/clip/loss_s1: 0.063, train/clip/loss_s2: 0.049, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.028, train/dinov3/loss_all: 0.352, train/dinov3/loss_x: 0.549, train/dinov3/loss_s1: 0.158, train/dinov3/loss_s2: 0.183, train/dinov3/loss_fp: 0.025, train/dinov3/stabilization_loss: 0.028 +[2025-11-01 21:20:28,699] [INFO ] Iters: 700 train/iter_time: 0.545, train/clip/loss_all: 0.089, train/clip/loss_x: 0.082, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.065, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.346, train/dinov3/loss_x: 0.532, train/dinov3/loss_s1: 0.179, train/dinov3/loss_s2: 0.155, train/dinov3/loss_fp: 0.026, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 21:21:23,310] [INFO ] Iters: 800 train/iter_time: 0.546, train/clip/loss_all: 0.087, train/clip/loss_x: 0.075, train/clip/loss_s1: 0.063, train/clip/loss_s2: 0.063, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.336, train/dinov3/loss_x: 0.540, train/dinov3/loss_s1: 0.094, train/dinov3/loss_s2: 0.118, train/dinov3/loss_fp: 0.025, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 21:22:17,762] [INFO ] Iters: 900 train/iter_time: 0.544, train/clip/loss_all: 0.082, train/clip/loss_x: 0.069, train/clip/loss_s1: 0.057, train/clip/loss_s2: 0.065, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.352, train/dinov3/loss_x: 0.540, train/dinov3/loss_s1: 0.141, train/dinov3/loss_s2: 0.202, train/dinov3/loss_fp: 0.029, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 21:23:12,417] [INFO ] Iters: 1000 train/iter_time: 0.546, train/clip/loss_all: 0.087, train/clip/loss_x: 0.079, train/clip/loss_s1: 0.055, train/clip/loss_s2: 0.049, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.354, train/dinov3/loss_x: 0.543, train/dinov3/loss_s1: 0.176, train/dinov3/loss_s2: 0.166, train/dinov3/loss_fp: 0.023, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 21:24:06,288] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 21:24:06,288] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 21:24:06,289] [INFO ] Class [0 impervious_surface] IoU: 87.09 +[2025-11-01 21:24:06,289] [INFO ] Class [1 building] IoU: 92.41 +[2025-11-01 21:24:06,289] [INFO ] Class [2 low_vegetation] IoU: 77.78 +[2025-11-01 21:24:06,289] [INFO ] Class [3 tree] IoU: 77.49 +[2025-11-01 21:24:06,289] [INFO ] Class [4 car] IoU: 89.74 +[2025-11-01 21:24:06,289] [INFO ] Class [5 clutter] IoU: 54.33 +[2025-11-01 21:24:06,289] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.81 + +[2025-11-01 21:24:06,289] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 21:24:06,289] [INFO ] Class [0 impervious_surface] IoU: 60.51 +[2025-11-01 21:24:06,289] [INFO ] Class [1 building] IoU: 63.29 +[2025-11-01 21:24:06,289] [INFO ] Class [2 low_vegetation] IoU: 49.44 +[2025-11-01 21:24:06,289] [INFO ] Class [3 tree] IoU: 28.59 +[2025-11-01 21:24:06,289] [INFO ] Class [4 car] IoU: 44.10 +[2025-11-01 21:24:06,289] [INFO ] Class [5 clutter] IoU: 20.27 +[2025-11-01 21:24:06,289] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 44.37 + +[2025-11-01 21:24:06,294] [INFO ] ===========> Epoch: 59, LR: 0.00003, Best mIoU [clip/dinov3]: 79.84/46.29 +[2025-11-01 21:24:07,373] [INFO ] Iters: 0 train/iter_time: 0.568, train/clip/loss_all: 0.043, train/clip/loss_x: 0.024, train/clip/loss_s1: 0.032, train/clip/loss_s2: 0.020, train/clip/loss_fp: 0.001, train/clip/stabilization_loss: 0.024, train/dinov3/loss_all: 0.129, train/dinov3/loss_x: 0.202, train/dinov3/loss_s1: 0.004, train/dinov3/loss_s2: 0.024, train/dinov3/loss_fp: 0.001, train/dinov3/stabilization_loss: 0.024 +[2025-11-01 21:25:01,877] [INFO ] Iters: 100 train/iter_time: 0.544, train/clip/loss_all: 0.083, train/clip/loss_x: 0.073, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.049, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.366, train/dinov3/loss_x: 0.571, train/dinov3/loss_s1: 0.149, train/dinov3/loss_s2: 0.173, train/dinov3/loss_fp: 0.030, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 21:25:56,372] [INFO ] Iters: 200 train/iter_time: 0.544, train/clip/loss_all: 0.083, train/clip/loss_x: 0.066, train/clip/loss_s1: 0.075, train/clip/loss_s2: 0.058, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.325, train/dinov3/loss_x: 0.506, train/dinov3/loss_s1: 0.138, train/dinov3/loss_s2: 0.137, train/dinov3/loss_fp: 0.022, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 21:26:50,867] [INFO ] Iters: 300 train/iter_time: 0.544, train/clip/loss_all: 0.087, train/clip/loss_x: 0.073, train/clip/loss_s1: 0.059, train/clip/loss_s2: 0.066, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.360, train/dinov3/loss_x: 0.537, train/dinov3/loss_s1: 0.180, train/dinov3/loss_s2: 0.188, train/dinov3/loss_fp: 0.046, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 21:27:45,349] [INFO ] Iters: 400 train/iter_time: 0.544, train/clip/loss_all: 0.083, train/clip/loss_x: 0.074, train/clip/loss_s1: 0.051, train/clip/loss_s2: 0.075, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.338, train/dinov3/loss_x: 0.511, train/dinov3/loss_s1: 0.153, train/dinov3/loss_s2: 0.195, train/dinov3/loss_fp: 0.036, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 21:28:39,686] [INFO ] Iters: 500 train/iter_time: 0.543, train/clip/loss_all: 0.092, train/clip/loss_x: 0.083, train/clip/loss_s1: 0.053, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.036, train/dinov3/loss_all: 0.347, train/dinov3/loss_x: 0.543, train/dinov3/loss_s1: 0.135, train/dinov3/loss_s2: 0.143, train/dinov3/loss_fp: 0.020, train/dinov3/stabilization_loss: 0.036 +[2025-11-01 21:29:34,056] [INFO ] Iters: 600 train/iter_time: 0.543, train/clip/loss_all: 0.084, train/clip/loss_x: 0.069, train/clip/loss_s1: 0.069, train/clip/loss_s2: 0.048, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.333, train/dinov3/loss_x: 0.493, train/dinov3/loss_s1: 0.193, train/dinov3/loss_s2: 0.156, train/dinov3/loss_fp: 0.034, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 21:30:28,442] [INFO ] Iters: 700 train/iter_time: 0.543, train/clip/loss_all: 0.080, train/clip/loss_x: 0.078, train/clip/loss_s1: 0.037, train/clip/loss_s2: 0.043, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.360, train/dinov3/loss_x: 0.570, train/dinov3/loss_s1: 0.154, train/dinov3/loss_s2: 0.151, train/dinov3/loss_fp: 0.022, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 21:31:22,823] [INFO ] Iters: 800 train/iter_time: 0.543, train/clip/loss_all: 0.082, train/clip/loss_x: 0.070, train/clip/loss_s1: 0.051, train/clip/loss_s2: 0.063, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.328, train/dinov3/loss_x: 0.497, train/dinov3/loss_s1: 0.149, train/dinov3/loss_s2: 0.201, train/dinov3/loss_fp: 0.016, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 21:32:17,308] [INFO ] Iters: 900 train/iter_time: 0.544, train/clip/loss_all: 0.081, train/clip/loss_x: 0.076, train/clip/loss_s1: 0.051, train/clip/loss_s2: 0.054, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.350, train/dinov3/loss_x: 0.541, train/dinov3/loss_s1: 0.168, train/dinov3/loss_s2: 0.199, train/dinov3/loss_fp: 0.016, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 21:33:11,639] [INFO ] Iters: 1000 train/iter_time: 0.543, train/clip/loss_all: 0.086, train/clip/loss_x: 0.080, train/clip/loss_s1: 0.067, train/clip/loss_s2: 0.072, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.027, train/dinov3/loss_all: 0.391, train/dinov3/loss_x: 0.606, train/dinov3/loss_s1: 0.184, train/dinov3/loss_s2: 0.240, train/dinov3/loss_fp: 0.031, train/dinov3/stabilization_loss: 0.027 +[2025-11-01 21:34:04,437] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 21:34:04,438] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 21:34:04,438] [INFO ] Class [0 impervious_surface] IoU: 87.20 +[2025-11-01 21:34:04,438] [INFO ] Class [1 building] IoU: 92.11 +[2025-11-01 21:34:04,438] [INFO ] Class [2 low_vegetation] IoU: 77.60 +[2025-11-01 21:34:04,438] [INFO ] Class [3 tree] IoU: 77.36 +[2025-11-01 21:34:04,438] [INFO ] Class [4 car] IoU: 89.92 +[2025-11-01 21:34:04,438] [INFO ] Class [5 clutter] IoU: 53.42 +[2025-11-01 21:34:04,438] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.60 + +[2025-11-01 21:34:04,438] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 21:34:04,438] [INFO ] Class [0 impervious_surface] IoU: 59.61 +[2025-11-01 21:34:04,438] [INFO ] Class [1 building] IoU: 63.77 +[2025-11-01 21:34:04,438] [INFO ] Class [2 low_vegetation] IoU: 49.23 +[2025-11-01 21:34:04,438] [INFO ] Class [3 tree] IoU: 27.32 +[2025-11-01 21:34:04,438] [INFO ] Class [4 car] IoU: 43.74 +[2025-11-01 21:34:04,438] [INFO ] Class [5 clutter] IoU: 23.17 +[2025-11-01 21:34:04,438] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 44.47 + +[2025-11-01 21:34:04,445] [INFO ] ===========> Epoch: 60, LR: 0.00003, Best mIoU [clip/dinov3]: 79.84/46.29 +[2025-11-01 21:34:05,610] [INFO ] Iters: 0 train/iter_time: 0.582, train/clip/loss_all: 0.047, train/clip/loss_x: 0.039, train/clip/loss_s1: 0.010, train/clip/loss_s2: 0.013, train/clip/loss_fp: 0.001, train/clip/stabilization_loss: 0.025, train/dinov3/loss_all: 0.544, train/dinov3/loss_x: 0.901, train/dinov3/loss_s1: 0.006, train/dinov3/loss_s2: 0.484, train/dinov3/loss_fp: 0.032, train/dinov3/stabilization_loss: 0.025 +[2025-11-01 21:35:00,207] [INFO ] Iters: 100 train/iter_time: 0.545, train/clip/loss_all: 0.090, train/clip/loss_x: 0.082, train/clip/loss_s1: 0.063, train/clip/loss_s2: 0.050, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.349, train/dinov3/loss_x: 0.559, train/dinov3/loss_s1: 0.102, train/dinov3/loss_s2: 0.141, train/dinov3/loss_fp: 0.020, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 21:35:54,658] [INFO ] Iters: 200 train/iter_time: 0.544, train/clip/loss_all: 0.076, train/clip/loss_x: 0.065, train/clip/loss_s1: 0.053, train/clip/loss_s2: 0.048, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.318, train/dinov3/loss_x: 0.469, train/dinov3/loss_s1: 0.169, train/dinov3/loss_s2: 0.184, train/dinov3/loss_fp: 0.040, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 21:36:49,102] [INFO ] Iters: 300 train/iter_time: 0.544, train/clip/loss_all: 0.086, train/clip/loss_x: 0.074, train/clip/loss_s1: 0.052, train/clip/loss_s2: 0.078, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.352, train/dinov3/loss_x: 0.531, train/dinov3/loss_s1: 0.191, train/dinov3/loss_s2: 0.193, train/dinov3/loss_fp: 0.028, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 21:37:43,485] [INFO ] Iters: 400 train/iter_time: 0.543, train/clip/loss_all: 0.079, train/clip/loss_x: 0.077, train/clip/loss_s1: 0.048, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.027, train/dinov3/loss_all: 0.341, train/dinov3/loss_x: 0.494, train/dinov3/loss_s1: 0.233, train/dinov3/loss_s2: 0.236, train/dinov3/loss_fp: 0.033, train/dinov3/stabilization_loss: 0.027 +[2025-11-01 21:38:37,865] [INFO ] Iters: 500 train/iter_time: 0.543, train/clip/loss_all: 0.082, train/clip/loss_x: 0.073, train/clip/loss_s1: 0.049, train/clip/loss_s2: 0.048, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.373, train/dinov3/loss_x: 0.587, train/dinov3/loss_s1: 0.165, train/dinov3/loss_s2: 0.156, train/dinov3/loss_fp: 0.028, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 21:39:32,719] [INFO ] Iters: 600 train/iter_time: 0.548, train/clip/loss_all: 0.086, train/clip/loss_x: 0.076, train/clip/loss_s1: 0.064, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.368, train/dinov3/loss_x: 0.548, train/dinov3/loss_s1: 0.208, train/dinov3/loss_s2: 0.237, train/dinov3/loss_fp: 0.027, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 21:40:27,165] [INFO ] Iters: 700 train/iter_time: 0.544, train/clip/loss_all: 0.086, train/clip/loss_x: 0.074, train/clip/loss_s1: 0.053, train/clip/loss_s2: 0.058, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.362, train/dinov3/loss_x: 0.534, train/dinov3/loss_s1: 0.222, train/dinov3/loss_s2: 0.213, train/dinov3/loss_fp: 0.024, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 21:41:21,731] [INFO ] Iters: 800 train/iter_time: 0.545, train/clip/loss_all: 0.081, train/clip/loss_x: 0.062, train/clip/loss_s1: 0.063, train/clip/loss_s2: 0.065, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.313, train/dinov3/loss_x: 0.457, train/dinov3/loss_s1: 0.226, train/dinov3/loss_s2: 0.136, train/dinov3/loss_fp: 0.025, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 21:42:16,221] [INFO ] Iters: 900 train/iter_time: 0.544, train/clip/loss_all: 0.088, train/clip/loss_x: 0.071, train/clip/loss_s1: 0.065, train/clip/loss_s2: 0.077, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.347, train/dinov3/loss_x: 0.512, train/dinov3/loss_s1: 0.196, train/dinov3/loss_s2: 0.169, train/dinov3/loss_fp: 0.046, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 21:43:10,742] [INFO ] Iters: 1000 train/iter_time: 0.545, train/clip/loss_all: 0.082, train/clip/loss_x: 0.070, train/clip/loss_s1: 0.058, train/clip/loss_s2: 0.066, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.338, train/dinov3/loss_x: 0.491, train/dinov3/loss_s1: 0.181, train/dinov3/loss_s2: 0.251, train/dinov3/loss_fp: 0.031, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 21:44:03,665] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 21:44:03,665] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 21:44:03,666] [INFO ] Class [0 impervious_surface] IoU: 87.08 +[2025-11-01 21:44:03,666] [INFO ] Class [1 building] IoU: 91.91 +[2025-11-01 21:44:03,666] [INFO ] Class [2 low_vegetation] IoU: 77.44 +[2025-11-01 21:44:03,666] [INFO ] Class [3 tree] IoU: 77.66 +[2025-11-01 21:44:03,666] [INFO ] Class [4 car] IoU: 89.89 +[2025-11-01 21:44:03,666] [INFO ] Class [5 clutter] IoU: 53.60 +[2025-11-01 21:44:03,666] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.60 + +[2025-11-01 21:44:03,666] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 21:44:03,667] [INFO ] Class [0 impervious_surface] IoU: 60.39 +[2025-11-01 21:44:03,667] [INFO ] Class [1 building] IoU: 62.54 +[2025-11-01 21:44:03,667] [INFO ] Class [2 low_vegetation] IoU: 48.80 +[2025-11-01 21:44:03,667] [INFO ] Class [3 tree] IoU: 31.21 +[2025-11-01 21:44:03,667] [INFO ] Class [4 car] IoU: 46.02 +[2025-11-01 21:44:03,667] [INFO ] Class [5 clutter] IoU: 20.41 +[2025-11-01 21:44:03,667] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 44.89 + +[2025-11-01 21:44:03,678] [INFO ] ===========> Epoch: 61, LR: 0.00003, Best mIoU [clip/dinov3]: 79.84/46.29 +[2025-11-01 21:44:04,699] [INFO ] Iters: 0 train/iter_time: 0.549, train/clip/loss_all: 0.070, train/clip/loss_x: 0.121, train/clip/loss_s1: 0.010, train/clip/loss_s2: 0.014, train/clip/loss_fp: 0.000, train/clip/stabilization_loss: 0.006, train/dinov3/loss_all: 0.341, train/dinov3/loss_x: 0.594, train/dinov3/loss_s1: 0.137, train/dinov3/loss_s2: 0.143, train/dinov3/loss_fp: 0.012, train/dinov3/stabilization_loss: 0.006 +[2025-11-01 21:44:59,174] [INFO ] Iters: 100 train/iter_time: 0.544, train/clip/loss_all: 0.093, train/clip/loss_x: 0.076, train/clip/loss_s1: 0.055, train/clip/loss_s2: 0.066, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.039, train/dinov3/loss_all: 0.331, train/dinov3/loss_x: 0.500, train/dinov3/loss_s1: 0.141, train/dinov3/loss_s2: 0.163, train/dinov3/loss_fp: 0.018, train/dinov3/stabilization_loss: 0.039 +[2025-11-01 21:45:53,628] [INFO ] Iters: 200 train/iter_time: 0.544, train/clip/loss_all: 0.079, train/clip/loss_x: 0.066, train/clip/loss_s1: 0.044, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.317, train/dinov3/loss_x: 0.478, train/dinov3/loss_s1: 0.156, train/dinov3/loss_s2: 0.154, train/dinov3/loss_fp: 0.027, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 21:46:48,125] [INFO ] Iters: 300 train/iter_time: 0.544, train/clip/loss_all: 0.084, train/clip/loss_x: 0.071, train/clip/loss_s1: 0.053, train/clip/loss_s2: 0.074, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.350, train/dinov3/loss_x: 0.534, train/dinov3/loss_s1: 0.155, train/dinov3/loss_s2: 0.168, train/dinov3/loss_fp: 0.039, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 21:47:42,676] [INFO ] Iters: 400 train/iter_time: 0.545, train/clip/loss_all: 0.082, train/clip/loss_x: 0.058, train/clip/loss_s1: 0.065, train/clip/loss_s2: 0.075, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.035, train/dinov3/loss_all: 0.350, train/dinov3/loss_x: 0.520, train/dinov3/loss_s1: 0.161, train/dinov3/loss_s2: 0.222, train/dinov3/loss_fp: 0.029, train/dinov3/stabilization_loss: 0.035 +[2025-11-01 21:48:37,183] [INFO ] Iters: 500 train/iter_time: 0.545, train/clip/loss_all: 0.094, train/clip/loss_x: 0.081, train/clip/loss_s1: 0.068, train/clip/loss_s2: 0.070, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.035, train/dinov3/loss_all: 0.341, train/dinov3/loss_x: 0.515, train/dinov3/loss_s1: 0.166, train/dinov3/loss_s2: 0.175, train/dinov3/loss_fp: 0.023, train/dinov3/stabilization_loss: 0.035 +[2025-11-01 21:49:31,593] [INFO ] Iters: 600 train/iter_time: 0.543, train/clip/loss_all: 0.086, train/clip/loss_x: 0.076, train/clip/loss_s1: 0.040, train/clip/loss_s2: 0.078, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.379, train/dinov3/loss_x: 0.573, train/dinov3/loss_s1: 0.179, train/dinov3/loss_s2: 0.215, train/dinov3/loss_fp: 0.044, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 21:50:26,033] [INFO ] Iters: 700 train/iter_time: 0.544, train/clip/loss_all: 0.078, train/clip/loss_x: 0.069, train/clip/loss_s1: 0.048, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.320, train/dinov3/loss_x: 0.501, train/dinov3/loss_s1: 0.120, train/dinov3/loss_s2: 0.164, train/dinov3/loss_fp: 0.017, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 21:51:20,442] [INFO ] Iters: 800 train/iter_time: 0.543, train/clip/loss_all: 0.080, train/clip/loss_x: 0.070, train/clip/loss_s1: 0.051, train/clip/loss_s2: 0.063, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.344, train/dinov3/loss_x: 0.535, train/dinov3/loss_s1: 0.188, train/dinov3/loss_s2: 0.142, train/dinov3/loss_fp: 0.022, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 21:52:14,926] [INFO ] Iters: 900 train/iter_time: 0.544, train/clip/loss_all: 0.084, train/clip/loss_x: 0.070, train/clip/loss_s1: 0.069, train/clip/loss_s2: 0.076, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.332, train/dinov3/loss_x: 0.504, train/dinov3/loss_s1: 0.165, train/dinov3/loss_s2: 0.192, train/dinov3/loss_fp: 0.021, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 21:53:09,378] [INFO ] Iters: 1000 train/iter_time: 0.544, train/clip/loss_all: 0.088, train/clip/loss_x: 0.077, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.065, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.354, train/dinov3/loss_x: 0.525, train/dinov3/loss_s1: 0.207, train/dinov3/loss_s2: 0.210, train/dinov3/loss_fp: 0.023, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 21:54:03,191] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 21:54:03,191] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 21:54:03,191] [INFO ] Class [0 impervious_surface] IoU: 86.98 +[2025-11-01 21:54:03,192] [INFO ] Class [1 building] IoU: 92.06 +[2025-11-01 21:54:03,192] [INFO ] Class [2 low_vegetation] IoU: 77.72 +[2025-11-01 21:54:03,192] [INFO ] Class [3 tree] IoU: 77.58 +[2025-11-01 21:54:03,192] [INFO ] Class [4 car] IoU: 89.84 +[2025-11-01 21:54:03,192] [INFO ] Class [5 clutter] IoU: 53.81 +[2025-11-01 21:54:03,192] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.66 + +[2025-11-01 21:54:03,192] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 21:54:03,192] [INFO ] Class [0 impervious_surface] IoU: 60.32 +[2025-11-01 21:54:03,193] [INFO ] Class [1 building] IoU: 62.89 +[2025-11-01 21:54:03,193] [INFO ] Class [2 low_vegetation] IoU: 47.57 +[2025-11-01 21:54:03,193] [INFO ] Class [3 tree] IoU: 34.00 +[2025-11-01 21:54:03,193] [INFO ] Class [4 car] IoU: 44.64 +[2025-11-01 21:54:03,193] [INFO ] Class [5 clutter] IoU: 17.29 +[2025-11-01 21:54:03,193] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 44.45 + +[2025-11-01 21:54:03,202] [INFO ] ===========> Epoch: 62, LR: 0.00003, Best mIoU [clip/dinov3]: 79.84/46.29 +[2025-11-01 21:54:04,247] [INFO ] Iters: 0 train/iter_time: 0.542, train/clip/loss_all: 0.058, train/clip/loss_x: 0.058, train/clip/loss_s1: 0.005, train/clip/loss_s2: 0.035, train/clip/loss_fp: 0.000, train/clip/stabilization_loss: 0.024, train/dinov3/loss_all: 0.380, train/dinov3/loss_x: 0.660, train/dinov3/loss_s1: 0.136, train/dinov3/loss_s2: 0.068, train/dinov3/loss_fp: 0.001, train/dinov3/stabilization_loss: 0.024 +[2025-11-01 21:54:58,585] [INFO ] Iters: 100 train/iter_time: 0.543, train/clip/loss_all: 0.081, train/clip/loss_x: 0.068, train/clip/loss_s1: 0.055, train/clip/loss_s2: 0.079, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.332, train/dinov3/loss_x: 0.500, train/dinov3/loss_s1: 0.173, train/dinov3/loss_s2: 0.196, train/dinov3/loss_fp: 0.026, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 21:55:53,002] [INFO ] Iters: 200 train/iter_time: 0.544, train/clip/loss_all: 0.094, train/clip/loss_x: 0.079, train/clip/loss_s1: 0.064, train/clip/loss_s2: 0.058, train/clip/loss_fp: 0.006, train/clip/stabilization_loss: 0.037, train/dinov3/loss_all: 0.342, train/dinov3/loss_x: 0.530, train/dinov3/loss_s1: 0.133, train/dinov3/loss_s2: 0.110, train/dinov3/loss_fp: 0.039, train/dinov3/stabilization_loss: 0.037 +[2025-11-01 21:56:47,414] [INFO ] Iters: 300 train/iter_time: 0.544, train/clip/loss_all: 0.077, train/clip/loss_x: 0.064, train/clip/loss_s1: 0.062, train/clip/loss_s2: 0.060, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.357, train/dinov3/loss_x: 0.511, train/dinov3/loss_s1: 0.305, train/dinov3/loss_s2: 0.226, train/dinov3/loss_fp: 0.025, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 21:57:41,831] [INFO ] Iters: 400 train/iter_time: 0.544, train/clip/loss_all: 0.088, train/clip/loss_x: 0.071, train/clip/loss_s1: 0.087, train/clip/loss_s2: 0.049, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.372, train/dinov3/loss_x: 0.568, train/dinov3/loss_s1: 0.200, train/dinov3/loss_s2: 0.159, train/dinov3/loss_fp: 0.035, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 21:58:36,201] [INFO ] Iters: 500 train/iter_time: 0.543, train/clip/loss_all: 0.081, train/clip/loss_x: 0.071, train/clip/loss_s1: 0.055, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.348, train/dinov3/loss_x: 0.515, train/dinov3/loss_s1: 0.215, train/dinov3/loss_s2: 0.179, train/dinov3/loss_fp: 0.042, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 21:59:30,557] [INFO ] Iters: 600 train/iter_time: 0.543, train/clip/loss_all: 0.085, train/clip/loss_x: 0.080, train/clip/loss_s1: 0.051, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.374, train/dinov3/loss_x: 0.550, train/dinov3/loss_s1: 0.221, train/dinov3/loss_s2: 0.195, train/dinov3/loss_fp: 0.062, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 22:00:25,100] [INFO ] Iters: 700 train/iter_time: 0.545, train/clip/loss_all: 0.086, train/clip/loss_x: 0.072, train/clip/loss_s1: 0.076, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.330, train/dinov3/loss_x: 0.503, train/dinov3/loss_s1: 0.170, train/dinov3/loss_s2: 0.158, train/dinov3/loss_fp: 0.019, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 22:01:19,523] [INFO ] Iters: 800 train/iter_time: 0.544, train/clip/loss_all: 0.087, train/clip/loss_x: 0.083, train/clip/loss_s1: 0.061, train/clip/loss_s2: 0.042, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.351, train/dinov3/loss_x: 0.540, train/dinov3/loss_s1: 0.181, train/dinov3/loss_s2: 0.154, train/dinov3/loss_fp: 0.026, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 22:02:13,900] [INFO ] Iters: 900 train/iter_time: 0.543, train/clip/loss_all: 0.083, train/clip/loss_x: 0.069, train/clip/loss_s1: 0.066, train/clip/loss_s2: 0.053, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.328, train/dinov3/loss_x: 0.492, train/dinov3/loss_s1: 0.176, train/dinov3/loss_s2: 0.172, train/dinov3/loss_fp: 0.020, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 22:03:08,308] [INFO ] Iters: 1000 train/iter_time: 0.543, train/clip/loss_all: 0.081, train/clip/loss_x: 0.068, train/clip/loss_s1: 0.060, train/clip/loss_s2: 0.048, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.327, train/dinov3/loss_x: 0.498, train/dinov3/loss_s1: 0.160, train/dinov3/loss_s2: 0.158, train/dinov3/loss_fp: 0.021, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 22:04:01,105] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 22:04:01,105] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 22:04:01,106] [INFO ] Class [0 impervious_surface] IoU: 87.38 +[2025-11-01 22:04:01,106] [INFO ] Class [1 building] IoU: 92.35 +[2025-11-01 22:04:01,106] [INFO ] Class [2 low_vegetation] IoU: 77.75 +[2025-11-01 22:04:01,106] [INFO ] Class [3 tree] IoU: 77.59 +[2025-11-01 22:04:01,106] [INFO ] Class [4 car] IoU: 89.96 +[2025-11-01 22:04:01,106] [INFO ] Class [5 clutter] IoU: 54.01 +[2025-11-01 22:04:01,107] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.84 + +[2025-11-01 22:04:01,107] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 22:04:01,107] [INFO ] Class [0 impervious_surface] IoU: 59.07 +[2025-11-01 22:04:01,107] [INFO ] Class [1 building] IoU: 63.88 +[2025-11-01 22:04:01,107] [INFO ] Class [2 low_vegetation] IoU: 49.04 +[2025-11-01 22:04:01,107] [INFO ] Class [3 tree] IoU: 30.37 +[2025-11-01 22:04:01,107] [INFO ] Class [4 car] IoU: 45.81 +[2025-11-01 22:04:01,107] [INFO ] Class [5 clutter] IoU: 16.28 +[2025-11-01 22:04:01,107] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 44.07 + +[2025-11-01 22:04:01,800] [INFO ] ===========> Epoch: 63, LR: 0.00002, Best mIoU [clip/dinov3]: 79.84/46.29 +[2025-11-01 22:04:02,804] [INFO ] Iters: 0 train/iter_time: 0.551, train/clip/loss_all: 0.046, train/clip/loss_x: 0.036, train/clip/loss_s1: 0.035, train/clip/loss_s2: 0.025, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.019, train/dinov3/loss_all: 0.284, train/dinov3/loss_x: 0.444, train/dinov3/loss_s1: 0.200, train/dinov3/loss_s2: 0.012, train/dinov3/loss_fp: 0.066, train/dinov3/stabilization_loss: 0.019 +[2025-11-01 22:04:57,188] [INFO ] Iters: 100 train/iter_time: 0.543, train/clip/loss_all: 0.079, train/clip/loss_x: 0.066, train/clip/loss_s1: 0.051, train/clip/loss_s2: 0.062, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.355, train/dinov3/loss_x: 0.512, train/dinov3/loss_s1: 0.240, train/dinov3/loss_s2: 0.250, train/dinov3/loss_fp: 0.027, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 22:05:51,573] [INFO ] Iters: 200 train/iter_time: 0.543, train/clip/loss_all: 0.077, train/clip/loss_x: 0.071, train/clip/loss_s1: 0.039, train/clip/loss_s2: 0.044, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.343, train/dinov3/loss_x: 0.523, train/dinov3/loss_s1: 0.179, train/dinov3/loss_s2: 0.152, train/dinov3/loss_fp: 0.038, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 22:06:46,252] [INFO ] Iters: 300 train/iter_time: 0.546, train/clip/loss_all: 0.075, train/clip/loss_x: 0.061, train/clip/loss_s1: 0.043, train/clip/loss_s2: 0.048, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.340, train/dinov3/loss_x: 0.502, train/dinov3/loss_s1: 0.168, train/dinov3/loss_s2: 0.224, train/dinov3/loss_fp: 0.032, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 22:07:40,780] [INFO ] Iters: 400 train/iter_time: 0.545, train/clip/loss_all: 0.086, train/clip/loss_x: 0.075, train/clip/loss_s1: 0.048, train/clip/loss_s2: 0.062, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.349, train/dinov3/loss_x: 0.511, train/dinov3/loss_s1: 0.179, train/dinov3/loss_s2: 0.211, train/dinov3/loss_fp: 0.044, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 22:08:35,259] [INFO ] Iters: 500 train/iter_time: 0.544, train/clip/loss_all: 0.076, train/clip/loss_x: 0.060, train/clip/loss_s1: 0.050, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.007, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.293, train/dinov3/loss_x: 0.438, train/dinov3/loss_s1: 0.146, train/dinov3/loss_s2: 0.130, train/dinov3/loss_fp: 0.035, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 22:09:29,708] [INFO ] Iters: 600 train/iter_time: 0.544, train/clip/loss_all: 0.077, train/clip/loss_x: 0.065, train/clip/loss_s1: 0.049, train/clip/loss_s2: 0.049, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.306, train/dinov3/loss_x: 0.454, train/dinov3/loss_s1: 0.150, train/dinov3/loss_s2: 0.163, train/dinov3/loss_fp: 0.031, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 22:10:24,096] [INFO ] Iters: 700 train/iter_time: 0.543, train/clip/loss_all: 0.081, train/clip/loss_x: 0.071, train/clip/loss_s1: 0.068, train/clip/loss_s2: 0.046, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.318, train/dinov3/loss_x: 0.493, train/dinov3/loss_s1: 0.134, train/dinov3/loss_s2: 0.129, train/dinov3/loss_fp: 0.031, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 22:11:18,581] [INFO ] Iters: 800 train/iter_time: 0.544, train/clip/loss_all: 0.084, train/clip/loss_x: 0.075, train/clip/loss_s1: 0.059, train/clip/loss_s2: 0.052, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.340, train/dinov3/loss_x: 0.514, train/dinov3/loss_s1: 0.190, train/dinov3/loss_s2: 0.162, train/dinov3/loss_fp: 0.030, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 22:12:13,124] [INFO ] Iters: 900 train/iter_time: 0.545, train/clip/loss_all: 0.078, train/clip/loss_x: 0.066, train/clip/loss_s1: 0.049, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.337, train/dinov3/loss_x: 0.511, train/dinov3/loss_s1: 0.132, train/dinov3/loss_s2: 0.195, train/dinov3/loss_fp: 0.037, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 22:13:07,581] [INFO ] Iters: 1000 train/iter_time: 0.544, train/clip/loss_all: 0.087, train/clip/loss_x: 0.077, train/clip/loss_s1: 0.055, train/clip/loss_s2: 0.054, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.341, train/dinov3/loss_x: 0.506, train/dinov3/loss_s1: 0.215, train/dinov3/loss_s2: 0.145, train/dinov3/loss_fp: 0.035, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 22:14:00,381] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 22:14:00,382] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 22:14:00,382] [INFO ] Class [0 impervious_surface] IoU: 87.13 +[2025-11-01 22:14:00,382] [INFO ] Class [1 building] IoU: 92.02 +[2025-11-01 22:14:00,382] [INFO ] Class [2 low_vegetation] IoU: 77.68 +[2025-11-01 22:14:00,382] [INFO ] Class [3 tree] IoU: 77.45 +[2025-11-01 22:14:00,383] [INFO ] Class [4 car] IoU: 90.04 +[2025-11-01 22:14:00,383] [INFO ] Class [5 clutter] IoU: 53.93 +[2025-11-01 22:14:00,383] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.71 + +[2025-11-01 22:14:00,383] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 22:14:00,383] [INFO ] Class [0 impervious_surface] IoU: 60.69 +[2025-11-01 22:14:00,383] [INFO ] Class [1 building] IoU: 64.62 +[2025-11-01 22:14:00,383] [INFO ] Class [2 low_vegetation] IoU: 49.79 +[2025-11-01 22:14:00,383] [INFO ] Class [3 tree] IoU: 29.70 +[2025-11-01 22:14:00,384] [INFO ] Class [4 car] IoU: 46.84 +[2025-11-01 22:14:00,384] [INFO ] Class [5 clutter] IoU: 21.33 +[2025-11-01 22:14:00,384] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 45.50 + +[2025-11-01 22:14:00,392] [INFO ] ===========> Epoch: 64, LR: 0.00002, Best mIoU [clip/dinov3]: 79.84/46.29 +[2025-11-01 22:14:01,441] [INFO ] Iters: 0 train/iter_time: 0.548, train/clip/loss_all: 0.068, train/clip/loss_x: 0.000, train/clip/loss_s1: 0.015, train/clip/loss_s2: 0.207, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.040, train/dinov3/loss_all: 0.105, train/dinov3/loss_x: 0.114, train/dinov3/loss_s1: 0.023, train/dinov3/loss_s2: 0.036, train/dinov3/loss_fp: 0.003, train/dinov3/stabilization_loss: 0.040 +[2025-11-01 22:14:55,909] [INFO ] Iters: 100 train/iter_time: 0.544, train/clip/loss_all: 0.093, train/clip/loss_x: 0.077, train/clip/loss_s1: 0.045, train/clip/loss_s2: 0.080, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.038, train/dinov3/loss_all: 0.364, train/dinov3/loss_x: 0.539, train/dinov3/loss_s1: 0.143, train/dinov3/loss_s2: 0.161, train/dinov3/loss_fp: 0.074, train/dinov3/stabilization_loss: 0.038 +[2025-11-01 22:15:50,282] [INFO ] Iters: 200 train/iter_time: 0.543, train/clip/loss_all: 0.090, train/clip/loss_x: 0.069, train/clip/loss_s1: 0.057, train/clip/loss_s2: 0.092, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.036, train/dinov3/loss_all: 0.332, train/dinov3/loss_x: 0.502, train/dinov3/loss_s1: 0.140, train/dinov3/loss_s2: 0.149, train/dinov3/loss_fp: 0.036, train/dinov3/stabilization_loss: 0.036 +[2025-11-01 22:16:44,916] [INFO ] Iters: 300 train/iter_time: 0.546, train/clip/loss_all: 0.080, train/clip/loss_x: 0.067, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.053, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.343, train/dinov3/loss_x: 0.521, train/dinov3/loss_s1: 0.169, train/dinov3/loss_s2: 0.178, train/dinov3/loss_fp: 0.026, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 22:17:39,308] [INFO ] Iters: 400 train/iter_time: 0.543, train/clip/loss_all: 0.086, train/clip/loss_x: 0.078, train/clip/loss_s1: 0.068, train/clip/loss_s2: 0.060, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.352, train/dinov3/loss_x: 0.528, train/dinov3/loss_s1: 0.217, train/dinov3/loss_s2: 0.176, train/dinov3/loss_fp: 0.036, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 22:18:33,714] [INFO ] Iters: 500 train/iter_time: 0.543, train/clip/loss_all: 0.084, train/clip/loss_x: 0.075, train/clip/loss_s1: 0.061, train/clip/loss_s2: 0.057, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.330, train/dinov3/loss_x: 0.506, train/dinov3/loss_s1: 0.169, train/dinov3/loss_s2: 0.162, train/dinov3/loss_fp: 0.021, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 22:19:28,165] [INFO ] Iters: 600 train/iter_time: 0.544, train/clip/loss_all: 0.075, train/clip/loss_x: 0.057, train/clip/loss_s1: 0.053, train/clip/loss_s2: 0.061, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.329, train/dinov3/loss_x: 0.464, train/dinov3/loss_s1: 0.271, train/dinov3/loss_s2: 0.191, train/dinov3/loss_fp: 0.032, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 22:20:22,569] [INFO ] Iters: 700 train/iter_time: 0.543, train/clip/loss_all: 0.089, train/clip/loss_x: 0.083, train/clip/loss_s1: 0.072, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.349, train/dinov3/loss_x: 0.547, train/dinov3/loss_s1: 0.129, train/dinov3/loss_s2: 0.159, train/dinov3/loss_fp: 0.034, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 22:21:17,095] [INFO ] Iters: 800 train/iter_time: 0.545, train/clip/loss_all: 0.089, train/clip/loss_x: 0.083, train/clip/loss_s1: 0.070, train/clip/loss_s2: 0.052, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.354, train/dinov3/loss_x: 0.534, train/dinov3/loss_s1: 0.184, train/dinov3/loss_s2: 0.181, train/dinov3/loss_fp: 0.042, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 22:22:11,564] [INFO ] Iters: 900 train/iter_time: 0.544, train/clip/loss_all: 0.082, train/clip/loss_x: 0.071, train/clip/loss_s1: 0.061, train/clip/loss_s2: 0.049, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.337, train/dinov3/loss_x: 0.509, train/dinov3/loss_s1: 0.138, train/dinov3/loss_s2: 0.211, train/dinov3/loss_fp: 0.027, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 22:23:06,062] [INFO ] Iters: 1000 train/iter_time: 0.544, train/clip/loss_all: 0.081, train/clip/loss_x: 0.070, train/clip/loss_s1: 0.061, train/clip/loss_s2: 0.063, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.361, train/dinov3/loss_x: 0.520, train/dinov3/loss_s1: 0.208, train/dinov3/loss_s2: 0.299, train/dinov3/loss_fp: 0.027, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 22:23:58,649] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 22:23:58,650] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 22:23:58,650] [INFO ] Class [0 impervious_surface] IoU: 87.32 +[2025-11-01 22:23:58,650] [INFO ] Class [1 building] IoU: 92.28 +[2025-11-01 22:23:58,650] [INFO ] Class [2 low_vegetation] IoU: 77.55 +[2025-11-01 22:23:58,650] [INFO ] Class [3 tree] IoU: 77.01 +[2025-11-01 22:23:58,650] [INFO ] Class [4 car] IoU: 89.83 +[2025-11-01 22:23:58,650] [INFO ] Class [5 clutter] IoU: 53.63 +[2025-11-01 22:23:58,651] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.60 + +[2025-11-01 22:23:58,651] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 22:23:58,651] [INFO ] Class [0 impervious_surface] IoU: 59.79 +[2025-11-01 22:23:58,651] [INFO ] Class [1 building] IoU: 64.01 +[2025-11-01 22:23:58,651] [INFO ] Class [2 low_vegetation] IoU: 49.27 +[2025-11-01 22:23:58,651] [INFO ] Class [3 tree] IoU: 32.37 +[2025-11-01 22:23:58,651] [INFO ] Class [4 car] IoU: 45.53 +[2025-11-01 22:23:58,651] [INFO ] Class [5 clutter] IoU: 23.80 +[2025-11-01 22:23:58,651] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 45.79 + +[2025-11-01 22:23:58,663] [INFO ] ===========> Epoch: 65, LR: 0.00002, Best mIoU [clip/dinov3]: 79.84/46.29 +[2025-11-01 22:23:59,705] [INFO ] Iters: 0 train/iter_time: 0.546, train/clip/loss_all: 0.091, train/clip/loss_x: 0.046, train/clip/loss_s1: 0.042, train/clip/loss_s2: 0.305, train/clip/loss_fp: 0.001, train/clip/stabilization_loss: 0.025, train/dinov3/loss_all: 0.335, train/dinov3/loss_x: 0.590, train/dinov3/loss_s1: 0.033, train/dinov3/loss_s2: 0.086, train/dinov3/loss_fp: 0.001, train/dinov3/stabilization_loss: 0.025 +[2025-11-01 22:24:54,223] [INFO ] Iters: 100 train/iter_time: 0.544, train/clip/loss_all: 0.078, train/clip/loss_x: 0.064, train/clip/loss_s1: 0.066, train/clip/loss_s2: 0.047, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.336, train/dinov3/loss_x: 0.493, train/dinov3/loss_s1: 0.206, train/dinov3/loss_s2: 0.219, train/dinov3/loss_fp: 0.025, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 22:25:48,602] [INFO ] Iters: 200 train/iter_time: 0.543, train/clip/loss_all: 0.082, train/clip/loss_x: 0.069, train/clip/loss_s1: 0.047, train/clip/loss_s2: 0.069, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.319, train/dinov3/loss_x: 0.479, train/dinov3/loss_s1: 0.110, train/dinov3/loss_s2: 0.207, train/dinov3/loss_fp: 0.033, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 22:26:43,037] [INFO ] Iters: 300 train/iter_time: 0.544, train/clip/loss_all: 0.081, train/clip/loss_x: 0.072, train/clip/loss_s1: 0.047, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.345, train/dinov3/loss_x: 0.488, train/dinov3/loss_s1: 0.260, train/dinov3/loss_s2: 0.229, train/dinov3/loss_fp: 0.035, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 22:27:37,538] [INFO ] Iters: 400 train/iter_time: 0.544, train/clip/loss_all: 0.085, train/clip/loss_x: 0.076, train/clip/loss_s1: 0.057, train/clip/loss_s2: 0.053, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.364, train/dinov3/loss_x: 0.531, train/dinov3/loss_s1: 0.254, train/dinov3/loss_s2: 0.207, train/dinov3/loss_fp: 0.033, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 22:28:31,998] [INFO ] Iters: 500 train/iter_time: 0.544, train/clip/loss_all: 0.079, train/clip/loss_x: 0.073, train/clip/loss_s1: 0.045, train/clip/loss_s2: 0.061, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.028, train/dinov3/loss_all: 0.351, train/dinov3/loss_x: 0.549, train/dinov3/loss_s1: 0.174, train/dinov3/loss_s2: 0.156, train/dinov3/loss_fp: 0.027, train/dinov3/stabilization_loss: 0.028 +[2025-11-01 22:29:26,404] [INFO ] Iters: 600 train/iter_time: 0.544, train/clip/loss_all: 0.079, train/clip/loss_x: 0.058, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.066, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.328, train/dinov3/loss_x: 0.475, train/dinov3/loss_s1: 0.220, train/dinov3/loss_s2: 0.174, train/dinov3/loss_fp: 0.028, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 22:30:20,970] [INFO ] Iters: 700 train/iter_time: 0.545, train/clip/loss_all: 0.089, train/clip/loss_x: 0.084, train/clip/loss_s1: 0.058, train/clip/loss_s2: 0.066, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.364, train/dinov3/loss_x: 0.527, train/dinov3/loss_s1: 0.277, train/dinov3/loss_s2: 0.221, train/dinov3/loss_fp: 0.030, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 22:31:15,499] [INFO ] Iters: 800 train/iter_time: 0.545, train/clip/loss_all: 0.083, train/clip/loss_x: 0.072, train/clip/loss_s1: 0.055, train/clip/loss_s2: 0.045, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.348, train/dinov3/loss_x: 0.489, train/dinov3/loss_s1: 0.242, train/dinov3/loss_s2: 0.201, train/dinov3/loss_fp: 0.060, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 22:32:09,981] [INFO ] Iters: 900 train/iter_time: 0.544, train/clip/loss_all: 0.081, train/clip/loss_x: 0.070, train/clip/loss_s1: 0.057, train/clip/loss_s2: 0.065, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.347, train/dinov3/loss_x: 0.526, train/dinov3/loss_s1: 0.186, train/dinov3/loss_s2: 0.159, train/dinov3/loss_fp: 0.043, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 22:33:04,398] [INFO ] Iters: 1000 train/iter_time: 0.544, train/clip/loss_all: 0.081, train/clip/loss_x: 0.066, train/clip/loss_s1: 0.072, train/clip/loss_s2: 0.065, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.330, train/dinov3/loss_x: 0.483, train/dinov3/loss_s1: 0.188, train/dinov3/loss_s2: 0.201, train/dinov3/loss_fp: 0.040, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 22:33:58,460] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 22:33:58,461] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 22:33:58,461] [INFO ] Class [0 impervious_surface] IoU: 87.39 +[2025-11-01 22:33:58,461] [INFO ] Class [1 building] IoU: 92.24 +[2025-11-01 22:33:58,461] [INFO ] Class [2 low_vegetation] IoU: 77.34 +[2025-11-01 22:33:58,461] [INFO ] Class [3 tree] IoU: 77.43 +[2025-11-01 22:33:58,461] [INFO ] Class [4 car] IoU: 90.09 +[2025-11-01 22:33:58,461] [INFO ] Class [5 clutter] IoU: 53.84 +[2025-11-01 22:33:58,461] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.72 + +[2025-11-01 22:33:58,462] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 22:33:58,462] [INFO ] Class [0 impervious_surface] IoU: 60.15 +[2025-11-01 22:33:58,462] [INFO ] Class [1 building] IoU: 64.17 +[2025-11-01 22:33:58,462] [INFO ] Class [2 low_vegetation] IoU: 49.31 +[2025-11-01 22:33:58,462] [INFO ] Class [3 tree] IoU: 32.93 +[2025-11-01 22:33:58,462] [INFO ] Class [4 car] IoU: 46.19 +[2025-11-01 22:33:58,462] [INFO ] Class [5 clutter] IoU: 18.81 +[2025-11-01 22:33:58,462] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 45.26 + +[2025-11-01 22:33:58,474] [INFO ] ===========> Epoch: 66, LR: 0.00002, Best mIoU [clip/dinov3]: 79.84/46.29 +[2025-11-01 22:33:59,825] [INFO ] Iters: 0 train/iter_time: 0.549, train/clip/loss_all: 0.203, train/clip/loss_x: 0.110, train/clip/loss_s1: 0.405, train/clip/loss_s2: 0.268, train/clip/loss_fp: 0.024, train/clip/stabilization_loss: 0.058, train/dinov3/loss_all: 0.482, train/dinov3/loss_x: 0.821, train/dinov3/loss_s1: 0.065, train/dinov3/loss_s2: 0.026, train/dinov3/loss_fp: 0.008, train/dinov3/stabilization_loss: 0.058 +[2025-11-01 22:34:54,333] [INFO ] Iters: 100 train/iter_time: 0.544, train/clip/loss_all: 0.090, train/clip/loss_x: 0.076, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.057, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.036, train/dinov3/loss_all: 0.340, train/dinov3/loss_x: 0.510, train/dinov3/loss_s1: 0.106, train/dinov3/loss_s2: 0.233, train/dinov3/loss_fp: 0.026, train/dinov3/stabilization_loss: 0.036 +[2025-11-01 22:35:48,801] [INFO ] Iters: 200 train/iter_time: 0.544, train/clip/loss_all: 0.081, train/clip/loss_x: 0.067, train/clip/loss_s1: 0.060, train/clip/loss_s2: 0.046, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.335, train/dinov3/loss_x: 0.491, train/dinov3/loss_s1: 0.137, train/dinov3/loss_s2: 0.257, train/dinov3/loss_fp: 0.030, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 22:36:43,204] [INFO ] Iters: 300 train/iter_time: 0.543, train/clip/loss_all: 0.084, train/clip/loss_x: 0.072, train/clip/loss_s1: 0.047, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.364, train/dinov3/loss_x: 0.526, train/dinov3/loss_s1: 0.196, train/dinov3/loss_s2: 0.276, train/dinov3/loss_fp: 0.033, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 22:37:37,651] [INFO ] Iters: 400 train/iter_time: 0.544, train/clip/loss_all: 0.080, train/clip/loss_x: 0.065, train/clip/loss_s1: 0.055, train/clip/loss_s2: 0.062, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.310, train/dinov3/loss_x: 0.443, train/dinov3/loss_s1: 0.204, train/dinov3/loss_s2: 0.181, train/dinov3/loss_fp: 0.037, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 22:38:32,143] [INFO ] Iters: 500 train/iter_time: 0.544, train/clip/loss_all: 0.089, train/clip/loss_x: 0.085, train/clip/loss_s1: 0.049, train/clip/loss_s2: 0.054, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.376, train/dinov3/loss_x: 0.581, train/dinov3/loss_s1: 0.175, train/dinov3/loss_s2: 0.136, train/dinov3/loss_fp: 0.055, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 22:39:26,590] [INFO ] Iters: 600 train/iter_time: 0.544, train/clip/loss_all: 0.082, train/clip/loss_x: 0.069, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.063, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.333, train/dinov3/loss_x: 0.496, train/dinov3/loss_s1: 0.182, train/dinov3/loss_s2: 0.187, train/dinov3/loss_fp: 0.029, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 22:40:21,153] [INFO ] Iters: 700 train/iter_time: 0.545, train/clip/loss_all: 0.084, train/clip/loss_x: 0.073, train/clip/loss_s1: 0.055, train/clip/loss_s2: 0.075, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.339, train/dinov3/loss_x: 0.487, train/dinov3/loss_s1: 0.211, train/dinov3/loss_s2: 0.232, train/dinov3/loss_fp: 0.041, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 22:41:15,543] [INFO ] Iters: 800 train/iter_time: 0.543, train/clip/loss_all: 0.087, train/clip/loss_x: 0.073, train/clip/loss_s1: 0.064, train/clip/loss_s2: 0.068, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.351, train/dinov3/loss_x: 0.496, train/dinov3/loss_s1: 0.172, train/dinov3/loss_s2: 0.300, train/dinov3/loss_fp: 0.039, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 22:42:10,209] [INFO ] Iters: 900 train/iter_time: 0.546, train/clip/loss_all: 0.094, train/clip/loss_x: 0.079, train/clip/loss_s1: 0.079, train/clip/loss_s2: 0.073, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.035, train/dinov3/loss_all: 0.336, train/dinov3/loss_x: 0.487, train/dinov3/loss_s1: 0.222, train/dinov3/loss_s2: 0.196, train/dinov3/loss_fp: 0.023, train/dinov3/stabilization_loss: 0.035 +[2025-11-01 22:43:04,732] [INFO ] Iters: 1000 train/iter_time: 0.545, train/clip/loss_all: 0.082, train/clip/loss_x: 0.071, train/clip/loss_s1: 0.059, train/clip/loss_s2: 0.070, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.344, train/dinov3/loss_x: 0.507, train/dinov3/loss_s1: 0.188, train/dinov3/loss_s2: 0.207, train/dinov3/loss_fp: 0.045, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 22:43:57,507] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 22:43:57,508] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 22:43:57,508] [INFO ] Class [0 impervious_surface] IoU: 87.58 +[2025-11-01 22:43:57,508] [INFO ] Class [1 building] IoU: 92.04 +[2025-11-01 22:43:57,508] [INFO ] Class [2 low_vegetation] IoU: 77.17 +[2025-11-01 22:43:57,508] [INFO ] Class [3 tree] IoU: 77.44 +[2025-11-01 22:43:57,509] [INFO ] Class [4 car] IoU: 90.18 +[2025-11-01 22:43:57,509] [INFO ] Class [5 clutter] IoU: 53.86 +[2025-11-01 22:43:57,509] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.71 + +[2025-11-01 22:43:57,509] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 22:43:57,509] [INFO ] Class [0 impervious_surface] IoU: 60.54 +[2025-11-01 22:43:57,509] [INFO ] Class [1 building] IoU: 64.32 +[2025-11-01 22:43:57,509] [INFO ] Class [2 low_vegetation] IoU: 49.05 +[2025-11-01 22:43:57,509] [INFO ] Class [3 tree] IoU: 29.76 +[2025-11-01 22:43:57,509] [INFO ] Class [4 car] IoU: 46.11 +[2025-11-01 22:43:57,509] [INFO ] Class [5 clutter] IoU: 19.51 +[2025-11-01 22:43:57,510] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 44.88 + +[2025-11-01 22:43:57,521] [INFO ] ===========> Epoch: 67, LR: 0.00002, Best mIoU [clip/dinov3]: 79.84/46.29 +[2025-11-01 22:43:58,770] [INFO ] Iters: 0 train/iter_time: 0.561, train/clip/loss_all: 0.096, train/clip/loss_x: 0.074, train/clip/loss_s1: 0.003, train/clip/loss_s2: 0.022, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.054, train/dinov3/loss_all: 0.380, train/dinov3/loss_x: 0.547, train/dinov3/loss_s1: 0.021, train/dinov3/loss_s2: 0.295, train/dinov3/loss_fp: 0.052, train/dinov3/stabilization_loss: 0.054 +[2025-11-01 22:44:53,211] [INFO ] Iters: 100 train/iter_time: 0.544, train/clip/loss_all: 0.086, train/clip/loss_x: 0.079, train/clip/loss_s1: 0.058, train/clip/loss_s2: 0.052, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.326, train/dinov3/loss_x: 0.505, train/dinov3/loss_s1: 0.120, train/dinov3/loss_s2: 0.145, train/dinov3/loss_fp: 0.036, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 22:45:47,619] [INFO ] Iters: 200 train/iter_time: 0.543, train/clip/loss_all: 0.078, train/clip/loss_x: 0.064, train/clip/loss_s1: 0.064, train/clip/loss_s2: 0.056, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.333, train/dinov3/loss_x: 0.468, train/dinov3/loss_s1: 0.228, train/dinov3/loss_s2: 0.231, train/dinov3/loss_fp: 0.045, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 22:46:42,063] [INFO ] Iters: 300 train/iter_time: 0.544, train/clip/loss_all: 0.082, train/clip/loss_x: 0.068, train/clip/loss_s1: 0.047, train/clip/loss_s2: 0.066, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.337, train/dinov3/loss_x: 0.485, train/dinov3/loss_s1: 0.243, train/dinov3/loss_s2: 0.190, train/dinov3/loss_fp: 0.030, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 22:47:36,754] [INFO ] Iters: 400 train/iter_time: 0.546, train/clip/loss_all: 0.078, train/clip/loss_x: 0.067, train/clip/loss_s1: 0.043, train/clip/loss_s2: 0.049, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.314, train/dinov3/loss_x: 0.463, train/dinov3/loss_s1: 0.191, train/dinov3/loss_s2: 0.144, train/dinov3/loss_fp: 0.033, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 22:48:31,266] [INFO ] Iters: 500 train/iter_time: 0.545, train/clip/loss_all: 0.079, train/clip/loss_x: 0.066, train/clip/loss_s1: 0.052, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.313, train/dinov3/loss_x: 0.472, train/dinov3/loss_s1: 0.172, train/dinov3/loss_s2: 0.143, train/dinov3/loss_fp: 0.024, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 22:49:26,101] [INFO ] Iters: 600 train/iter_time: 0.548, train/clip/loss_all: 0.087, train/clip/loss_x: 0.074, train/clip/loss_s1: 0.068, train/clip/loss_s2: 0.064, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.363, train/dinov3/loss_x: 0.543, train/dinov3/loss_s1: 0.187, train/dinov3/loss_s2: 0.201, train/dinov3/loss_fp: 0.039, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 22:50:20,643] [INFO ] Iters: 700 train/iter_time: 0.545, train/clip/loss_all: 0.081, train/clip/loss_x: 0.067, train/clip/loss_s1: 0.059, train/clip/loss_s2: 0.062, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.335, train/dinov3/loss_x: 0.462, train/dinov3/loss_s1: 0.247, train/dinov3/loss_s2: 0.235, train/dinov3/loss_fp: 0.048, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 22:51:15,416] [INFO ] Iters: 800 train/iter_time: 0.547, train/clip/loss_all: 0.084, train/clip/loss_x: 0.067, train/clip/loss_s1: 0.071, train/clip/loss_s2: 0.074, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.340, train/dinov3/loss_x: 0.490, train/dinov3/loss_s1: 0.224, train/dinov3/loss_s2: 0.191, train/dinov3/loss_fp: 0.043, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 22:52:10,030] [INFO ] Iters: 900 train/iter_time: 0.546, train/clip/loss_all: 0.078, train/clip/loss_x: 0.066, train/clip/loss_s1: 0.041, train/clip/loss_s2: 0.052, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.337, train/dinov3/loss_x: 0.496, train/dinov3/loss_s1: 0.165, train/dinov3/loss_s2: 0.167, train/dinov3/loss_fp: 0.061, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 22:53:04,677] [INFO ] Iters: 1000 train/iter_time: 0.546, train/clip/loss_all: 0.089, train/clip/loss_x: 0.085, train/clip/loss_s1: 0.050, train/clip/loss_s2: 0.061, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.355, train/dinov3/loss_x: 0.538, train/dinov3/loss_s1: 0.216, train/dinov3/loss_s2: 0.149, train/dinov3/loss_fp: 0.036, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 22:53:57,608] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 22:53:57,609] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 22:53:57,609] [INFO ] Class [0 impervious_surface] IoU: 87.43 +[2025-11-01 22:53:57,609] [INFO ] Class [1 building] IoU: 92.18 +[2025-11-01 22:53:57,609] [INFO ] Class [2 low_vegetation] IoU: 77.08 +[2025-11-01 22:53:57,609] [INFO ] Class [3 tree] IoU: 77.31 +[2025-11-01 22:53:57,609] [INFO ] Class [4 car] IoU: 90.02 +[2025-11-01 22:53:57,609] [INFO ] Class [5 clutter] IoU: 53.59 +[2025-11-01 22:53:57,610] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.60 + +[2025-11-01 22:53:57,610] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 22:53:57,610] [INFO ] Class [0 impervious_surface] IoU: 60.21 +[2025-11-01 22:53:57,610] [INFO ] Class [1 building] IoU: 63.73 +[2025-11-01 22:53:57,610] [INFO ] Class [2 low_vegetation] IoU: 50.37 +[2025-11-01 22:53:57,610] [INFO ] Class [3 tree] IoU: 31.93 +[2025-11-01 22:53:57,610] [INFO ] Class [4 car] IoU: 46.27 +[2025-11-01 22:53:57,610] [INFO ] Class [5 clutter] IoU: 21.50 +[2025-11-01 22:53:57,610] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 45.67 + +[2025-11-01 22:53:57,620] [INFO ] ===========> Epoch: 68, LR: 0.00002, Best mIoU [clip/dinov3]: 79.84/46.29 +[2025-11-01 22:53:58,717] [INFO ] Iters: 0 train/iter_time: 0.551, train/clip/loss_all: 0.210, train/clip/loss_x: 0.326, train/clip/loss_s1: 0.076, train/clip/loss_s2: 0.003, train/clip/loss_fp: 0.000, train/clip/stabilization_loss: 0.037, train/dinov3/loss_all: 0.612, train/dinov3/loss_x: 1.096, train/dinov3/loss_s1: 0.097, train/dinov3/loss_s2: 0.078, train/dinov3/loss_fp: 0.019, train/dinov3/stabilization_loss: 0.037 +[2025-11-01 22:54:53,076] [INFO ] Iters: 100 train/iter_time: 0.543, train/clip/loss_all: 0.081, train/clip/loss_x: 0.071, train/clip/loss_s1: 0.055, train/clip/loss_s2: 0.054, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.323, train/dinov3/loss_x: 0.492, train/dinov3/loss_s1: 0.136, train/dinov3/loss_s2: 0.166, train/dinov3/loss_fp: 0.032, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 22:55:47,487] [INFO ] Iters: 200 train/iter_time: 0.544, train/clip/loss_all: 0.080, train/clip/loss_x: 0.064, train/clip/loss_s1: 0.063, train/clip/loss_s2: 0.061, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.321, train/dinov3/loss_x: 0.456, train/dinov3/loss_s1: 0.211, train/dinov3/loss_s2: 0.231, train/dinov3/loss_fp: 0.029, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 22:56:42,055] [INFO ] Iters: 300 train/iter_time: 0.545, train/clip/loss_all: 0.081, train/clip/loss_x: 0.060, train/clip/loss_s1: 0.077, train/clip/loss_s2: 0.070, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.309, train/dinov3/loss_x: 0.426, train/dinov3/loss_s1: 0.242, train/dinov3/loss_s2: 0.214, train/dinov3/loss_fp: 0.029, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 22:57:36,500] [INFO ] Iters: 400 train/iter_time: 0.544, train/clip/loss_all: 0.077, train/clip/loss_x: 0.065, train/clip/loss_s1: 0.050, train/clip/loss_s2: 0.061, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.335, train/dinov3/loss_x: 0.509, train/dinov3/loss_s1: 0.155, train/dinov3/loss_s2: 0.197, train/dinov3/loss_fp: 0.027, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 22:58:31,040] [INFO ] Iters: 500 train/iter_time: 0.545, train/clip/loss_all: 0.080, train/clip/loss_x: 0.068, train/clip/loss_s1: 0.061, train/clip/loss_s2: 0.064, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.338, train/dinov3/loss_x: 0.473, train/dinov3/loss_s1: 0.230, train/dinov3/loss_s2: 0.253, train/dinov3/loss_fp: 0.046, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 22:59:25,397] [INFO ] Iters: 600 train/iter_time: 0.543, train/clip/loss_all: 0.081, train/clip/loss_x: 0.066, train/clip/loss_s1: 0.067, train/clip/loss_s2: 0.065, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.338, train/dinov3/loss_x: 0.478, train/dinov3/loss_s1: 0.264, train/dinov3/loss_s2: 0.183, train/dinov3/loss_fp: 0.049, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 23:00:19,713] [INFO ] Iters: 700 train/iter_time: 0.543, train/clip/loss_all: 0.077, train/clip/loss_x: 0.060, train/clip/loss_s1: 0.058, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.305, train/dinov3/loss_x: 0.446, train/dinov3/loss_s1: 0.182, train/dinov3/loss_s2: 0.180, train/dinov3/loss_fp: 0.024, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 23:01:14,201] [INFO ] Iters: 800 train/iter_time: 0.544, train/clip/loss_all: 0.079, train/clip/loss_x: 0.068, train/clip/loss_s1: 0.041, train/clip/loss_s2: 0.048, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.298, train/dinov3/loss_x: 0.443, train/dinov3/loss_s1: 0.185, train/dinov3/loss_s2: 0.104, train/dinov3/loss_fp: 0.029, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 23:02:08,575] [INFO ] Iters: 900 train/iter_time: 0.543, train/clip/loss_all: 0.087, train/clip/loss_x: 0.074, train/clip/loss_s1: 0.057, train/clip/loss_s2: 0.072, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.339, train/dinov3/loss_x: 0.510, train/dinov3/loss_s1: 0.157, train/dinov3/loss_s2: 0.167, train/dinov3/loss_fp: 0.044, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 23:03:03,568] [INFO ] Iters: 1000 train/iter_time: 0.549, train/clip/loss_all: 0.076, train/clip/loss_x: 0.062, train/clip/loss_s1: 0.065, train/clip/loss_s2: 0.048, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.298, train/dinov3/loss_x: 0.416, train/dinov3/loss_s1: 0.214, train/dinov3/loss_s2: 0.188, train/dinov3/loss_fp: 0.038, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 23:03:57,904] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 23:03:57,904] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 23:03:57,904] [INFO ] Class [0 impervious_surface] IoU: 87.53 +[2025-11-01 23:03:57,904] [INFO ] Class [1 building] IoU: 92.16 +[2025-11-01 23:03:57,904] [INFO ] Class [2 low_vegetation] IoU: 77.23 +[2025-11-01 23:03:57,904] [INFO ] Class [3 tree] IoU: 77.50 +[2025-11-01 23:03:57,904] [INFO ] Class [4 car] IoU: 89.93 +[2025-11-01 23:03:57,904] [INFO ] Class [5 clutter] IoU: 53.71 +[2025-11-01 23:03:57,904] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.68 + +[2025-11-01 23:03:57,904] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 23:03:57,904] [INFO ] Class [0 impervious_surface] IoU: 60.27 +[2025-11-01 23:03:57,904] [INFO ] Class [1 building] IoU: 64.01 +[2025-11-01 23:03:57,904] [INFO ] Class [2 low_vegetation] IoU: 50.71 +[2025-11-01 23:03:57,904] [INFO ] Class [3 tree] IoU: 26.19 +[2025-11-01 23:03:57,904] [INFO ] Class [4 car] IoU: 45.88 +[2025-11-01 23:03:57,904] [INFO ] Class [5 clutter] IoU: 24.05 +[2025-11-01 23:03:57,905] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 45.19 + +[2025-11-01 23:03:57,926] [INFO ] ===========> Epoch: 69, LR: 0.00002, Best mIoU [clip/dinov3]: 79.84/46.29 +[2025-11-01 23:03:59,260] [INFO ] Iters: 0 train/iter_time: 0.554, train/clip/loss_all: 0.082, train/clip/loss_x: 0.037, train/clip/loss_s1: 0.158, train/clip/loss_s2: 0.013, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.041, train/dinov3/loss_all: 0.358, train/dinov3/loss_x: 0.531, train/dinov3/loss_s1: 0.133, train/dinov3/loss_s2: 0.172, train/dinov3/loss_fp: 0.050, train/dinov3/stabilization_loss: 0.041 +[2025-11-01 23:04:53,917] [INFO ] Iters: 100 train/iter_time: 0.546, train/clip/loss_all: 0.080, train/clip/loss_x: 0.067, train/clip/loss_s1: 0.045, train/clip/loss_s2: 0.041, train/clip/loss_fp: 0.006, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.318, train/dinov3/loss_x: 0.460, train/dinov3/loss_s1: 0.211, train/dinov3/loss_s2: 0.178, train/dinov3/loss_fp: 0.025, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 23:05:48,533] [INFO ] Iters: 200 train/iter_time: 0.545, train/clip/loss_all: 0.083, train/clip/loss_x: 0.072, train/clip/loss_s1: 0.052, train/clip/loss_s2: 0.057, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.333, train/dinov3/loss_x: 0.471, train/dinov3/loss_s1: 0.227, train/dinov3/loss_s2: 0.212, train/dinov3/loss_fp: 0.045, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 23:06:43,127] [INFO ] Iters: 300 train/iter_time: 0.545, train/clip/loss_all: 0.085, train/clip/loss_x: 0.068, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.056, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.037, train/dinov3/loss_all: 0.320, train/dinov3/loss_x: 0.469, train/dinov3/loss_s1: 0.150, train/dinov3/loss_s2: 0.162, train/dinov3/loss_fp: 0.038, train/dinov3/stabilization_loss: 0.037 +[2025-11-01 23:07:37,644] [INFO ] Iters: 400 train/iter_time: 0.544, train/clip/loss_all: 0.083, train/clip/loss_x: 0.071, train/clip/loss_s1: 0.057, train/clip/loss_s2: 0.067, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.341, train/dinov3/loss_x: 0.500, train/dinov3/loss_s1: 0.230, train/dinov3/loss_s2: 0.166, train/dinov3/loss_fp: 0.040, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 23:08:32,372] [INFO ] Iters: 500 train/iter_time: 0.547, train/clip/loss_all: 0.084, train/clip/loss_x: 0.071, train/clip/loss_s1: 0.055, train/clip/loss_s2: 0.063, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.316, train/dinov3/loss_x: 0.475, train/dinov3/loss_s1: 0.155, train/dinov3/loss_s2: 0.161, train/dinov3/loss_fp: 0.023, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 23:09:27,075] [INFO ] Iters: 600 train/iter_time: 0.546, train/clip/loss_all: 0.080, train/clip/loss_x: 0.065, train/clip/loss_s1: 0.055, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.319, train/dinov3/loss_x: 0.466, train/dinov3/loss_s1: 0.162, train/dinov3/loss_s2: 0.215, train/dinov3/loss_fp: 0.022, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 23:10:21,998] [INFO ] Iters: 700 train/iter_time: 0.549, train/clip/loss_all: 0.077, train/clip/loss_x: 0.068, train/clip/loss_s1: 0.064, train/clip/loss_s2: 0.047, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.028, train/dinov3/loss_all: 0.334, train/dinov3/loss_x: 0.514, train/dinov3/loss_s1: 0.175, train/dinov3/loss_s2: 0.151, train/dinov3/loss_fp: 0.033, train/dinov3/stabilization_loss: 0.028 +[2025-11-01 23:11:16,684] [INFO ] Iters: 800 train/iter_time: 0.546, train/clip/loss_all: 0.084, train/clip/loss_x: 0.069, train/clip/loss_s1: 0.063, train/clip/loss_s2: 0.060, train/clip/loss_fp: 0.006, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.350, train/dinov3/loss_x: 0.517, train/dinov3/loss_s1: 0.190, train/dinov3/loss_s2: 0.203, train/dinov3/loss_fp: 0.038, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 23:12:11,405] [INFO ] Iters: 900 train/iter_time: 0.547, train/clip/loss_all: 0.078, train/clip/loss_x: 0.060, train/clip/loss_s1: 0.067, train/clip/loss_s2: 0.071, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.315, train/dinov3/loss_x: 0.459, train/dinov3/loss_s1: 0.185, train/dinov3/loss_s2: 0.184, train/dinov3/loss_fp: 0.040, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 23:13:06,104] [INFO ] Iters: 1000 train/iter_time: 0.546, train/clip/loss_all: 0.079, train/clip/loss_x: 0.064, train/clip/loss_s1: 0.053, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.287, train/dinov3/loss_x: 0.427, train/dinov3/loss_s1: 0.153, train/dinov3/loss_s2: 0.126, train/dinov3/loss_fp: 0.023, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 23:13:59,446] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 23:13:59,447] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 23:13:59,447] [INFO ] Class [0 impervious_surface] IoU: 87.67 +[2025-11-01 23:13:59,447] [INFO ] Class [1 building] IoU: 92.21 +[2025-11-01 23:13:59,447] [INFO ] Class [2 low_vegetation] IoU: 77.15 +[2025-11-01 23:13:59,447] [INFO ] Class [3 tree] IoU: 77.45 +[2025-11-01 23:13:59,448] [INFO ] Class [4 car] IoU: 90.18 +[2025-11-01 23:13:59,448] [INFO ] Class [5 clutter] IoU: 53.68 +[2025-11-01 23:13:59,448] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.73 + +[2025-11-01 23:13:59,448] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 23:13:59,448] [INFO ] Class [0 impervious_surface] IoU: 60.71 +[2025-11-01 23:13:59,448] [INFO ] Class [1 building] IoU: 63.83 +[2025-11-01 23:13:59,448] [INFO ] Class [2 low_vegetation] IoU: 47.43 +[2025-11-01 23:13:59,448] [INFO ] Class [3 tree] IoU: 33.77 +[2025-11-01 23:13:59,449] [INFO ] Class [4 car] IoU: 46.31 +[2025-11-01 23:13:59,449] [INFO ] Class [5 clutter] IoU: 21.43 +[2025-11-01 23:13:59,449] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 45.58 + +[2025-11-01 23:13:59,460] [INFO ] ===========> Epoch: 70, LR: 0.00002, Best mIoU [clip/dinov3]: 79.84/46.29 +[2025-11-01 23:14:00,521] [INFO ] Iters: 0 train/iter_time: 0.560, train/clip/loss_all: 0.112, train/clip/loss_x: 0.198, train/clip/loss_s1: 0.013, train/clip/loss_s2: 0.019, train/clip/loss_fp: 0.007, train/clip/stabilization_loss: 0.007, train/dinov3/loss_all: 0.408, train/dinov3/loss_x: 0.620, train/dinov3/loss_s1: 0.449, train/dinov3/loss_s2: 0.263, train/dinov3/loss_fp: 0.009, train/dinov3/stabilization_loss: 0.007 +[2025-11-01 23:14:55,307] [INFO ] Iters: 100 train/iter_time: 0.547, train/clip/loss_all: 0.081, train/clip/loss_x: 0.062, train/clip/loss_s1: 0.075, train/clip/loss_s2: 0.057, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.310, train/dinov3/loss_x: 0.453, train/dinov3/loss_s1: 0.168, train/dinov3/loss_s2: 0.189, train/dinov3/loss_fp: 0.027, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 23:15:49,949] [INFO ] Iters: 200 train/iter_time: 0.546, train/clip/loss_all: 0.079, train/clip/loss_x: 0.070, train/clip/loss_s1: 0.060, train/clip/loss_s2: 0.053, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.028, train/dinov3/loss_all: 0.345, train/dinov3/loss_x: 0.496, train/dinov3/loss_s1: 0.215, train/dinov3/loss_s2: 0.221, train/dinov3/loss_fp: 0.055, train/dinov3/stabilization_loss: 0.028 +[2025-11-01 23:16:44,854] [INFO ] Iters: 300 train/iter_time: 0.548, train/clip/loss_all: 0.081, train/clip/loss_x: 0.067, train/clip/loss_s1: 0.055, train/clip/loss_s2: 0.074, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.325, train/dinov3/loss_x: 0.476, train/dinov3/loss_s1: 0.159, train/dinov3/loss_s2: 0.211, train/dinov3/loss_fp: 0.038, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 23:17:39,614] [INFO ] Iters: 400 train/iter_time: 0.547, train/clip/loss_all: 0.081, train/clip/loss_x: 0.065, train/clip/loss_s1: 0.058, train/clip/loss_s2: 0.057, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.301, train/dinov3/loss_x: 0.409, train/dinov3/loss_s1: 0.236, train/dinov3/loss_s2: 0.213, train/dinov3/loss_fp: 0.031, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 23:18:34,364] [INFO ] Iters: 500 train/iter_time: 0.547, train/clip/loss_all: 0.082, train/clip/loss_x: 0.068, train/clip/loss_s1: 0.064, train/clip/loss_s2: 0.056, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.325, train/dinov3/loss_x: 0.473, train/dinov3/loss_s1: 0.193, train/dinov3/loss_s2: 0.203, train/dinov3/loss_fp: 0.031, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 23:19:29,237] [INFO ] Iters: 600 train/iter_time: 0.548, train/clip/loss_all: 0.083, train/clip/loss_x: 0.073, train/clip/loss_s1: 0.049, train/clip/loss_s2: 0.060, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.330, train/dinov3/loss_x: 0.484, train/dinov3/loss_s1: 0.197, train/dinov3/loss_s2: 0.178, train/dinov3/loss_fp: 0.035, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 23:20:23,982] [INFO ] Iters: 700 train/iter_time: 0.547, train/clip/loss_all: 0.085, train/clip/loss_x: 0.075, train/clip/loss_s1: 0.048, train/clip/loss_s2: 0.056, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.319, train/dinov3/loss_x: 0.464, train/dinov3/loss_s1: 0.140, train/dinov3/loss_s2: 0.203, train/dinov3/loss_fp: 0.045, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 23:21:18,811] [INFO ] Iters: 800 train/iter_time: 0.548, train/clip/loss_all: 0.080, train/clip/loss_x: 0.064, train/clip/loss_s1: 0.067, train/clip/loss_s2: 0.071, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.307, train/dinov3/loss_x: 0.444, train/dinov3/loss_s1: 0.179, train/dinov3/loss_s2: 0.191, train/dinov3/loss_fp: 0.034, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 23:22:13,650] [INFO ] Iters: 900 train/iter_time: 0.548, train/clip/loss_all: 0.084, train/clip/loss_x: 0.071, train/clip/loss_s1: 0.057, train/clip/loss_s2: 0.043, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.035, train/dinov3/loss_all: 0.314, train/dinov3/loss_x: 0.452, train/dinov3/loss_s1: 0.176, train/dinov3/loss_s2: 0.150, train/dinov3/loss_fp: 0.051, train/dinov3/stabilization_loss: 0.035 +[2025-11-01 23:23:08,360] [INFO ] Iters: 1000 train/iter_time: 0.546, train/clip/loss_all: 0.081, train/clip/loss_x: 0.064, train/clip/loss_s1: 0.059, train/clip/loss_s2: 0.063, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.316, train/dinov3/loss_x: 0.447, train/dinov3/loss_s1: 0.194, train/dinov3/loss_s2: 0.216, train/dinov3/loss_fp: 0.035, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 23:24:01,626] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 23:24:01,627] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 23:24:01,627] [INFO ] Class [0 impervious_surface] IoU: 87.65 +[2025-11-01 23:24:01,627] [INFO ] Class [1 building] IoU: 92.25 +[2025-11-01 23:24:01,627] [INFO ] Class [2 low_vegetation] IoU: 77.22 +[2025-11-01 23:24:01,627] [INFO ] Class [3 tree] IoU: 77.36 +[2025-11-01 23:24:01,627] [INFO ] Class [4 car] IoU: 90.07 +[2025-11-01 23:24:01,628] [INFO ] Class [5 clutter] IoU: 53.76 +[2025-11-01 23:24:01,628] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.72 + +[2025-11-01 23:24:01,628] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 23:24:01,628] [INFO ] Class [0 impervious_surface] IoU: 59.02 +[2025-11-01 23:24:01,628] [INFO ] Class [1 building] IoU: 63.14 +[2025-11-01 23:24:01,628] [INFO ] Class [2 low_vegetation] IoU: 48.00 +[2025-11-01 23:24:01,628] [INFO ] Class [3 tree] IoU: 33.18 +[2025-11-01 23:24:01,628] [INFO ] Class [4 car] IoU: 45.90 +[2025-11-01 23:24:01,628] [INFO ] Class [5 clutter] IoU: 22.96 +[2025-11-01 23:24:01,629] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 45.37 + +[2025-11-01 23:24:01,638] [INFO ] ===========> Epoch: 71, LR: 0.00001, Best mIoU [clip/dinov3]: 79.84/46.29 +[2025-11-01 23:24:02,762] [INFO ] Iters: 0 train/iter_time: 0.555, train/clip/loss_all: 0.086, train/clip/loss_x: 0.073, train/clip/loss_s1: 0.053, train/clip/loss_s2: 0.008, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.041, train/dinov3/loss_all: 0.443, train/dinov3/loss_x: 0.723, train/dinov3/loss_s1: 0.167, train/dinov3/loss_s2: 0.140, train/dinov3/loss_fp: 0.011, train/dinov3/stabilization_loss: 0.041 +[2025-11-01 23:24:57,476] [INFO ] Iters: 100 train/iter_time: 0.546, train/clip/loss_all: 0.072, train/clip/loss_x: 0.066, train/clip/loss_s1: 0.045, train/clip/loss_s2: 0.040, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.027, train/dinov3/loss_all: 0.336, train/dinov3/loss_x: 0.479, train/dinov3/loss_s1: 0.245, train/dinov3/loss_s2: 0.232, train/dinov3/loss_fp: 0.037, train/dinov3/stabilization_loss: 0.027 +[2025-11-01 23:25:51,996] [INFO ] Iters: 200 train/iter_time: 0.545, train/clip/loss_all: 0.083, train/clip/loss_x: 0.070, train/clip/loss_s1: 0.057, train/clip/loss_s2: 0.053, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.316, train/dinov3/loss_x: 0.461, train/dinov3/loss_s1: 0.165, train/dinov3/loss_s2: 0.140, train/dinov3/loss_fp: 0.055, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 23:26:46,780] [INFO ] Iters: 300 train/iter_time: 0.547, train/clip/loss_all: 0.085, train/clip/loss_x: 0.061, train/clip/loss_s1: 0.070, train/clip/loss_s2: 0.074, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.035, train/dinov3/loss_all: 0.332, train/dinov3/loss_x: 0.450, train/dinov3/loss_s1: 0.233, train/dinov3/loss_s2: 0.239, train/dinov3/loss_fp: 0.053, train/dinov3/stabilization_loss: 0.035 +[2025-11-01 23:27:41,416] [INFO ] Iters: 400 train/iter_time: 0.546, train/clip/loss_all: 0.080, train/clip/loss_x: 0.070, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.050, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.317, train/dinov3/loss_x: 0.450, train/dinov3/loss_s1: 0.177, train/dinov3/loss_s2: 0.207, train/dinov3/loss_fp: 0.049, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 23:28:36,116] [INFO ] Iters: 500 train/iter_time: 0.546, train/clip/loss_all: 0.081, train/clip/loss_x: 0.066, train/clip/loss_s1: 0.068, train/clip/loss_s2: 0.073, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.330, train/dinov3/loss_x: 0.478, train/dinov3/loss_s1: 0.251, train/dinov3/loss_s2: 0.157, train/dinov3/loss_fp: 0.040, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 23:29:30,805] [INFO ] Iters: 600 train/iter_time: 0.546, train/clip/loss_all: 0.081, train/clip/loss_x: 0.062, train/clip/loss_s1: 0.061, train/clip/loss_s2: 0.063, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.306, train/dinov3/loss_x: 0.437, train/dinov3/loss_s1: 0.182, train/dinov3/loss_s2: 0.136, train/dinov3/loss_fp: 0.059, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 23:30:25,637] [INFO ] Iters: 700 train/iter_time: 0.548, train/clip/loss_all: 0.081, train/clip/loss_x: 0.077, train/clip/loss_s1: 0.053, train/clip/loss_s2: 0.046, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.345, train/dinov3/loss_x: 0.506, train/dinov3/loss_s1: 0.182, train/dinov3/loss_s2: 0.180, train/dinov3/loss_fp: 0.071, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 23:31:20,631] [INFO ] Iters: 800 train/iter_time: 0.549, train/clip/loss_all: 0.084, train/clip/loss_x: 0.068, train/clip/loss_s1: 0.057, train/clip/loss_s2: 0.080, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.319, train/dinov3/loss_x: 0.459, train/dinov3/loss_s1: 0.180, train/dinov3/loss_s2: 0.187, train/dinov3/loss_fp: 0.045, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 23:32:15,332] [INFO ] Iters: 900 train/iter_time: 0.546, train/clip/loss_all: 0.075, train/clip/loss_x: 0.059, train/clip/loss_s1: 0.044, train/clip/loss_s2: 0.048, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.311, train/dinov3/loss_x: 0.437, train/dinov3/loss_s1: 0.223, train/dinov3/loss_s2: 0.188, train/dinov3/loss_fp: 0.033, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 23:33:10,129] [INFO ] Iters: 1000 train/iter_time: 0.547, train/clip/loss_all: 0.078, train/clip/loss_x: 0.057, train/clip/loss_s1: 0.067, train/clip/loss_s2: 0.062, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.305, train/dinov3/loss_x: 0.419, train/dinov3/loss_s1: 0.186, train/dinov3/loss_s2: 0.196, train/dinov3/loss_fp: 0.061, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 23:34:03,803] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 23:34:03,803] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 23:34:03,803] [INFO ] Class [0 impervious_surface] IoU: 87.66 +[2025-11-01 23:34:03,803] [INFO ] Class [1 building] IoU: 92.15 +[2025-11-01 23:34:03,803] [INFO ] Class [2 low_vegetation] IoU: 77.25 +[2025-11-01 23:34:03,803] [INFO ] Class [3 tree] IoU: 77.35 +[2025-11-01 23:34:03,804] [INFO ] Class [4 car] IoU: 90.27 +[2025-11-01 23:34:03,804] [INFO ] Class [5 clutter] IoU: 54.36 +[2025-11-01 23:34:03,804] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.84 + +[2025-11-01 23:34:03,804] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 23:34:03,804] [INFO ] Class [0 impervious_surface] IoU: 61.28 +[2025-11-01 23:34:03,804] [INFO ] Class [1 building] IoU: 63.79 +[2025-11-01 23:34:03,804] [INFO ] Class [2 low_vegetation] IoU: 49.90 +[2025-11-01 23:34:03,804] [INFO ] Class [3 tree] IoU: 31.56 +[2025-11-01 23:34:03,804] [INFO ] Class [4 car] IoU: 46.19 +[2025-11-01 23:34:03,804] [INFO ] Class [5 clutter] IoU: 22.17 +[2025-11-01 23:34:03,804] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 45.82 + +[2025-11-01 23:34:03,819] [INFO ] ===========> Epoch: 72, LR: 0.00001, Best mIoU [clip/dinov3]: 79.84/46.29 +[2025-11-01 23:34:04,989] [INFO ] Iters: 0 train/iter_time: 0.554, train/clip/loss_all: 0.097, train/clip/loss_x: 0.079, train/clip/loss_s1: 0.009, train/clip/loss_s2: 0.034, train/clip/loss_fp: 0.020, train/clip/stabilization_loss: 0.048, train/dinov3/loss_all: 0.264, train/dinov3/loss_x: 0.366, train/dinov3/loss_s1: 0.022, train/dinov3/loss_s2: 0.244, train/dinov3/loss_fp: 0.002, train/dinov3/stabilization_loss: 0.048 +[2025-11-01 23:34:59,591] [INFO ] Iters: 100 train/iter_time: 0.545, train/clip/loss_all: 0.078, train/clip/loss_x: 0.060, train/clip/loss_s1: 0.062, train/clip/loss_s2: 0.053, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.309, train/dinov3/loss_x: 0.433, train/dinov3/loss_s1: 0.213, train/dinov3/loss_s2: 0.159, train/dinov3/loss_fp: 0.055, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 23:35:54,326] [INFO ] Iters: 200 train/iter_time: 0.547, train/clip/loss_all: 0.080, train/clip/loss_x: 0.063, train/clip/loss_s1: 0.050, train/clip/loss_s2: 0.050, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.035, train/dinov3/loss_all: 0.306, train/dinov3/loss_x: 0.460, train/dinov3/loss_s1: 0.118, train/dinov3/loss_s2: 0.160, train/dinov3/loss_fp: 0.027, train/dinov3/stabilization_loss: 0.035 +[2025-11-01 23:36:49,038] [INFO ] Iters: 300 train/iter_time: 0.546, train/clip/loss_all: 0.086, train/clip/loss_x: 0.073, train/clip/loss_s1: 0.085, train/clip/loss_s2: 0.065, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.327, train/dinov3/loss_x: 0.476, train/dinov3/loss_s1: 0.185, train/dinov3/loss_s2: 0.202, train/dinov3/loss_fp: 0.043, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 23:37:43,854] [INFO ] Iters: 400 train/iter_time: 0.547, train/clip/loss_all: 0.083, train/clip/loss_x: 0.068, train/clip/loss_s1: 0.064, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.311, train/dinov3/loss_x: 0.432, train/dinov3/loss_s1: 0.256, train/dinov3/loss_s2: 0.182, train/dinov3/loss_fp: 0.031, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 23:38:38,566] [INFO ] Iters: 500 train/iter_time: 0.546, train/clip/loss_all: 0.084, train/clip/loss_x: 0.072, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.055, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.319, train/dinov3/loss_x: 0.459, train/dinov3/loss_s1: 0.200, train/dinov3/loss_s2: 0.174, train/dinov3/loss_fp: 0.036, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 23:39:33,238] [INFO ] Iters: 600 train/iter_time: 0.546, train/clip/loss_all: 0.078, train/clip/loss_x: 0.066, train/clip/loss_s1: 0.066, train/clip/loss_s2: 0.057, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.312, train/dinov3/loss_x: 0.446, train/dinov3/loss_s1: 0.210, train/dinov3/loss_s2: 0.194, train/dinov3/loss_fp: 0.036, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 23:40:28,107] [INFO ] Iters: 700 train/iter_time: 0.548, train/clip/loss_all: 0.089, train/clip/loss_x: 0.067, train/clip/loss_s1: 0.067, train/clip/loss_s2: 0.096, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.318, train/dinov3/loss_x: 0.468, train/dinov3/loss_s1: 0.160, train/dinov3/loss_s2: 0.177, train/dinov3/loss_fp: 0.030, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 23:41:22,720] [INFO ] Iters: 800 train/iter_time: 0.545, train/clip/loss_all: 0.079, train/clip/loss_x: 0.067, train/clip/loss_s1: 0.064, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.306, train/dinov3/loss_x: 0.442, train/dinov3/loss_s1: 0.187, train/dinov3/loss_s2: 0.177, train/dinov3/loss_fp: 0.039, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 23:42:17,491] [INFO ] Iters: 900 train/iter_time: 0.547, train/clip/loss_all: 0.082, train/clip/loss_x: 0.072, train/clip/loss_s1: 0.051, train/clip/loss_s2: 0.058, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.345, train/dinov3/loss_x: 0.478, train/dinov3/loss_s1: 0.273, train/dinov3/loss_s2: 0.200, train/dinov3/loss_fp: 0.062, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 23:43:12,165] [INFO ] Iters: 1000 train/iter_time: 0.546, train/clip/loss_all: 0.086, train/clip/loss_x: 0.070, train/clip/loss_s1: 0.061, train/clip/loss_s2: 0.062, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.035, train/dinov3/loss_all: 0.341, train/dinov3/loss_x: 0.483, train/dinov3/loss_s1: 0.222, train/dinov3/loss_s2: 0.193, train/dinov3/loss_fp: 0.050, train/dinov3/stabilization_loss: 0.035 +[2025-11-01 23:44:05,168] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 23:44:05,168] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 23:44:05,168] [INFO ] Class [0 impervious_surface] IoU: 87.60 +[2025-11-01 23:44:05,168] [INFO ] Class [1 building] IoU: 92.13 +[2025-11-01 23:44:05,168] [INFO ] Class [2 low_vegetation] IoU: 76.82 +[2025-11-01 23:44:05,168] [INFO ] Class [3 tree] IoU: 77.19 +[2025-11-01 23:44:05,168] [INFO ] Class [4 car] IoU: 89.75 +[2025-11-01 23:44:05,168] [INFO ] Class [5 clutter] IoU: 53.38 +[2025-11-01 23:44:05,168] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.48 + +[2025-11-01 23:44:05,168] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 23:44:05,168] [INFO ] Class [0 impervious_surface] IoU: 60.75 +[2025-11-01 23:44:05,168] [INFO ] Class [1 building] IoU: 63.31 +[2025-11-01 23:44:05,168] [INFO ] Class [2 low_vegetation] IoU: 47.69 +[2025-11-01 23:44:05,168] [INFO ] Class [3 tree] IoU: 34.63 +[2025-11-01 23:44:05,168] [INFO ] Class [4 car] IoU: 46.63 +[2025-11-01 23:44:05,168] [INFO ] Class [5 clutter] IoU: 22.49 +[2025-11-01 23:44:05,169] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 45.92 + +[2025-11-01 23:44:05,175] [INFO ] ===========> Epoch: 73, LR: 0.00001, Best mIoU [clip/dinov3]: 79.84/46.29 +[2025-11-01 23:44:06,197] [INFO ] Iters: 0 train/iter_time: 0.552, train/clip/loss_all: 0.074, train/clip/loss_x: 0.050, train/clip/loss_s1: 0.044, train/clip/loss_s2: 0.041, train/clip/loss_fp: 0.000, train/clip/stabilization_loss: 0.038, train/dinov3/loss_all: 0.415, train/dinov3/loss_x: 0.423, train/dinov3/loss_s1: 1.128, train/dinov3/loss_s2: 0.164, train/dinov3/loss_fp: 0.016, train/dinov3/stabilization_loss: 0.038 +[2025-11-01 23:45:00,912] [INFO ] Iters: 100 train/iter_time: 0.546, train/clip/loss_all: 0.084, train/clip/loss_x: 0.069, train/clip/loss_s1: 0.065, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.319, train/dinov3/loss_x: 0.437, train/dinov3/loss_s1: 0.188, train/dinov3/loss_s2: 0.225, train/dinov3/loss_fp: 0.062, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 23:45:55,647] [INFO ] Iters: 200 train/iter_time: 0.547, train/clip/loss_all: 0.079, train/clip/loss_x: 0.061, train/clip/loss_s1: 0.060, train/clip/loss_s2: 0.062, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.301, train/dinov3/loss_x: 0.422, train/dinov3/loss_s1: 0.211, train/dinov3/loss_s2: 0.158, train/dinov3/loss_fp: 0.045, train/dinov3/stabilization_loss: 0.033 +[2025-11-01 23:46:50,364] [INFO ] Iters: 300 train/iter_time: 0.546, train/clip/loss_all: 0.078, train/clip/loss_x: 0.061, train/clip/loss_s1: 0.067, train/clip/loss_s2: 0.048, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.297, train/dinov3/loss_x: 0.420, train/dinov3/loss_s1: 0.180, train/dinov3/loss_s2: 0.190, train/dinov3/loss_fp: 0.036, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 23:47:45,104] [INFO ] Iters: 400 train/iter_time: 0.547, train/clip/loss_all: 0.080, train/clip/loss_x: 0.072, train/clip/loss_s1: 0.048, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.306, train/dinov3/loss_x: 0.439, train/dinov3/loss_s1: 0.195, train/dinov3/loss_s2: 0.189, train/dinov3/loss_fp: 0.034, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 23:48:39,791] [INFO ] Iters: 500 train/iter_time: 0.546, train/clip/loss_all: 0.070, train/clip/loss_x: 0.059, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.036, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.304, train/dinov3/loss_x: 0.424, train/dinov3/loss_s1: 0.226, train/dinov3/loss_s2: 0.182, train/dinov3/loss_fp: 0.050, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 23:49:34,449] [INFO ] Iters: 600 train/iter_time: 0.546, train/clip/loss_all: 0.077, train/clip/loss_x: 0.065, train/clip/loss_s1: 0.066, train/clip/loss_s2: 0.044, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.330, train/dinov3/loss_x: 0.471, train/dinov3/loss_s1: 0.197, train/dinov3/loss_s2: 0.200, train/dinov3/loss_fp: 0.060, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 23:50:29,017] [INFO ] Iters: 700 train/iter_time: 0.545, train/clip/loss_all: 0.078, train/clip/loss_x: 0.065, train/clip/loss_s1: 0.053, train/clip/loss_s2: 0.060, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.318, train/dinov3/loss_x: 0.460, train/dinov3/loss_s1: 0.188, train/dinov3/loss_s2: 0.192, train/dinov3/loss_fp: 0.040, train/dinov3/stabilization_loss: 0.031 +[2025-11-01 23:51:23,651] [INFO ] Iters: 800 train/iter_time: 0.546, train/clip/loss_all: 0.079, train/clip/loss_x: 0.059, train/clip/loss_s1: 0.059, train/clip/loss_s2: 0.063, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.275, train/dinov3/loss_x: 0.406, train/dinov3/loss_s1: 0.125, train/dinov3/loss_s2: 0.138, train/dinov3/loss_fp: 0.022, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 23:52:18,329] [INFO ] Iters: 900 train/iter_time: 0.546, train/clip/loss_all: 0.081, train/clip/loss_x: 0.066, train/clip/loss_s1: 0.063, train/clip/loss_s2: 0.062, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.314, train/dinov3/loss_x: 0.449, train/dinov3/loss_s1: 0.167, train/dinov3/loss_s2: 0.225, train/dinov3/loss_fp: 0.036, train/dinov3/stabilization_loss: 0.032 +[2025-11-01 23:53:13,202] [INFO ] Iters: 1000 train/iter_time: 0.548, train/clip/loss_all: 0.087, train/clip/loss_x: 0.069, train/clip/loss_s1: 0.061, train/clip/loss_s2: 0.082, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.325, train/dinov3/loss_x: 0.471, train/dinov3/loss_s1: 0.182, train/dinov3/loss_s2: 0.205, train/dinov3/loss_fp: 0.029, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 23:54:06,517] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-01 23:54:06,518] [INFO ] ***** Evaluation (clip) ***** +[2025-11-01 23:54:06,518] [INFO ] Class [0 impervious_surface] IoU: 87.64 +[2025-11-01 23:54:06,518] [INFO ] Class [1 building] IoU: 92.09 +[2025-11-01 23:54:06,518] [INFO ] Class [2 low_vegetation] IoU: 77.10 +[2025-11-01 23:54:06,518] [INFO ] Class [3 tree] IoU: 77.57 +[2025-11-01 23:54:06,518] [INFO ] Class [4 car] IoU: 89.95 +[2025-11-01 23:54:06,518] [INFO ] Class [5 clutter] IoU: 53.37 +[2025-11-01 23:54:06,518] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.62 + +[2025-11-01 23:54:06,518] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-01 23:54:06,518] [INFO ] Class [0 impervious_surface] IoU: 60.76 +[2025-11-01 23:54:06,518] [INFO ] Class [1 building] IoU: 64.28 +[2025-11-01 23:54:06,518] [INFO ] Class [2 low_vegetation] IoU: 49.47 +[2025-11-01 23:54:06,518] [INFO ] Class [3 tree] IoU: 32.38 +[2025-11-01 23:54:06,518] [INFO ] Class [4 car] IoU: 45.01 +[2025-11-01 23:54:06,518] [INFO ] Class [5 clutter] IoU: 22.49 +[2025-11-01 23:54:06,518] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 45.73 + +[2025-11-01 23:54:06,524] [INFO ] ===========> Epoch: 74, LR: 0.00001, Best mIoU [clip/dinov3]: 79.84/46.29 +[2025-11-01 23:54:07,697] [INFO ] Iters: 0 train/iter_time: 0.608, train/clip/loss_all: 0.107, train/clip/loss_x: 0.121, train/clip/loss_s1: 0.114, train/clip/loss_s2: 0.024, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.319, train/dinov3/loss_x: 0.493, train/dinov3/loss_s1: 0.013, train/dinov3/loss_s2: 0.280, train/dinov3/loss_fp: 0.028, train/dinov3/stabilization_loss: 0.029 +[2025-11-01 23:55:02,489] [INFO ] Iters: 100 train/iter_time: 0.547, train/clip/loss_all: 0.082, train/clip/loss_x: 0.070, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.049, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.336, train/dinov3/loss_x: 0.472, train/dinov3/loss_s1: 0.216, train/dinov3/loss_s2: 0.218, train/dinov3/loss_fp: 0.050, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 23:55:57,133] [INFO ] Iters: 200 train/iter_time: 0.546, train/clip/loss_all: 0.074, train/clip/loss_x: 0.062, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.027, train/dinov3/loss_all: 0.313, train/dinov3/loss_x: 0.455, train/dinov3/loss_s1: 0.169, train/dinov3/loss_s2: 0.202, train/dinov3/loss_fp: 0.045, train/dinov3/stabilization_loss: 0.027 +[2025-11-01 23:56:51,844] [INFO ] Iters: 300 train/iter_time: 0.546, train/clip/loss_all: 0.087, train/clip/loss_x: 0.070, train/clip/loss_s1: 0.067, train/clip/loss_s2: 0.067, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.035, train/dinov3/loss_all: 0.336, train/dinov3/loss_x: 0.477, train/dinov3/loss_s1: 0.187, train/dinov3/loss_s2: 0.189, train/dinov3/loss_fp: 0.065, train/dinov3/stabilization_loss: 0.035 +[2025-11-01 23:57:46,446] [INFO ] Iters: 400 train/iter_time: 0.545, train/clip/loss_all: 0.079, train/clip/loss_x: 0.072, train/clip/loss_s1: 0.055, train/clip/loss_s2: 0.044, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.329, train/dinov3/loss_x: 0.497, train/dinov3/loss_s1: 0.177, train/dinov3/loss_s2: 0.165, train/dinov3/loss_fp: 0.031, train/dinov3/stabilization_loss: 0.030 +[2025-11-01 23:58:41,052] [INFO ] Iters: 500 train/iter_time: 0.545, train/clip/loss_all: 0.079, train/clip/loss_x: 0.059, train/clip/loss_s1: 0.058, train/clip/loss_s2: 0.053, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.312, train/dinov3/loss_x: 0.426, train/dinov3/loss_s1: 0.202, train/dinov3/loss_s2: 0.221, train/dinov3/loss_fp: 0.049, train/dinov3/stabilization_loss: 0.034 +[2025-11-01 23:59:35,896] [INFO ] Iters: 600 train/iter_time: 0.548, train/clip/loss_all: 0.078, train/clip/loss_x: 0.071, train/clip/loss_s1: 0.049, train/clip/loss_s2: 0.048, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.029, train/dinov3/loss_all: 0.322, train/dinov3/loss_x: 0.472, train/dinov3/loss_s1: 0.185, train/dinov3/loss_s2: 0.184, train/dinov3/loss_fp: 0.042, train/dinov3/stabilization_loss: 0.029 +[2025-11-02 00:00:30,526] [INFO ] Iters: 700 train/iter_time: 0.546, train/clip/loss_all: 0.070, train/clip/loss_x: 0.060, train/clip/loss_s1: 0.047, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.027, train/dinov3/loss_all: 0.301, train/dinov3/loss_x: 0.417, train/dinov3/loss_s1: 0.241, train/dinov3/loss_s2: 0.220, train/dinov3/loss_fp: 0.032, train/dinov3/stabilization_loss: 0.027 +[2025-11-02 00:01:25,233] [INFO ] Iters: 800 train/iter_time: 0.546, train/clip/loss_all: 0.082, train/clip/loss_x: 0.060, train/clip/loss_s1: 0.065, train/clip/loss_s2: 0.063, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.035, train/dinov3/loss_all: 0.298, train/dinov3/loss_x: 0.435, train/dinov3/loss_s1: 0.135, train/dinov3/loss_s2: 0.160, train/dinov3/loss_fp: 0.037, train/dinov3/stabilization_loss: 0.035 +[2025-11-02 00:02:20,088] [INFO ] Iters: 900 train/iter_time: 0.548, train/clip/loss_all: 0.086, train/clip/loss_x: 0.071, train/clip/loss_s1: 0.057, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.342, train/dinov3/loss_x: 0.481, train/dinov3/loss_s1: 0.205, train/dinov3/loss_s2: 0.254, train/dinov3/loss_fp: 0.037, train/dinov3/stabilization_loss: 0.034 +[2025-11-02 00:03:14,824] [INFO ] Iters: 1000 train/iter_time: 0.547, train/clip/loss_all: 0.076, train/clip/loss_x: 0.059, train/clip/loss_s1: 0.067, train/clip/loss_s2: 0.056, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.306, train/dinov3/loss_x: 0.410, train/dinov3/loss_s1: 0.191, train/dinov3/loss_s2: 0.306, train/dinov3/loss_fp: 0.031, train/dinov3/stabilization_loss: 0.031 +[2025-11-02 00:04:08,058] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-02 00:04:08,058] [INFO ] ***** Evaluation (clip) ***** +[2025-11-02 00:04:08,058] [INFO ] Class [0 impervious_surface] IoU: 87.50 +[2025-11-02 00:04:08,058] [INFO ] Class [1 building] IoU: 92.17 +[2025-11-02 00:04:08,058] [INFO ] Class [2 low_vegetation] IoU: 77.27 +[2025-11-02 00:04:08,058] [INFO ] Class [3 tree] IoU: 77.36 +[2025-11-02 00:04:08,058] [INFO ] Class [4 car] IoU: 90.33 +[2025-11-02 00:04:08,058] [INFO ] Class [5 clutter] IoU: 54.09 +[2025-11-02 00:04:08,059] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.79 + +[2025-11-02 00:04:08,059] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-02 00:04:08,059] [INFO ] Class [0 impervious_surface] IoU: 59.97 +[2025-11-02 00:04:08,059] [INFO ] Class [1 building] IoU: 63.42 +[2025-11-02 00:04:08,059] [INFO ] Class [2 low_vegetation] IoU: 49.24 +[2025-11-02 00:04:08,059] [INFO ] Class [3 tree] IoU: 31.49 +[2025-11-02 00:04:08,059] [INFO ] Class [4 car] IoU: 46.86 +[2025-11-02 00:04:08,059] [INFO ] Class [5 clutter] IoU: 18.69 +[2025-11-02 00:04:08,059] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 44.94 + +[2025-11-02 00:04:08,066] [INFO ] ===========> Epoch: 75, LR: 0.00001, Best mIoU [clip/dinov3]: 79.84/46.29 +[2025-11-02 00:04:09,128] [INFO ] Iters: 0 train/iter_time: 0.553, train/clip/loss_all: 0.025, train/clip/loss_x: 0.006, train/clip/loss_s1: 0.002, train/clip/loss_s2: 0.021, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.019, train/dinov3/loss_all: 0.244, train/dinov3/loss_x: 0.101, train/dinov3/loss_s1: 0.005, train/dinov3/loss_s2: 1.226, train/dinov3/loss_fp: 0.081, train/dinov3/stabilization_loss: 0.019 +[2025-11-02 00:05:03,740] [INFO ] Iters: 100 train/iter_time: 0.545, train/clip/loss_all: 0.085, train/clip/loss_x: 0.072, train/clip/loss_s1: 0.078, train/clip/loss_s2: 0.063, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.317, train/dinov3/loss_x: 0.467, train/dinov3/loss_s1: 0.164, train/dinov3/loss_s2: 0.175, train/dinov3/loss_fp: 0.043, train/dinov3/stabilization_loss: 0.030 +[2025-11-02 00:05:58,375] [INFO ] Iters: 200 train/iter_time: 0.546, train/clip/loss_all: 0.080, train/clip/loss_x: 0.069, train/clip/loss_s1: 0.060, train/clip/loss_s2: 0.056, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.317, train/dinov3/loss_x: 0.455, train/dinov3/loss_s1: 0.267, train/dinov3/loss_s2: 0.143, train/dinov3/loss_fp: 0.035, train/dinov3/stabilization_loss: 0.030 +[2025-11-02 00:06:53,193] [INFO ] Iters: 300 train/iter_time: 0.548, train/clip/loss_all: 0.087, train/clip/loss_x: 0.061, train/clip/loss_s1: 0.090, train/clip/loss_s2: 0.083, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.304, train/dinov3/loss_x: 0.417, train/dinov3/loss_s1: 0.158, train/dinov3/loss_s2: 0.238, train/dinov3/loss_fp: 0.050, train/dinov3/stabilization_loss: 0.034 +[2025-11-02 00:07:47,907] [INFO ] Iters: 400 train/iter_time: 0.546, train/clip/loss_all: 0.078, train/clip/loss_x: 0.059, train/clip/loss_s1: 0.061, train/clip/loss_s2: 0.054, train/clip/loss_fp: 0.007, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.309, train/dinov3/loss_x: 0.430, train/dinov3/loss_s1: 0.199, train/dinov3/loss_s2: 0.209, train/dinov3/loss_fp: 0.040, train/dinov3/stabilization_loss: 0.033 +[2025-11-02 00:08:42,520] [INFO ] Iters: 500 train/iter_time: 0.545, train/clip/loss_all: 0.077, train/clip/loss_x: 0.059, train/clip/loss_s1: 0.049, train/clip/loss_s2: 0.066, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.285, train/dinov3/loss_x: 0.404, train/dinov3/loss_s1: 0.166, train/dinov3/loss_s2: 0.170, train/dinov3/loss_fp: 0.039, train/dinov3/stabilization_loss: 0.032 +[2025-11-02 00:09:37,141] [INFO ] Iters: 600 train/iter_time: 0.546, train/clip/loss_all: 0.082, train/clip/loss_x: 0.062, train/clip/loss_s1: 0.059, train/clip/loss_s2: 0.069, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.310, train/dinov3/loss_x: 0.417, train/dinov3/loss_s1: 0.256, train/dinov3/loss_s2: 0.197, train/dinov3/loss_fp: 0.047, train/dinov3/stabilization_loss: 0.034 +[2025-11-02 00:10:31,878] [INFO ] Iters: 700 train/iter_time: 0.547, train/clip/loss_all: 0.094, train/clip/loss_x: 0.078, train/clip/loss_s1: 0.071, train/clip/loss_s2: 0.066, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.036, train/dinov3/loss_all: 0.363, train/dinov3/loss_x: 0.525, train/dinov3/loss_s1: 0.222, train/dinov3/loss_s2: 0.200, train/dinov3/loss_fp: 0.046, train/dinov3/stabilization_loss: 0.036 +[2025-11-02 00:11:26,566] [INFO ] Iters: 800 train/iter_time: 0.546, train/clip/loss_all: 0.083, train/clip/loss_x: 0.067, train/clip/loss_s1: 0.069, train/clip/loss_s2: 0.076, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.300, train/dinov3/loss_x: 0.445, train/dinov3/loss_s1: 0.186, train/dinov3/loss_s2: 0.140, train/dinov3/loss_fp: 0.024, train/dinov3/stabilization_loss: 0.030 +[2025-11-02 00:12:21,309] [INFO ] Iters: 900 train/iter_time: 0.547, train/clip/loss_all: 0.081, train/clip/loss_x: 0.070, train/clip/loss_s1: 0.061, train/clip/loss_s2: 0.060, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.319, train/dinov3/loss_x: 0.432, train/dinov3/loss_s1: 0.246, train/dinov3/loss_s2: 0.224, train/dinov3/loss_fp: 0.060, train/dinov3/stabilization_loss: 0.030 +[2025-11-02 00:13:16,065] [INFO ] Iters: 1000 train/iter_time: 0.547, train/clip/loss_all: 0.081, train/clip/loss_x: 0.065, train/clip/loss_s1: 0.058, train/clip/loss_s2: 0.048, train/clip/loss_fp: 0.002, train/clip/stabilization_loss: 0.035, train/dinov3/loss_all: 0.337, train/dinov3/loss_x: 0.471, train/dinov3/loss_s1: 0.217, train/dinov3/loss_s2: 0.235, train/dinov3/loss_fp: 0.041, train/dinov3/stabilization_loss: 0.035 +[2025-11-02 00:14:09,427] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-02 00:14:09,428] [INFO ] ***** Evaluation (clip) ***** +[2025-11-02 00:14:09,428] [INFO ] Class [0 impervious_surface] IoU: 87.54 +[2025-11-02 00:14:09,429] [INFO ] Class [1 building] IoU: 92.22 +[2025-11-02 00:14:09,429] [INFO ] Class [2 low_vegetation] IoU: 77.31 +[2025-11-02 00:14:09,429] [INFO ] Class [3 tree] IoU: 77.13 +[2025-11-02 00:14:09,429] [INFO ] Class [4 car] IoU: 90.23 +[2025-11-02 00:14:09,429] [INFO ] Class [5 clutter] IoU: 54.00 +[2025-11-02 00:14:09,429] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.74 + +[2025-11-02 00:14:09,429] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-02 00:14:09,429] [INFO ] Class [0 impervious_surface] IoU: 60.63 +[2025-11-02 00:14:09,430] [INFO ] Class [1 building] IoU: 64.03 +[2025-11-02 00:14:09,430] [INFO ] Class [2 low_vegetation] IoU: 49.86 +[2025-11-02 00:14:09,430] [INFO ] Class [3 tree] IoU: 29.48 +[2025-11-02 00:14:09,430] [INFO ] Class [4 car] IoU: 46.93 +[2025-11-02 00:14:09,430] [INFO ] Class [5 clutter] IoU: 19.31 +[2025-11-02 00:14:09,430] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 45.04 + +[2025-11-02 00:14:09,439] [INFO ] ===========> Epoch: 76, LR: 0.00001, Best mIoU [clip/dinov3]: 79.84/46.29 +[2025-11-02 00:14:10,593] [INFO ] Iters: 0 train/iter_time: 0.599, train/clip/loss_all: 0.070, train/clip/loss_x: 0.078, train/clip/loss_s1: 0.034, train/clip/loss_s2: 0.021, train/clip/loss_fp: 0.017, train/clip/stabilization_loss: 0.020, train/dinov3/loss_all: 0.346, train/dinov3/loss_x: 0.399, train/dinov3/loss_s1: 0.028, train/dinov3/loss_s2: 0.985, train/dinov3/loss_fp: 0.001, train/dinov3/stabilization_loss: 0.020 +[2025-11-02 00:15:05,271] [INFO ] Iters: 100 train/iter_time: 0.546, train/clip/loss_all: 0.087, train/clip/loss_x: 0.076, train/clip/loss_s1: 0.050, train/clip/loss_s2: 0.068, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.323, train/dinov3/loss_x: 0.437, train/dinov3/loss_s1: 0.219, train/dinov3/loss_s2: 0.275, train/dinov3/loss_fp: 0.040, train/dinov3/stabilization_loss: 0.033 +[2025-11-02 00:15:59,918] [INFO ] Iters: 200 train/iter_time: 0.546, train/clip/loss_all: 0.084, train/clip/loss_x: 0.069, train/clip/loss_s1: 0.050, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.035, train/dinov3/loss_all: 0.330, train/dinov3/loss_x: 0.476, train/dinov3/loss_s1: 0.182, train/dinov3/loss_s2: 0.183, train/dinov3/loss_fp: 0.044, train/dinov3/stabilization_loss: 0.035 +[2025-11-02 00:16:54,515] [INFO ] Iters: 300 train/iter_time: 0.545, train/clip/loss_all: 0.079, train/clip/loss_x: 0.064, train/clip/loss_s1: 0.057, train/clip/loss_s2: 0.056, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.323, train/dinov3/loss_x: 0.439, train/dinov3/loss_s1: 0.217, train/dinov3/loss_s2: 0.205, train/dinov3/loss_fp: 0.079, train/dinov3/stabilization_loss: 0.032 +[2025-11-02 00:17:49,147] [INFO ] Iters: 400 train/iter_time: 0.546, train/clip/loss_all: 0.084, train/clip/loss_x: 0.067, train/clip/loss_s1: 0.064, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.035, train/dinov3/loss_all: 0.305, train/dinov3/loss_x: 0.446, train/dinov3/loss_s1: 0.167, train/dinov3/loss_s2: 0.133, train/dinov3/loss_fp: 0.035, train/dinov3/stabilization_loss: 0.035 +[2025-11-02 00:18:43,708] [INFO ] Iters: 500 train/iter_time: 0.545, train/clip/loss_all: 0.077, train/clip/loss_x: 0.067, train/clip/loss_s1: 0.045, train/clip/loss_s2: 0.042, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.325, train/dinov3/loss_x: 0.480, train/dinov3/loss_s1: 0.183, train/dinov3/loss_s2: 0.157, train/dinov3/loss_fp: 0.043, train/dinov3/stabilization_loss: 0.032 +[2025-11-02 00:19:38,421] [INFO ] Iters: 600 train/iter_time: 0.546, train/clip/loss_all: 0.085, train/clip/loss_x: 0.062, train/clip/loss_s1: 0.076, train/clip/loss_s2: 0.067, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.035, train/dinov3/loss_all: 0.313, train/dinov3/loss_x: 0.444, train/dinov3/loss_s1: 0.218, train/dinov3/loss_s2: 0.162, train/dinov3/loss_fp: 0.036, train/dinov3/stabilization_loss: 0.035 +[2025-11-02 00:20:33,448] [INFO ] Iters: 700 train/iter_time: 0.550, train/clip/loss_all: 0.072, train/clip/loss_x: 0.053, train/clip/loss_s1: 0.058, train/clip/loss_s2: 0.049, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.291, train/dinov3/loss_x: 0.386, train/dinov3/loss_s1: 0.218, train/dinov3/loss_s2: 0.238, train/dinov3/loss_fp: 0.039, train/dinov3/stabilization_loss: 0.031 +[2025-11-02 00:21:28,248] [INFO ] Iters: 800 train/iter_time: 0.547, train/clip/loss_all: 0.085, train/clip/loss_x: 0.073, train/clip/loss_s1: 0.061, train/clip/loss_s2: 0.053, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.337, train/dinov3/loss_x: 0.491, train/dinov3/loss_s1: 0.165, train/dinov3/loss_s2: 0.244, train/dinov3/loss_fp: 0.026, train/dinov3/stabilization_loss: 0.033 +[2025-11-02 00:22:23,072] [INFO ] Iters: 900 train/iter_time: 0.548, train/clip/loss_all: 0.076, train/clip/loss_x: 0.062, train/clip/loss_s1: 0.059, train/clip/loss_s2: 0.061, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.289, train/dinov3/loss_x: 0.403, train/dinov3/loss_s1: 0.185, train/dinov3/loss_s2: 0.217, train/dinov3/loss_fp: 0.030, train/dinov3/stabilization_loss: 0.030 +[2025-11-02 00:23:17,810] [INFO ] Iters: 1000 train/iter_time: 0.547, train/clip/loss_all: 0.077, train/clip/loss_x: 0.063, train/clip/loss_s1: 0.065, train/clip/loss_s2: 0.054, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.345, train/dinov3/loss_x: 0.464, train/dinov3/loss_s1: 0.274, train/dinov3/loss_s2: 0.256, train/dinov3/loss_fp: 0.066, train/dinov3/stabilization_loss: 0.030 +[2025-11-02 00:24:10,811] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-02 00:24:10,811] [INFO ] ***** Evaluation (clip) ***** +[2025-11-02 00:24:10,811] [INFO ] Class [0 impervious_surface] IoU: 87.64 +[2025-11-02 00:24:10,811] [INFO ] Class [1 building] IoU: 92.20 +[2025-11-02 00:24:10,811] [INFO ] Class [2 low_vegetation] IoU: 77.18 +[2025-11-02 00:24:10,812] [INFO ] Class [3 tree] IoU: 77.33 +[2025-11-02 00:24:10,812] [INFO ] Class [4 car] IoU: 90.31 +[2025-11-02 00:24:10,812] [INFO ] Class [5 clutter] IoU: 53.98 +[2025-11-02 00:24:10,812] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.77 + +[2025-11-02 00:24:10,812] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-02 00:24:10,812] [INFO ] Class [0 impervious_surface] IoU: 60.73 +[2025-11-02 00:24:10,812] [INFO ] Class [1 building] IoU: 63.90 +[2025-11-02 00:24:10,812] [INFO ] Class [2 low_vegetation] IoU: 48.86 +[2025-11-02 00:24:10,812] [INFO ] Class [3 tree] IoU: 33.47 +[2025-11-02 00:24:10,812] [INFO ] Class [4 car] IoU: 46.87 +[2025-11-02 00:24:10,812] [INFO ] Class [5 clutter] IoU: 22.02 +[2025-11-02 00:24:10,812] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 45.97 + +[2025-11-02 00:24:10,816] [INFO ] ===========> Epoch: 77, LR: 0.00001, Best mIoU [clip/dinov3]: 79.84/46.29 +[2025-11-02 00:24:11,855] [INFO ] Iters: 0 train/iter_time: 0.551, train/clip/loss_all: 0.039, train/clip/loss_x: 0.002, train/clip/loss_s1: 0.121, train/clip/loss_s2: 0.016, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.020, train/dinov3/loss_all: 0.234, train/dinov3/loss_x: 0.055, train/dinov3/loss_s1: 0.848, train/dinov3/loss_s2: 0.304, train/dinov3/loss_fp: 0.168, train/dinov3/stabilization_loss: 0.020 +[2025-11-02 00:25:06,542] [INFO ] Iters: 100 train/iter_time: 0.546, train/clip/loss_all: 0.071, train/clip/loss_x: 0.058, train/clip/loss_s1: 0.049, train/clip/loss_s2: 0.057, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.027, train/dinov3/loss_all: 0.281, train/dinov3/loss_x: 0.381, train/dinov3/loss_s1: 0.219, train/dinov3/loss_s2: 0.203, train/dinov3/loss_fp: 0.042, train/dinov3/stabilization_loss: 0.027 +[2025-11-02 00:26:01,254] [INFO ] Iters: 200 train/iter_time: 0.546, train/clip/loss_all: 0.082, train/clip/loss_x: 0.057, train/clip/loss_s1: 0.068, train/clip/loss_s2: 0.071, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.035, train/dinov3/loss_all: 0.307, train/dinov3/loss_x: 0.423, train/dinov3/loss_s1: 0.193, train/dinov3/loss_s2: 0.212, train/dinov3/loss_fp: 0.039, train/dinov3/stabilization_loss: 0.035 +[2025-11-02 00:26:55,825] [INFO ] Iters: 300 train/iter_time: 0.545, train/clip/loss_all: 0.076, train/clip/loss_x: 0.062, train/clip/loss_s1: 0.047, train/clip/loss_s2: 0.046, train/clip/loss_fp: 0.006, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.297, train/dinov3/loss_x: 0.427, train/dinov3/loss_s1: 0.188, train/dinov3/loss_s2: 0.157, train/dinov3/loss_fp: 0.034, train/dinov3/stabilization_loss: 0.032 +[2025-11-02 00:27:50,675] [INFO ] Iters: 400 train/iter_time: 0.548, train/clip/loss_all: 0.083, train/clip/loss_x: 0.064, train/clip/loss_s1: 0.066, train/clip/loss_s2: 0.071, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.298, train/dinov3/loss_x: 0.428, train/dinov3/loss_s1: 0.142, train/dinov3/loss_s2: 0.181, train/dinov3/loss_fp: 0.040, train/dinov3/stabilization_loss: 0.033 +[2025-11-02 00:28:45,535] [INFO ] Iters: 500 train/iter_time: 0.548, train/clip/loss_all: 0.082, train/clip/loss_x: 0.060, train/clip/loss_s1: 0.065, train/clip/loss_s2: 0.072, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.295, train/dinov3/loss_x: 0.406, train/dinov3/loss_s1: 0.216, train/dinov3/loss_s2: 0.199, train/dinov3/loss_fp: 0.026, train/dinov3/stabilization_loss: 0.034 +[2025-11-02 00:29:40,218] [INFO ] Iters: 600 train/iter_time: 0.546, train/clip/loss_all: 0.079, train/clip/loss_x: 0.061, train/clip/loss_s1: 0.061, train/clip/loss_s2: 0.063, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.310, train/dinov3/loss_x: 0.438, train/dinov3/loss_s1: 0.211, train/dinov3/loss_s2: 0.205, train/dinov3/loss_fp: 0.033, train/dinov3/stabilization_loss: 0.031 +[2025-11-02 00:30:34,817] [INFO ] Iters: 700 train/iter_time: 0.545, train/clip/loss_all: 0.079, train/clip/loss_x: 0.057, train/clip/loss_s1: 0.064, train/clip/loss_s2: 0.072, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.286, train/dinov3/loss_x: 0.407, train/dinov3/loss_s1: 0.153, train/dinov3/loss_s2: 0.190, train/dinov3/loss_fp: 0.027, train/dinov3/stabilization_loss: 0.033 +[2025-11-02 00:31:29,599] [INFO ] Iters: 800 train/iter_time: 0.547, train/clip/loss_all: 0.089, train/clip/loss_x: 0.072, train/clip/loss_s1: 0.085, train/clip/loss_s2: 0.065, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.339, train/dinov3/loss_x: 0.500, train/dinov3/loss_s1: 0.184, train/dinov3/loss_s2: 0.154, train/dinov3/loss_fp: 0.056, train/dinov3/stabilization_loss: 0.033 +[2025-11-02 00:32:24,362] [INFO ] Iters: 900 train/iter_time: 0.547, train/clip/loss_all: 0.076, train/clip/loss_x: 0.059, train/clip/loss_s1: 0.058, train/clip/loss_s2: 0.059, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.316, train/dinov3/loss_x: 0.447, train/dinov3/loss_s1: 0.168, train/dinov3/loss_s2: 0.260, train/dinov3/loss_fp: 0.036, train/dinov3/stabilization_loss: 0.031 +[2025-11-02 00:33:19,024] [INFO ] Iters: 1000 train/iter_time: 0.546, train/clip/loss_all: 0.087, train/clip/loss_x: 0.069, train/clip/loss_s1: 0.060, train/clip/loss_s2: 0.066, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.036, train/dinov3/loss_all: 0.320, train/dinov3/loss_x: 0.427, train/dinov3/loss_s1: 0.227, train/dinov3/loss_s2: 0.271, train/dinov3/loss_fp: 0.034, train/dinov3/stabilization_loss: 0.036 +[2025-11-02 00:34:12,161] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-02 00:34:12,162] [INFO ] ***** Evaluation (clip) ***** +[2025-11-02 00:34:12,162] [INFO ] Class [0 impervious_surface] IoU: 87.68 +[2025-11-02 00:34:12,162] [INFO ] Class [1 building] IoU: 92.26 +[2025-11-02 00:34:12,162] [INFO ] Class [2 low_vegetation] IoU: 77.08 +[2025-11-02 00:34:12,162] [INFO ] Class [3 tree] IoU: 77.29 +[2025-11-02 00:34:12,162] [INFO ] Class [4 car] IoU: 90.34 +[2025-11-02 00:34:12,163] [INFO ] Class [5 clutter] IoU: 53.84 +[2025-11-02 00:34:12,163] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.75 + +[2025-11-02 00:34:12,163] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-02 00:34:12,163] [INFO ] Class [0 impervious_surface] IoU: 60.80 +[2025-11-02 00:34:12,163] [INFO ] Class [1 building] IoU: 64.45 +[2025-11-02 00:34:12,163] [INFO ] Class [2 low_vegetation] IoU: 49.75 +[2025-11-02 00:34:12,163] [INFO ] Class [3 tree] IoU: 31.80 +[2025-11-02 00:34:12,163] [INFO ] Class [4 car] IoU: 47.37 +[2025-11-02 00:34:12,163] [INFO ] Class [5 clutter] IoU: 21.82 +[2025-11-02 00:34:12,164] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 46.00 + +[2025-11-02 00:34:12,175] [INFO ] ===========> Epoch: 78, LR: 0.00000, Best mIoU [clip/dinov3]: 79.84/46.29 +[2025-11-02 00:34:13,244] [INFO ] Iters: 0 train/iter_time: 0.541, train/clip/loss_all: 0.094, train/clip/loss_x: 0.026, train/clip/loss_s1: 0.138, train/clip/loss_s2: 0.011, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.061, train/dinov3/loss_all: 0.237, train/dinov3/loss_x: 0.202, train/dinov3/loss_s1: 0.236, train/dinov3/loss_s2: 0.187, train/dinov3/loss_fp: 0.091, train/dinov3/stabilization_loss: 0.061 +[2025-11-02 00:35:07,890] [INFO ] Iters: 100 train/iter_time: 0.546, train/clip/loss_all: 0.082, train/clip/loss_x: 0.058, train/clip/loss_s1: 0.073, train/clip/loss_s2: 0.075, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.328, train/dinov3/loss_x: 0.433, train/dinov3/loss_s1: 0.267, train/dinov3/loss_s2: 0.272, train/dinov3/loss_fp: 0.042, train/dinov3/stabilization_loss: 0.033 +[2025-11-02 00:36:02,631] [INFO ] Iters: 200 train/iter_time: 0.547, train/clip/loss_all: 0.081, train/clip/loss_x: 0.063, train/clip/loss_s1: 0.063, train/clip/loss_s2: 0.062, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.310, train/dinov3/loss_x: 0.422, train/dinov3/loss_s1: 0.223, train/dinov3/loss_s2: 0.207, train/dinov3/loss_fp: 0.051, train/dinov3/stabilization_loss: 0.033 +[2025-11-02 00:36:57,235] [INFO ] Iters: 300 train/iter_time: 0.545, train/clip/loss_all: 0.079, train/clip/loss_x: 0.064, train/clip/loss_s1: 0.062, train/clip/loss_s2: 0.060, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.316, train/dinov3/loss_x: 0.440, train/dinov3/loss_s1: 0.217, train/dinov3/loss_s2: 0.215, train/dinov3/loss_fp: 0.045, train/dinov3/stabilization_loss: 0.031 +[2025-11-02 00:37:51,877] [INFO ] Iters: 400 train/iter_time: 0.546, train/clip/loss_all: 0.083, train/clip/loss_x: 0.074, train/clip/loss_s1: 0.048, train/clip/loss_s2: 0.058, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.320, train/dinov3/loss_x: 0.459, train/dinov3/loss_s1: 0.163, train/dinov3/loss_s2: 0.210, train/dinov3/loss_fp: 0.048, train/dinov3/stabilization_loss: 0.031 +[2025-11-02 00:38:46,520] [INFO ] Iters: 500 train/iter_time: 0.546, train/clip/loss_all: 0.079, train/clip/loss_x: 0.060, train/clip/loss_s1: 0.069, train/clip/loss_s2: 0.051, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.296, train/dinov3/loss_x: 0.417, train/dinov3/loss_s1: 0.179, train/dinov3/loss_s2: 0.192, train/dinov3/loss_fp: 0.034, train/dinov3/stabilization_loss: 0.033 +[2025-11-02 00:39:41,166] [INFO ] Iters: 600 train/iter_time: 0.546, train/clip/loss_all: 0.073, train/clip/loss_x: 0.058, train/clip/loss_s1: 0.052, train/clip/loss_s2: 0.050, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.300, train/dinov3/loss_x: 0.422, train/dinov3/loss_s1: 0.221, train/dinov3/loss_s2: 0.189, train/dinov3/loss_fp: 0.034, train/dinov3/stabilization_loss: 0.030 +[2025-11-02 00:40:35,851] [INFO ] Iters: 700 train/iter_time: 0.546, train/clip/loss_all: 0.081, train/clip/loss_x: 0.061, train/clip/loss_s1: 0.065, train/clip/loss_s2: 0.079, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.311, train/dinov3/loss_x: 0.455, train/dinov3/loss_s1: 0.146, train/dinov3/loss_s2: 0.199, train/dinov3/loss_fp: 0.038, train/dinov3/stabilization_loss: 0.031 +[2025-11-02 00:41:30,737] [INFO ] Iters: 800 train/iter_time: 0.548, train/clip/loss_all: 0.083, train/clip/loss_x: 0.061, train/clip/loss_s1: 0.061, train/clip/loss_s2: 0.063, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.036, train/dinov3/loss_all: 0.316, train/dinov3/loss_x: 0.433, train/dinov3/loss_s1: 0.195, train/dinov3/loss_s2: 0.218, train/dinov3/loss_fp: 0.048, train/dinov3/stabilization_loss: 0.036 +[2025-11-02 00:42:25,412] [INFO ] Iters: 900 train/iter_time: 0.546, train/clip/loss_all: 0.085, train/clip/loss_x: 0.068, train/clip/loss_s1: 0.072, train/clip/loss_s2: 0.074, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.326, train/dinov3/loss_x: 0.445, train/dinov3/loss_s1: 0.242, train/dinov3/loss_s2: 0.216, train/dinov3/loss_fp: 0.059, train/dinov3/stabilization_loss: 0.031 +[2025-11-02 00:43:20,099] [INFO ] Iters: 1000 train/iter_time: 0.546, train/clip/loss_all: 0.085, train/clip/loss_x: 0.070, train/clip/loss_s1: 0.061, train/clip/loss_s2: 0.054, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.322, train/dinov3/loss_x: 0.460, train/dinov3/loss_s1: 0.196, train/dinov3/loss_s2: 0.186, train/dinov3/loss_fp: 0.040, train/dinov3/stabilization_loss: 0.034 +[2025-11-02 00:44:13,072] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-02 00:44:13,072] [INFO ] ***** Evaluation (clip) ***** +[2025-11-02 00:44:13,072] [INFO ] Class [0 impervious_surface] IoU: 87.65 +[2025-11-02 00:44:13,073] [INFO ] Class [1 building] IoU: 92.27 +[2025-11-02 00:44:13,073] [INFO ] Class [2 low_vegetation] IoU: 77.20 +[2025-11-02 00:44:13,073] [INFO ] Class [3 tree] IoU: 77.35 +[2025-11-02 00:44:13,073] [INFO ] Class [4 car] IoU: 90.23 +[2025-11-02 00:44:13,073] [INFO ] Class [5 clutter] IoU: 54.06 +[2025-11-02 00:44:13,073] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.79 + +[2025-11-02 00:44:13,073] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-02 00:44:13,073] [INFO ] Class [0 impervious_surface] IoU: 60.82 +[2025-11-02 00:44:13,074] [INFO ] Class [1 building] IoU: 64.52 +[2025-11-02 00:44:13,074] [INFO ] Class [2 low_vegetation] IoU: 49.43 +[2025-11-02 00:44:13,074] [INFO ] Class [3 tree] IoU: 31.81 +[2025-11-02 00:44:13,074] [INFO ] Class [4 car] IoU: 47.04 +[2025-11-02 00:44:13,074] [INFO ] Class [5 clutter] IoU: 20.42 +[2025-11-02 00:44:13,074] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 45.67 + +[2025-11-02 00:44:13,083] [INFO ] ===========> Epoch: 79, LR: 0.00000, Best mIoU [clip/dinov3]: 79.84/46.29 +[2025-11-02 00:44:14,167] [INFO ] Iters: 0 train/iter_time: 0.563, train/clip/loss_all: 0.070, train/clip/loss_x: 0.075, train/clip/loss_s1: 0.023, train/clip/loss_s2: 0.064, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.021, train/dinov3/loss_all: 0.440, train/dinov3/loss_x: 0.609, train/dinov3/loss_s1: 0.156, train/dinov3/loss_s2: 0.666, train/dinov3/loss_fp: 0.050, train/dinov3/stabilization_loss: 0.021 +[2025-11-02 00:45:08,680] [INFO ] Iters: 100 train/iter_time: 0.544, train/clip/loss_all: 0.084, train/clip/loss_x: 0.065, train/clip/loss_s1: 0.068, train/clip/loss_s2: 0.058, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.035, train/dinov3/loss_all: 0.308, train/dinov3/loss_x: 0.451, train/dinov3/loss_s1: 0.188, train/dinov3/loss_s2: 0.142, train/dinov3/loss_fp: 0.027, train/dinov3/stabilization_loss: 0.035 +[2025-11-02 00:46:03,295] [INFO ] Iters: 200 train/iter_time: 0.545, train/clip/loss_all: 0.078, train/clip/loss_x: 0.063, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.061, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.295, train/dinov3/loss_x: 0.420, train/dinov3/loss_s1: 0.178, train/dinov3/loss_s2: 0.183, train/dinov3/loss_fp: 0.034, train/dinov3/stabilization_loss: 0.031 +[2025-11-02 00:46:57,921] [INFO ] Iters: 300 train/iter_time: 0.546, train/clip/loss_all: 0.080, train/clip/loss_x: 0.063, train/clip/loss_s1: 0.067, train/clip/loss_s2: 0.063, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.031, train/dinov3/loss_all: 0.307, train/dinov3/loss_x: 0.420, train/dinov3/loss_s1: 0.198, train/dinov3/loss_s2: 0.221, train/dinov3/loss_fp: 0.054, train/dinov3/stabilization_loss: 0.031 +[2025-11-02 00:47:52,565] [INFO ] Iters: 400 train/iter_time: 0.546, train/clip/loss_all: 0.087, train/clip/loss_x: 0.071, train/clip/loss_s1: 0.058, train/clip/loss_s2: 0.083, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.333, train/dinov3/loss_x: 0.436, train/dinov3/loss_s1: 0.278, train/dinov3/loss_s2: 0.282, train/dinov3/loss_fp: 0.048, train/dinov3/stabilization_loss: 0.033 +[2025-11-02 00:48:47,462] [INFO ] Iters: 500 train/iter_time: 0.548, train/clip/loss_all: 0.071, train/clip/loss_x: 0.050, train/clip/loss_s1: 0.056, train/clip/loss_s2: 0.046, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.259, train/dinov3/loss_x: 0.340, train/dinov3/loss_s1: 0.171, train/dinov3/loss_s2: 0.186, train/dinov3/loss_fp: 0.046, train/dinov3/stabilization_loss: 0.033 +[2025-11-02 00:49:42,229] [INFO ] Iters: 600 train/iter_time: 0.547, train/clip/loss_all: 0.079, train/clip/loss_x: 0.061, train/clip/loss_s1: 0.064, train/clip/loss_s2: 0.072, train/clip/loss_fp: 0.005, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.308, train/dinov3/loss_x: 0.418, train/dinov3/loss_s1: 0.253, train/dinov3/loss_s2: 0.207, train/dinov3/loss_fp: 0.045, train/dinov3/stabilization_loss: 0.030 +[2025-11-02 00:50:36,889] [INFO ] Iters: 700 train/iter_time: 0.546, train/clip/loss_all: 0.081, train/clip/loss_x: 0.064, train/clip/loss_s1: 0.063, train/clip/loss_s2: 0.067, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.032, train/dinov3/loss_all: 0.312, train/dinov3/loss_x: 0.443, train/dinov3/loss_s1: 0.208, train/dinov3/loss_s2: 0.181, train/dinov3/loss_fp: 0.037, train/dinov3/stabilization_loss: 0.032 +[2025-11-02 00:51:31,497] [INFO ] Iters: 800 train/iter_time: 0.545, train/clip/loss_all: 0.083, train/clip/loss_x: 0.067, train/clip/loss_s1: 0.055, train/clip/loss_s2: 0.068, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.033, train/dinov3/loss_all: 0.313, train/dinov3/loss_x: 0.433, train/dinov3/loss_s1: 0.229, train/dinov3/loss_s2: 0.212, train/dinov3/loss_fp: 0.033, train/dinov3/stabilization_loss: 0.033 +[2025-11-02 00:52:26,120] [INFO ] Iters: 900 train/iter_time: 0.546, train/clip/loss_all: 0.079, train/clip/loss_x: 0.066, train/clip/loss_s1: 0.054, train/clip/loss_s2: 0.063, train/clip/loss_fp: 0.004, train/clip/stabilization_loss: 0.030, train/dinov3/loss_all: 0.323, train/dinov3/loss_x: 0.466, train/dinov3/loss_s1: 0.196, train/dinov3/loss_s2: 0.187, train/dinov3/loss_fp: 0.049, train/dinov3/stabilization_loss: 0.030 +[2025-11-02 00:53:20,758] [INFO ] Iters: 1000 train/iter_time: 0.546, train/clip/loss_all: 0.086, train/clip/loss_x: 0.066, train/clip/loss_s1: 0.079, train/clip/loss_s2: 0.062, train/clip/loss_fp: 0.003, train/clip/stabilization_loss: 0.034, train/dinov3/loss_all: 0.323, train/dinov3/loss_x: 0.465, train/dinov3/loss_s1: 0.160, train/dinov3/loss_s2: 0.235, train/dinov3/loss_fp: 0.026, train/dinov3/stabilization_loss: 0.034 +[2025-11-02 00:54:15,901] [INFO ] 251101-1129_potsdam-1_8-2048j512-512_dual_model_clip_C_D-095-disdrop-plev-ce-uce_adamw-1e-04-b001_1x2x1_ezsw_v0-10_e4b30 +[2025-11-02 00:54:15,901] [INFO ] ***** Evaluation (clip) ***** +[2025-11-02 00:54:15,901] [INFO ] Class [0 impervious_surface] IoU: 87.66 +[2025-11-02 00:54:15,901] [INFO ] Class [1 building] IoU: 92.25 +[2025-11-02 00:54:15,901] [INFO ] Class [2 low_vegetation] IoU: 77.17 +[2025-11-02 00:54:15,901] [INFO ] Class [3 tree] IoU: 77.30 +[2025-11-02 00:54:15,901] [INFO ] Class [4 car] IoU: 90.28 +[2025-11-02 00:54:15,902] [INFO ] Class [5 clutter] IoU: 54.10 +[2025-11-02 00:54:15,902] [INFO ] MeanIoU (clip, zegclip_sliding_window): 79.79 + +[2025-11-02 00:54:15,902] [INFO ] ***** Evaluation (dinov3) ***** +[2025-11-02 00:54:15,902] [INFO ] Class [0 impervious_surface] IoU: 60.81 +[2025-11-02 00:54:15,902] [INFO ] Class [1 building] IoU: 64.43 +[2025-11-02 00:54:15,902] [INFO ] Class [2 low_vegetation] IoU: 49.29 +[2025-11-02 00:54:15,902] [INFO ] Class [3 tree] IoU: 32.24 +[2025-11-02 00:54:15,902] [INFO ] Class [4 car] IoU: 47.10 +[2025-11-02 00:54:15,902] [INFO ] Class [5 clutter] IoU: 20.32 +[2025-11-02 00:54:15,902] [INFO ] MeanIoU (dinov3, zegclip_sliding_window): 45.70 +