Upload folder using huggingface_hub
Browse files- best_checkpoint.pth +3 -0
- checkpoint.pth +3 -0
- log.txt +61 -0
best_checkpoint.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:0fb929d0e6e7d373e8f403ea28b8eaaac17e550b9350f1c757fa946d61b2b8e6
|
| 3 |
+
size 1974693217
|
checkpoint.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:4e77fb3cdda2f1867054841828346866dc7ab067b3bdfaacff33f0968a88aaea
|
| 3 |
+
size 1974683832
|
log.txt
ADDED
|
@@ -0,0 +1,61 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
Namespace(adapt_mlp=False, alpha_debias=0.5, aug_blur=False, aug_crop=True, aug_scale=True, aug_translate=True, batch_size=120, beit_model='./weights/beit3_base_indomain_patch16_224.pth', clip_max_norm=0.0, cot_length=0, cross_attention_probs_dropout_prob=0.1, cross_hidden_dropout_prob=0.1, cross_num_attention_heads=1, cross_text_hidden_size=512, cross_vis_hidden_size=512, data_root='./ln_data', dataset='gref_umd', device='cuda', dilation=False, dim_feedforward=2048, dist_backend='nccl', dist_url='env://', distributed=True, drop_path_rate=0.1, dropout=0.1, emb_size=512, enable_adaptive_weights=True, epochs=60, eval=False, extract_layer=0, freeze_layer=-1, gpu=0, hi_lora_clip='', hi_lora_retrain='', hi_lora_stage=0, imsize=224, lambda_debias=0.1, learnable_alpha=True, light=False, lr=0.0001, lr_drop=60, lr_exponential=0.9, lr_power=0.9, lr_scheduler='cosine', max_query_len=77, mixup_pretrain=False, model='ViT-B/16', model_name='HiVG', nheads=8, norm_layer='LayerNorm', normalize_before=True, num_queries=100, num_workers=16, optimizer='adamw', output_dir='./work_dir/grefumd_base_alpha5', patch_size=16, position_embedding='sine', pre_norm=False, prompt='', rank=0, resume='', retrain='', save_hilora_clip=False, seed=3407, split_root='./data', spm_model='./weights/beit3.spm', start_epoch=0, sup_type='full', use_contrastive_loss=True, use_cot_prompt=False, use_mask_loss=True, use_rtcc_constrain_loss=True, use_seg_mask=False, vision_embed_proj_interpolate=False, vit_type='base', vl_dec_layers=6, vl_dim_feedforward=3072, vl_dropout=0.1, vl_enc_layers=6, vl_hidden_dim=768, vl_nheads=8, vocab_size=64010, warmup=False, weight_decay=0.0001, world_size=8)
|
| 2 |
+
{"epoch": 0, "train_lr": 0.00010000000000000005, "train_loss": 11.773444187210266, "train_loss_algin_focal": 0.43016475582697306, "train_loss_align_dice": 1.3277688457305172, "train_loss_bbox": 1.077797743929438, "train_loss_contrastive": 4.788318185921175, "train_loss_giou": 2.1421815070761254, "train_loss_seg_dice": 1.5111426689538612, "train_loss_seg_focal": 0.4960704783359206, "train_gate_alpha": 0.4997643928929984, "validation_miou": 0.3616539793076858, "validation_accu": 0.30167483971788994, "validation_mask seg miou": 0.42604142855974586, "n_parameters": 348647429}
|
| 3 |
+
{"epoch": 1, "train_lr": 9.99314767377286e-05, "train_loss": 9.85919097532709, "train_loss_algin_focal": 0.3081226503274527, "train_loss_align_dice": 1.0500285352569028, "train_loss_bbox": 0.58923047206488, "train_loss_contrastive": 4.787589193826698, "train_loss_giou": 1.5907539301607982, "train_loss_seg_dice": 1.214228719113821, "train_loss_seg_focal": 0.3192373955824289, "train_gate_alpha": 0.49962384909032337, "validation_miou": 0.47565828585157205, "validation_accu": 0.5265523062811958, "validation_mask seg miou": 0.4313332364450093, "n_parameters": 348647429}
|
| 4 |
+
{"epoch": 2, "train_lr": 9.972609476841344e-05, "train_loss": 9.439236100897732, "train_loss_algin_focal": 0.2939942364233086, "train_loss_align_dice": 0.980039765317756, "train_loss_bbox": 0.49478579070194656, "train_loss_contrastive": 4.787323227847915, "train_loss_giou": 1.4279372534119938, "train_loss_seg_dice": 1.1485063239752529, "train_loss_seg_focal": 0.3066495700054858, "train_gate_alpha": 0.499614463513156, "validation_miou": 0.5356177473379895, "validation_accu": 0.6384803921568627, "validation_mask seg miou": 0.48256656546997867, "n_parameters": 348647429}
|
| 5 |
+
{"epoch": 3, "train_lr": 9.938441702975702e-05, "train_loss": 9.216295690421598, "train_loss_algin_focal": 0.2852507030748459, "train_loss_align_dice": 0.9283107741769537, "train_loss_bbox": 0.4541459126644824, "train_loss_contrastive": 4.787115303866835, "train_loss_giou": 1.355090419930148, "train_loss_seg_dice": 1.10858575407281, "train_loss_seg_focal": 0.2977968253285052, "train_gate_alpha": 0.4996341714657933, "validation_miou": 0.5577601015178206, "validation_accu": 0.673406875211429, "validation_mask seg miou": 0.5112344953748915, "n_parameters": 348647429}
|
| 6 |
+
{"epoch": 4, "train_lr": 9.89073800366902e-05, "train_loss": 9.05760182530047, "train_loss_algin_focal": 0.2776522902121027, "train_loss_align_dice": 0.8915102417210499, "train_loss_bbox": 0.4296553106193083, "train_loss_contrastive": 4.786912877875638, "train_loss_giou": 1.3099645577281354, "train_loss_seg_dice": 1.0714790663087224, "train_loss_seg_focal": 0.2904274792197239, "train_gate_alpha": 0.4997170150998127, "validation_miou": 0.5670399385340074, "validation_accu": 0.6852532742070216, "validation_mask seg miou": 0.5423673741957721, "n_parameters": 348647429}
|
| 7 |
+
{"epoch": 5, "train_lr": 9.829629131445354e-05, "train_loss": 8.93202185343547, "train_loss_algin_focal": 0.2716038187584245, "train_loss_align_dice": 0.8583663357309548, "train_loss_bbox": 0.4150969098849469, "train_loss_contrastive": 4.786645659481186, "train_loss_giou": 1.2777656130043857, "train_loss_seg_dice": 1.0375389040234577, "train_loss_seg_focal": 0.28500464325209696, "train_gate_alpha": 0.499467957809747, "validation_miou": 0.5832800647012548, "validation_accu": 0.7056781295078253, "validation_mask seg miou": 0.5251705256942051, "n_parameters": 348647429}
|
| 8 |
+
{"epoch": 6, "train_lr": 9.755282581475763e-05, "train_loss": 8.832766463957638, "train_loss_algin_focal": 0.26669114271560346, "train_loss_align_dice": 0.8344012865100998, "train_loss_bbox": 0.4036973409623985, "train_loss_contrastive": 4.786277070102922, "train_loss_giou": 1.251811235784048, "train_loss_seg_dice": 1.0092865630804775, "train_loss_seg_focal": 0.2806017449103206, "train_gate_alpha": 0.49940325373626615, "validation_miou": 0.5988002103917739, "validation_accu": 0.7297794304642022, "validation_mask seg miou": 0.5665962431165907, "n_parameters": 348647429}
|
| 9 |
+
{"epoch": 7, "train_lr": 9.667902132486002e-05, "train_loss": 8.757499304162451, "train_loss_algin_focal": 0.26310100451291324, "train_loss_align_dice": 0.8161777853965759, "train_loss_bbox": 0.39305367634957095, "train_loss_contrastive": 4.785689124141831, "train_loss_giou": 1.2303014577153217, "train_loss_seg_dice": 0.9922436971262277, "train_loss_seg_focal": 0.2769325763346201, "train_gate_alpha": 0.4995117115687175, "validation_miou": 0.6072734446307413, "validation_accu": 0.7357026268454159, "validation_mask seg miou": 0.5931545394698, "n_parameters": 348647429}
|
| 10 |
+
{"epoch": 8, "train_lr": 9.56772728821299e-05, "train_loss": 8.67054902501853, "train_loss_algin_focal": 0.25868978091033107, "train_loss_align_dice": 0.796027551214379, "train_loss_bbox": 0.38257550654641115, "train_loss_contrastive": 4.784650302795042, "train_loss_giou": 1.207166081451508, "train_loss_seg_dice": 0.9688285316329405, "train_loss_seg_focal": 0.2726113437170006, "train_gate_alpha": 0.499400458781116, "validation_miou": 0.611374468585245, "validation_accu": 0.7408088609284046, "validation_mask seg miou": 0.5900361428852954, "n_parameters": 348647429}
|
| 11 |
+
{"epoch": 9, "train_lr": 9.455032620941847e-05, "train_loss": 8.619927383330932, "train_loss_algin_focal": 0.2556768785040063, "train_loss_align_dice": 0.7858295146241245, "train_loss_bbox": 0.3756300656192274, "train_loss_contrastive": 4.782072871564383, "train_loss_giou": 1.1931698164307927, "train_loss_seg_dice": 0.958826278347567, "train_loss_seg_focal": 0.26872196829462625, "train_gate_alpha": 0.499236165400011, "validation_miou": 0.6289425955878364, "validation_accu": 0.758782692204893, "validation_mask seg miou": 0.6071307425405464, "n_parameters": 348647429}
|
| 12 |
+
{"epoch": 10, "train_lr": 9.330127018922202e-05, "train_loss": 8.540755949824689, "train_loss_algin_focal": 0.25276980737605725, "train_loss_align_dice": 0.7697311381259596, "train_loss_bbox": 0.3673239447266223, "train_loss_contrastive": 4.7696914615401305, "train_loss_giou": 1.1727648829839317, "train_loss_seg_dice": 0.9427469975977059, "train_loss_seg_focal": 0.2657277670251318, "train_gate_alpha": 0.49930751970015375, "validation_miou": 0.6306009728924121, "validation_accu": 0.7624591690262937, "validation_mask seg miou": 0.6089658737182617, "n_parameters": 348647429}
|
| 13 |
+
{"epoch": 11, "train_lr": 9.193352839727108e-05, "train_loss": 8.357079741466476, "train_loss_algin_focal": 0.25037170838878814, "train_loss_align_dice": 0.7674059918127865, "train_loss_bbox": 0.36433426371539934, "train_loss_contrastive": 4.607568551258868, "train_loss_giou": 1.1648144966148468, "train_loss_seg_dice": 0.9388445328517132, "train_loss_seg_focal": 0.26374019036091956, "train_gate_alpha": 0.49965171928865365, "validation_miou": 0.6330825955260033, "validation_accu": 0.7618464114619237, "validation_mask seg miou": 0.6203486374001098, "n_parameters": 348647429}
|
| 14 |
+
{"epoch": 12, "train_lr": 9.045084971874737e-05, "train_loss": 7.795540579830307, "train_loss_algin_focal": 0.24992472418101438, "train_loss_align_dice": 0.7630410280572363, "train_loss_bbox": 0.3629912188254207, "train_loss_contrastive": 4.064052808715637, "train_loss_giou": 1.1581537795354084, "train_loss_seg_dice": 0.9345143336847604, "train_loss_seg_focal": 0.26286269347351715, "train_gate_alpha": 0.4993782966251833, "validation_miou": 0.6357613295511483, "validation_accu": 0.7720588359957427, "validation_mask seg miou": 0.618638774148779, "n_parameters": 348647429}
|
| 15 |
+
{"epoch": 13, "train_lr": 8.885729807284869e-05, "train_loss": 7.512223220733275, "train_loss_algin_focal": 0.24656503333384733, "train_loss_align_dice": 0.751845055315868, "train_loss_bbox": 0.3559576506356159, "train_loss_contrastive": 3.8356458910976547, "train_loss_giou": 1.14096188976104, "train_loss_seg_dice": 0.9214988925370825, "train_loss_seg_focal": 0.2597488243895841, "train_gate_alpha": 0.49910637413162784, "validation_miou": 0.6351254531760621, "validation_accu": 0.7720588297625772, "validation_mask seg miou": 0.6216493058048822, "n_parameters": 348647429}
|
| 16 |
+
{"epoch": 14, "train_lr": 8.715724127386979e-05, "train_loss": 7.236584048673331, "train_loss_algin_focal": 0.24524205725595175, "train_loss_align_dice": 0.7416559536773039, "train_loss_bbox": 0.35105834739754, "train_loss_contrastive": 3.597146910357188, "train_loss_giou": 1.1293202681713794, "train_loss_seg_dice": 0.9144883952945112, "train_loss_seg_focal": 0.2576720838446215, "train_gate_alpha": 0.49897081808871535, "validation_miou": 0.6412679136188981, "validation_accu": 0.7747140585207472, "validation_mask seg miou": 0.6263581755893682, "n_parameters": 348647429}
|
| 17 |
+
{"epoch": 15, "train_lr": 8.535533905932728e-05, "train_loss": 6.974958885146911, "train_loss_algin_focal": 0.24299467866679272, "train_loss_align_dice": 0.7302289641047098, "train_loss_bbox": 0.3436417676598193, "train_loss_contrastive": 3.381667071078197, "train_loss_giou": 1.1188044935823924, "train_loss_seg_dice": 0.9019212500158563, "train_loss_seg_focal": 0.2557006726063878, "train_gate_alpha": 0.4989232654313007, "validation_miou": 0.6532266030903735, "validation_accu": 0.7837009928584878, "validation_mask seg miou": 0.6253435533810285, "n_parameters": 348647429}
|
| 18 |
+
{"epoch": 16, "train_lr": 8.3456530317943e-05, "train_loss": 6.660490041755768, "train_loss_algin_focal": 0.24175404048109628, "train_loss_align_dice": 0.725218028189188, "train_loss_bbox": 0.34342607927609636, "train_loss_contrastive": 3.085752188441265, "train_loss_giou": 1.1117364254342503, "train_loss_seg_dice": 0.8982003647160818, "train_loss_seg_focal": 0.2544029105499566, "train_gate_alpha": 0.4990998711212572, "validation_miou": 0.6488302268233954, "validation_accu": 0.7849264830545662, "validation_mask seg miou": 0.6253523546106675, "n_parameters": 348647429}
|
| 19 |
+
{"epoch": 17, "train_lr": 8.146601955249205e-05, "train_loss": 6.4443646109247785, "train_loss_algin_focal": 0.23809556196252984, "train_loss_align_dice": 0.7146872870893364, "train_loss_bbox": 0.33865130629884194, "train_loss_contrastive": 2.9125001315610954, "train_loss_giou": 1.1023323894983315, "train_loss_seg_dice": 0.8874302836785833, "train_loss_seg_focal": 0.25066766322377215, "train_gate_alpha": 0.49911486635725183, "validation_miou": 0.6572018853979174, "validation_accu": 0.7845179863225401, "validation_mask seg miou": 0.6409921708449818, "n_parameters": 348647429}
|
| 20 |
+
{"epoch": 18, "train_lr": 7.938926261462366e-05, "train_loss": 6.325241726565074, "train_loss_algin_focal": 0.23698101488940687, "train_loss_align_dice": 0.712907159184835, "train_loss_bbox": 0.3351002410951867, "train_loss_contrastive": 2.813703916159021, "train_loss_giou": 1.0945359985512424, "train_loss_seg_dice": 0.8819589629230729, "train_loss_seg_focal": 0.2500543779278376, "train_gate_alpha": 0.49898256846221095, "validation_miou": 0.6639389399609534, "validation_accu": 0.791666685366163, "validation_mask seg miou": 0.6318527857462565, "n_parameters": 348647429}
|
| 21 |
+
{"epoch": 19, "train_lr": 7.723195175075142e-05, "train_loss": 6.243168509150126, "train_loss_algin_focal": 0.23644522640360408, "train_loss_align_dice": 0.7069551671843931, "train_loss_bbox": 0.3315992017826402, "train_loss_contrastive": 2.759350805397493, "train_loss_giou": 1.0856160083449031, "train_loss_seg_dice": 0.8744857124535435, "train_loss_seg_focal": 0.24871637573443264, "train_gate_alpha": 0.4989659746727311, "validation_miou": 0.6618772394516889, "validation_accu": 0.7834967382593092, "validation_mask seg miou": 0.6281668220470155, "n_parameters": 348647429}
|
| 22 |
+
{"epoch": 20, "train_lr": 7.500000000000014e-05, "train_loss": 6.193800437881286, "train_loss_algin_focal": 0.23525050892887345, "train_loss_align_dice": 0.7024118756673422, "train_loss_bbox": 0.3306198971099164, "train_loss_contrastive": 2.7214014415281365, "train_loss_giou": 1.0821769826383476, "train_loss_seg_dice": 0.8738999014877411, "train_loss_seg_focal": 0.24803983536829433, "train_gate_alpha": 0.49898668692772646, "validation_miou": 0.6655030593373417, "validation_accu": 0.7943219016580021, "validation_mask seg miou": 0.6576390983232485, "n_parameters": 348647429}
|
| 23 |
+
{"epoch": 21, "train_lr": 7.269952498697736e-05, "train_loss": 6.1374280826154965, "train_loss_algin_focal": 0.23368551411542549, "train_loss_align_dice": 0.6930475543780499, "train_loss_bbox": 0.32680287669940167, "train_loss_contrastive": 2.7021591289933906, "train_loss_giou": 1.0722252618835633, "train_loss_seg_dice": 0.8641795975616179, "train_loss_seg_focal": 0.2453281581401825, "train_gate_alpha": 0.499030532607113, "validation_miou": 0.6696508133333493, "validation_accu": 0.7906454497692632, "validation_mask seg miou": 0.652831376767626, "n_parameters": 348647429}
|
| 24 |
+
{"epoch": 22, "train_lr": 7.033683215379009e-05, "train_loss": 6.0857598006007185, "train_loss_algin_focal": 0.23067550145717988, "train_loss_align_dice": 0.6902436542223735, "train_loss_bbox": 0.32312795448015974, "train_loss_contrastive": 2.677816212895405, "train_loss_giou": 1.0630073360649936, "train_loss_seg_dice": 0.8578925944236387, "train_loss_seg_focal": 0.2429965549563787, "train_gate_alpha": 0.4991511034678264, "validation_miou": 0.6689337125790664, "validation_accu": 0.7996323529411765, "validation_mask seg miou": 0.6576802995469835, "n_parameters": 348647429}
|
| 25 |
+
{"epoch": 23, "train_lr": 6.791839747726502e-05, "train_loss": 6.054359729031482, "train_loss_algin_focal": 0.2291364073753357, "train_loss_align_dice": 0.686153826943363, "train_loss_bbox": 0.32159674454884357, "train_loss_contrastive": 2.658005820699485, "train_loss_giou": 1.0627029258084584, "train_loss_seg_dice": 0.8550134581255625, "train_loss_seg_focal": 0.24175055217312044, "train_gate_alpha": 0.4991601227995861, "validation_miou": 0.6731092103945664, "validation_accu": 0.7973856271481982, "validation_mask seg miou": 0.6525905272539925, "n_parameters": 348647429}
|
| 26 |
+
{"epoch": 24, "train_lr": 6.545084971874744e-05, "train_loss": 6.016183692288686, "train_loss_algin_focal": 0.22843500540917178, "train_loss_align_dice": 0.6831640112830932, "train_loss_bbox": 0.31817850255104435, "train_loss_contrastive": 2.643897137009954, "train_loss_giou": 1.0522979892880084, "train_loss_seg_dice": 0.8492510878896139, "train_loss_seg_focal": 0.24095992061747126, "train_gate_alpha": 0.4992471840008196, "validation_miou": 0.6718448938107958, "validation_accu": 0.800040868372699, "validation_mask seg miou": 0.6608403025109784, "n_parameters": 348647429}
|
| 27 |
+
{"epoch": 25, "train_lr": 6.294095225512605e-05, "train_loss": 5.997964606227645, "train_loss_algin_focal": 0.22850411879010948, "train_loss_align_dice": 0.6750414364309196, "train_loss_bbox": 0.31724536275289145, "train_loss_contrastive": 2.637861872293863, "train_loss_giou": 1.0498779696154308, "train_loss_seg_dice": 0.8485136865133263, "train_loss_seg_focal": 0.24092016144689307, "train_gate_alpha": 0.49943112321646815, "validation_miou": 0.6820454192317389, "validation_accu": 0.8020833582659952, "validation_mask seg miou": 0.6595773135914522, "n_parameters": 348647429}
|
| 28 |
+
{"epoch": 26, "train_lr": 6.0395584540888e-05, "train_loss": 5.969571877674884, "train_loss_algin_focal": 0.22643190694142537, "train_loss_align_dice": 0.6749431498079415, "train_loss_bbox": 0.31612719577479076, "train_loss_contrastive": 2.627147266663701, "train_loss_giou": 1.043224733996104, "train_loss_seg_dice": 0.8429159478968885, "train_loss_seg_focal": 0.2387816449963903, "train_gate_alpha": 0.4993788118822029, "validation_miou": 0.6748154958089193, "validation_accu": 0.7984068814445945, "validation_mask seg miou": 0.6629543055116741, "n_parameters": 348647429}
|
| 29 |
+
{"epoch": 27, "train_lr": 5.782172325201159e-05, "train_loss": 5.927436064524823, "train_loss_algin_focal": 0.2243412199867777, "train_loss_align_dice": 0.6681619473250515, "train_loss_bbox": 0.31178767135344354, "train_loss_contrastive": 2.6129658279648744, "train_loss_giou": 1.0373778838709176, "train_loss_seg_dice": 0.8357279437134065, "train_loss_seg_focal": 0.23707357354192848, "train_gate_alpha": 0.49927983011107846, "validation_miou": 0.6816710802464704, "validation_accu": 0.8051470775230258, "validation_mask seg miou": 0.6670040616802141, "n_parameters": 348647429}
|
| 30 |
+
{"epoch": 28, "train_lr": 5.5226423163382694e-05, "train_loss": 5.904363890728319, "train_loss_algin_focal": 0.22373336517667197, "train_loss_align_dice": 0.6659251350954355, "train_loss_bbox": 0.31010879558253, "train_loss_contrastive": 2.6054729984467286, "train_loss_giou": 1.0301726869789951, "train_loss_seg_dice": 0.8326639913650881, "train_loss_seg_focal": 0.23628684770630068, "train_gate_alpha": 0.4992461656949606, "validation_miou": 0.6843985202265721, "validation_accu": 0.8071895487168256, "validation_mask seg miou": 0.6680147507611442, "n_parameters": 348647429}
|
| 31 |
+
{"epoch": 29, "train_lr": 5.261679781214718e-05, "train_loss": 5.89301456888038, "train_loss_algin_focal": 0.22186749347721238, "train_loss_align_dice": 0.6629862627351141, "train_loss_bbox": 0.3096224396343691, "train_loss_contrastive": 2.599574313106307, "train_loss_giou": 1.0322620358811803, "train_loss_seg_dice": 0.8331563745636538, "train_loss_seg_focal": 0.23354562811822777, "train_gate_alpha": 0.49940166236406347, "validation_miou": 0.6834839901892967, "validation_accu": 0.8004493588715597, "validation_mask seg miou": 0.6627786736083187, "n_parameters": 348647429}
|
| 32 |
+
{"epoch": 30, "train_lr": 5.000000000000002e-05, "train_loss": 5.8766605538058, "train_loss_algin_focal": 0.22097366132650031, "train_loss_align_dice": 0.6616589829146143, "train_loss_bbox": 0.30688325396503313, "train_loss_contrastive": 2.5954186370573846, "train_loss_giou": 1.0281956124018474, "train_loss_seg_dice": 0.8298585378980062, "train_loss_seg_focal": 0.2336718987628638, "train_gate_alpha": 0.4995401279035821, "validation_miou": 0.6830967672510084, "validation_accu": 0.806781058217965, "validation_mask seg miou": 0.6686328626146504, "n_parameters": 348647429}
|
| 33 |
+
{"epoch": 31, "train_lr": 4.738320218785274e-05, "train_loss": 5.843767367213605, "train_loss_algin_focal": 0.22015151902135596, "train_loss_align_dice": 0.6537949205881142, "train_loss_bbox": 0.30516648795231277, "train_loss_contrastive": 2.5862636738512887, "train_loss_giou": 1.02287545620677, "train_loss_seg_dice": 0.8227747111435396, "train_loss_seg_focal": 0.23274055087422751, "train_gate_alpha": 0.4996228117540658, "validation_miou": 0.6845548043843188, "validation_accu": 0.8049428291570128, "validation_mask seg miou": 0.6721997790866427, "n_parameters": 348647429}
|
| 34 |
+
{"epoch": 32, "train_lr": 4.4773576836617304e-05, "train_loss": 5.828594632895596, "train_loss_algin_focal": 0.21972194296049785, "train_loss_align_dice": 0.6505914344845047, "train_loss_bbox": 0.30348591129463837, "train_loss_contrastive": 2.5820227961942375, "train_loss_giou": 1.0191069697759239, "train_loss_seg_dice": 0.821053545877158, "train_loss_seg_focal": 0.23261209083608833, "train_gate_alpha": 0.49963163072804373, "validation_miou": 0.6870769051944509, "validation_accu": 0.8110702801374049, "validation_mask seg miou": 0.6690578460693359, "n_parameters": 348647429}
|
| 35 |
+
{"epoch": 33, "train_lr": 4.21782767479885e-05, "train_loss": 5.798355263399791, "train_loss_algin_focal": 0.21773558801197143, "train_loss_align_dice": 0.647559074752302, "train_loss_bbox": 0.30067606647330597, "train_loss_contrastive": 2.5752041598400437, "train_loss_giou": 1.0103919068014766, "train_loss_seg_dice": 0.8160470357860428, "train_loss_seg_focal": 0.23074141575629453, "train_gate_alpha": 0.4997522622705942, "validation_miou": 0.6920317045224258, "validation_accu": 0.813112770030701, "validation_mask seg miou": 0.6715281430412742, "n_parameters": 348647429}
|
| 36 |
+
{"epoch": 34, "train_lr": 3.960441545911196e-05, "train_loss": 5.785090929054352, "train_loss_algin_focal": 0.21662332620247302, "train_loss_align_dice": 0.6431658828114889, "train_loss_bbox": 0.29952594135181015, "train_loss_contrastive": 2.574830960078412, "train_loss_giou": 1.0087090493684792, "train_loss_seg_dice": 0.8133874018508268, "train_loss_seg_focal": 0.2288484332791294, "train_gate_alpha": 0.49989585021892224, "validation_miou": 0.6878463146733302, "validation_accu": 0.8065768098519519, "validation_mask seg miou": 0.6695963603998322, "n_parameters": 348647429}
|
| 37 |
+
{"epoch": 35, "train_lr": 3.7059047744873924e-05, "train_loss": 5.777168130300131, "train_loss_algin_focal": 0.2179411637136735, "train_loss_align_dice": 0.6426277950585607, "train_loss_bbox": 0.2992447374096836, "train_loss_contrastive": 2.572545519794326, "train_loss_giou": 1.0032128074082984, "train_loss_seg_dice": 0.8110810238194753, "train_loss_seg_focal": 0.23051508130079293, "train_gate_alpha": 0.4999307092413845, "validation_miou": 0.6912405849282258, "validation_accu": 0.8069853128171435, "validation_mask seg miou": 0.6767129274754743, "n_parameters": 348647429}
|
| 38 |
+
{"epoch": 36, "train_lr": 3.454915028125265e-05, "train_loss": 5.757658849279564, "train_loss_algin_focal": 0.21663311572678118, "train_loss_align_dice": 0.639799246586949, "train_loss_bbox": 0.29679634233555163, "train_loss_contrastive": 2.5669191113437515, "train_loss_giou": 1.0007067509444363, "train_loss_seg_dice": 0.8075920300311353, "train_loss_seg_focal": 0.22921228283141032, "train_gate_alpha": 0.49994961827634327, "validation_miou": 0.6904099408318015, "validation_accu": 0.8082107967800565, "validation_mask seg miou": 0.6765725565891639, "n_parameters": 348647429}
|
| 39 |
+
{"epoch": 37, "train_lr": 3.208160252273503e-05, "train_loss": 5.737332257879785, "train_loss_algin_focal": 0.21443711436656585, "train_loss_align_dice": 0.6372703457453165, "train_loss_bbox": 0.2954764692898256, "train_loss_contrastive": 2.5606299021157874, "train_loss_giou": 0.9970088852457253, "train_loss_seg_dice": 0.8060147345784199, "train_loss_seg_focal": 0.22649478014693203, "train_gate_alpha": 0.4999513367572463, "validation_miou": 0.6932834550446155, "validation_accu": 0.8086193059784135, "validation_mask seg miou": 0.6780693515453463, "n_parameters": 348647429}
|
| 40 |
+
{"epoch": 38, "train_lr": 2.9663167846210066e-05, "train_loss": 5.722717595387654, "train_loss_algin_focal": 0.21395139862974005, "train_loss_align_dice": 0.6346097976328379, "train_loss_bbox": 0.29319761065115413, "train_loss_contrastive": 2.5578365009951303, "train_loss_giou": 0.9935591120317758, "train_loss_seg_dice": 0.802802886589464, "train_loss_seg_focal": 0.22676027646983962, "train_gate_alpha": 0.5000109270394567, "validation_miou": 0.6931906494439817, "validation_accu": 0.8094363056756313, "validation_mask seg miou": 0.6695596283557368, "n_parameters": 348647429}
|
| 41 |
+
{"epoch": 39, "train_lr": 2.7300475013022656e-05, "train_loss": 5.705707257052502, "train_loss_algin_focal": 0.2142008232424058, "train_loss_align_dice": 0.6314580339983286, "train_loss_bbox": 0.2917367794427527, "train_loss_contrastive": 2.5597218662859444, "train_loss_giou": 0.9842925624675062, "train_loss_seg_dice": 0.7973159996859999, "train_loss_seg_focal": 0.22698111993720732, "train_gate_alpha": 0.5000682466001396, "validation_miou": 0.6920594047097599, "validation_accu": 0.8098447899413265, "validation_mask seg miou": 0.674311544380936, "n_parameters": 348647429}
|
| 42 |
+
{"epoch": 40, "train_lr": 2.5000000000000042e-05, "train_loss": 5.690376063427293, "train_loss_algin_focal": 0.21093728743403792, "train_loss_align_dice": 0.6296478395002434, "train_loss_bbox": 0.29008461086146803, "train_loss_contrastive": 2.5549580189118903, "train_loss_giou": 0.9857393704264997, "train_loss_seg_dice": 0.796141886567495, "train_loss_seg_focal": 0.22286705062331924, "train_gate_alpha": 0.5001100136573056, "validation_miou": 0.6945621328416214, "validation_accu": 0.8110702739042395, "validation_mask seg miou": 0.673565060484643, "n_parameters": 348647429}
|
| 43 |
+
{"epoch": 41, "train_lr": 2.2768048249248627e-05, "train_loss": 5.703952295234404, "train_loss_algin_focal": 0.20993057378085264, "train_loss_align_dice": 0.6307200451931322, "train_loss_bbox": 0.291957573000207, "train_loss_contrastive": 2.552774323038308, "train_loss_giou": 0.994332644594721, "train_loss_seg_dice": 0.801836041800947, "train_loss_seg_focal": 0.22240112919405283, "train_gate_alpha": 0.5001232071095202, "validation_miou": 0.6947382758645451, "validation_accu": 0.8106617834053788, "validation_mask seg miou": 0.6763615327722886, "n_parameters": 348647429}
|
| 44 |
+
{"epoch": 42, "train_lr": 2.0610737385376383e-05, "train_loss": 5.667496457157365, "train_loss_algin_focal": 0.2103570591972535, "train_loss_align_dice": 0.6241890271025968, "train_loss_bbox": 0.2875913399529744, "train_loss_contrastive": 2.5489582469664422, "train_loss_giou": 0.9809102078518236, "train_loss_seg_dice": 0.7927735196538719, "train_loss_seg_focal": 0.2227170467376709, "train_gate_alpha": 0.5001637705837387, "validation_miou": 0.6963988098443723, "validation_accu": 0.8120915282006357, "validation_mask seg miou": 0.6853076398762223, "n_parameters": 348647429}
|
| 45 |
+
{"epoch": 43, "train_lr": 1.8533980447508154e-05, "train_loss": 5.663347146597253, "train_loss_algin_focal": 0.20901665253093443, "train_loss_align_dice": 0.6227530901690563, "train_loss_bbox": 0.28742053853460103, "train_loss_contrastive": 2.5496776506125207, "train_loss_giou": 0.9807589499347181, "train_loss_seg_dice": 0.7923016110098505, "train_loss_seg_focal": 0.22141867032252163, "train_gate_alpha": 0.5002157903579344, "validation_miou": 0.6973222844740924, "validation_accu": 0.8143382415272831, "validation_mask seg miou": 0.6787590700037339, "n_parameters": 348647429}
|
| 46 |
+
{"epoch": 44, "train_lr": 1.654346968205709e-05, "train_loss": 5.6366458283849505, "train_loss_algin_focal": 0.20585051879107233, "train_loss_align_dice": 0.6220295357416912, "train_loss_bbox": 0.28432475479252367, "train_loss_contrastive": 2.544552619198719, "train_loss_giou": 0.9751887522548078, "train_loss_seg_dice": 0.7855371409151928, "train_loss_seg_focal": 0.2191625126155026, "train_gate_alpha": 0.5002500615924238, "validation_miou": 0.6982291414846782, "validation_accu": 0.814338266459945, "validation_mask seg miou": 0.6806468714296429, "n_parameters": 348647429}
|
| 47 |
+
{"epoch": 45, "train_lr": 1.4644660940672636e-05, "train_loss": 5.634225523615458, "train_loss_algin_focal": 0.2088332454483193, "train_loss_align_dice": 0.6183352973087725, "train_loss_bbox": 0.2854181391647063, "train_loss_contrastive": 2.5452302967209413, "train_loss_giou": 0.9700702371367489, "train_loss_seg_dice": 0.7851438802408884, "train_loss_seg_focal": 0.2211943787623601, "train_gate_alpha": 0.5003024863909526, "validation_miou": 0.6996061599332523, "validation_accu": 0.8149509928584878, "validation_mask seg miou": 0.677459997289321, "n_parameters": 348647429}
|
| 48 |
+
{"epoch": 46, "train_lr": 1.28427587261303e-05, "train_loss": 5.630923874406929, "train_loss_algin_focal": 0.2080011676592999, "train_loss_align_dice": 0.6162603684218533, "train_loss_bbox": 0.2847474183303764, "train_loss_contrastive": 2.543238622596465, "train_loss_giou": 0.972889987819166, "train_loss_seg_dice": 0.7850391003022711, "train_loss_seg_focal": 0.2207472290260246, "train_gate_alpha": 0.5003451855785875, "validation_miou": 0.699974758173126, "validation_accu": 0.8159722533880496, "validation_mask seg miou": 0.6822792003357333, "n_parameters": 348647429}
|
| 49 |
+
{"epoch": 47, "train_lr": 1.1142701927151478e-05, "train_loss": 5.624666041638478, "train_loss_algin_focal": 0.2071268190461469, "train_loss_align_dice": 0.6152175621814039, "train_loss_bbox": 0.2831184242863253, "train_loss_contrastive": 2.5440494497138335, "train_loss_giou": 0.9701118260981089, "train_loss_seg_dice": 0.7851887553571218, "train_loss_seg_focal": 0.21985318861811995, "train_gate_alpha": 0.5003501693886446, "validation_miou": 0.701137536491444, "validation_accu": 0.8151552536908317, "validation_mask seg miou": 0.6856007046169705, "n_parameters": 348647429}
|
| 50 |
+
{"epoch": 48, "train_lr": 9.549150281252616e-06, "train_loss": 5.6188757563211835, "train_loss_algin_focal": 0.20619406631912093, "train_loss_align_dice": 0.6148203532379793, "train_loss_bbox": 0.2830141405743289, "train_loss_contrastive": 2.541449572666582, "train_loss_giou": 0.9702751880668732, "train_loss_seg_dice": 0.7842693127781512, "train_loss_seg_focal": 0.21885304547936082, "train_gate_alpha": 0.5003705074988216, "validation_miou": 0.7001346575668435, "validation_accu": 0.8141340118607664, "validation_mask seg miou": 0.6855420380635978, "n_parameters": 348647429}
|
| 51 |
+
{"epoch": 49, "train_lr": 8.066471602728803e-06, "train_loss": 5.612305221787418, "train_loss_algin_focal": 0.2054744510047407, "train_loss_align_dice": 0.6153102890554681, "train_loss_bbox": 0.2818784325955862, "train_loss_contrastive": 2.5399425317005937, "train_loss_giou": 0.9680378875100469, "train_loss_seg_dice": 0.7834914290761373, "train_loss_seg_focal": 0.21817018845713282, "train_gate_alpha": 0.5004018674413842, "validation_miou": 0.7000629013659907, "validation_accu": 0.8155637441896925, "validation_mask seg miou": 0.682086128035402, "n_parameters": 348647429}
|
| 52 |
+
{"epoch": 50, "train_lr": 6.698729810778073e-06, "train_loss": 5.601973625550787, "train_loss_algin_focal": 0.20547059555369687, "train_loss_align_dice": 0.6134032154657755, "train_loss_bbox": 0.279693359711084, "train_loss_contrastive": 2.539034197129399, "train_loss_giou": 0.9654042340186705, "train_loss_seg_dice": 0.7806027136653303, "train_loss_seg_focal": 0.2183653390910252, "train_gate_alpha": 0.500442947967943, "validation_miou": 0.7006328807157629, "validation_accu": 0.8163807438869103, "validation_mask seg miou": 0.6847317888845805, "n_parameters": 348647429}
|
| 53 |
+
{"epoch": 51, "train_lr": 5.44967379058162e-06, "train_loss": 5.591445210468338, "train_loss_algin_focal": 0.20289272770106073, "train_loss_align_dice": 0.6117474989718702, "train_loss_bbox": 0.27970235678086797, "train_loss_contrastive": 2.5375253522252463, "train_loss_giou": 0.9636041938540447, "train_loss_seg_dice": 0.779557801872851, "train_loss_seg_focal": 0.21641527672848068, "train_gate_alpha": 0.5004609442618956, "validation_miou": 0.7021696427289177, "validation_accu": 0.8176062340829887, "validation_mask seg miou": 0.6857349981669507, "n_parameters": 348647429}
|
| 54 |
+
{"epoch": 52, "train_lr": 4.322727117869948e-06, "train_loss": 5.588103742484587, "train_loss_algin_focal": 0.20423411515103765, "train_loss_align_dice": 0.6099208780081875, "train_loss_bbox": 0.2799097346254142, "train_loss_contrastive": 2.5372462990772293, "train_loss_giou": 0.9620543689612883, "train_loss_seg_dice": 0.7775684595108032, "train_loss_seg_focal": 0.21716983077755894, "train_gate_alpha": 0.5004697793937591, "validation_miou": 0.7006316527821659, "validation_accu": 0.8155637441896925, "validation_mask seg miou": 0.684748076145945, "n_parameters": 348647429}
|
| 55 |
+
{"epoch": 53, "train_lr": 3.3209786751399124e-06, "train_loss": 5.581957644726857, "train_loss_algin_focal": 0.20466572010373496, "train_loss_align_dice": 0.6073423566588436, "train_loss_bbox": 0.2781180188239339, "train_loss_contrastive": 2.5367723200694625, "train_loss_giou": 0.9606516612581459, "train_loss_seg_dice": 0.7762642280164972, "train_loss_seg_focal": 0.2181433193295835, "train_gate_alpha": 0.5004837778677423, "validation_miou": 0.7024997013067108, "validation_accu": 0.8182189854141934, "validation_mask seg miou": 0.6859554963953355, "n_parameters": 348647429}
|
| 56 |
+
{"epoch": 54, "train_lr": 2.4471741852423263e-06, "train_loss": 5.582820346556514, "train_loss_algin_focal": 0.20340175100837846, "train_loss_align_dice": 0.6105501623038786, "train_loss_bbox": 0.27918644482830923, "train_loss_contrastive": 2.5366550296185966, "train_loss_giou": 0.9595210480402752, "train_loss_seg_dice": 0.7776433610054384, "train_loss_seg_focal": 0.21586249840546803, "train_gate_alpha": 0.5004889577268118, "validation_miou": 0.7021124160367679, "validation_accu": 0.8155637441896925, "validation_mask seg miou": 0.6838005851296818, "n_parameters": 348647429}
|
| 57 |
+
{"epoch": 55, "train_lr": 1.7037086855465863e-06, "train_loss": 5.578147129840161, "train_loss_algin_focal": 0.20206307772412357, "train_loss_align_dice": 0.6080767799572773, "train_loss_bbox": 0.27795035113771277, "train_loss_contrastive": 2.538362724235259, "train_loss_giou": 0.9601849798696587, "train_loss_seg_dice": 0.7758718219148107, "train_loss_seg_focal": 0.21563736555806126, "train_gate_alpha": 0.5004841886371015, "validation_miou": 0.7022633521385442, "validation_accu": 0.8145424961264617, "validation_mask seg miou": 0.6853107502257901, "n_parameters": 348647429}
|
| 58 |
+
{"epoch": 56, "train_lr": 1.0926199633097155e-06, "train_loss": 5.578675183905176, "train_loss_algin_focal": 0.20384249557931738, "train_loss_align_dice": 0.6086270715816912, "train_loss_bbox": 0.27903545549116937, "train_loss_contrastive": 2.536792243819639, "train_loss_giou": 0.9588937292616051, "train_loss_seg_dice": 0.7752003562019532, "train_loss_seg_focal": 0.21628378241895194, "train_gate_alpha": 0.5004853096353002, "validation_miou": 0.7025672189550463, "validation_accu": 0.8165849922529234, "validation_mask seg miou": 0.684049656188566, "n_parameters": 348647429}
|
| 59 |
+
{"epoch": 57, "train_lr": 6.155829702431173e-07, "train_loss": 5.56916200109275, "train_loss_algin_focal": 0.20372996111232114, "train_loss_align_dice": 0.609030946191535, "train_loss_bbox": 0.2778803415327187, "train_loss_contrastive": 2.534304055822901, "train_loss_giou": 0.9551040824637356, "train_loss_seg_dice": 0.7730611311383995, "train_loss_seg_focal": 0.21605143112590514, "train_gate_alpha": 0.5004850173571024, "validation_miou": 0.702358040155149, "validation_accu": 0.8155637441896925, "validation_mask seg miou": 0.6846473918241613, "n_parameters": 348647429}
|
| 60 |
+
{"epoch": 58, "train_lr": 2.7390523158633035e-07, "train_loss": 5.5737530754273195, "train_loss_algin_focal": 0.20007294057363487, "train_loss_align_dice": 0.6081703757665243, "train_loss_bbox": 0.27811622476003256, "train_loss_contrastive": 2.534812527966787, "train_loss_giou": 0.9614546564688166, "train_loss_seg_dice": 0.7772795313812164, "train_loss_seg_focal": 0.2138468156377953, "train_gate_alpha": 0.5004842432148485, "validation_miou": 0.7026358710394965, "validation_accu": 0.8163807376537447, "validation_mask seg miou": 0.6856319826412824, "n_parameters": 348647429}
|
| 61 |
+
{"epoch": 59, "train_lr": 6.852326227130827e-08, "train_loss": 5.592425202748862, "train_loss_algin_focal": 0.20584811683160714, "train_loss_align_dice": 0.6103595638849649, "train_loss_bbox": 0.28032190720719025, "train_loss_contrastive": 2.5381279997078767, "train_loss_giou": 0.9614635016544756, "train_loss_seg_dice": 0.7772176696593502, "train_loss_seg_focal": 0.2190864436238645, "train_gate_alpha": 0.5004843818136009, "validation_miou": 0.7026445226731644, "validation_accu": 0.8157679925557055, "validation_mask seg miou": 0.6852723165275225, "n_parameters": 348647429}
|