| --- Experiment: m2f_tiny_1024_color --- |
| Arguments: { |
| "data_path": "/home/satoshi.tsutsui/projects/wbcas/dataset_txt/pbc_attr_v1_ccrop_all.csv", |
| "data_root": "/home/satoshi.tsutsui/satoshissd/PBC/pbcseg_final_v1/", |
| "model_name": "facebook/mask2former-swin-tiny-ade-semantic", |
| "resolution": 1024, |
| "out_resolution": 360, |
| "num_classes": 6, |
| "ignore_index": 0, |
| "no_flip": false, |
| "use_crop": false, |
| "use_color": true, |
| "freeze_encoder": false, |
| "freeze_decoder": false, |
| "lr": 3e-05, |
| "weight_decay": 0.01, |
| "epochs": 50, |
| "batch_size": 16, |
| "num_workers": 1, |
| "pflip": 0.5, |
| "grad_clip": 1.0, |
| "seed": 42, |
| "label_smoothing": 0.1, |
| "device": "cuda", |
| "save_dir": "./experiments", |
| "exp_name": "m2f_tiny_1024" |
| } |
| Epoch 001 | Train Loss: 0.4798 | Val Loss: 0.4378 | Val mIoU: 0.8971 | Test mIoU: 0.9000 |
| Epoch 002 | Train Loss: 0.4374 | Val Loss: 0.4356 | Val mIoU: 0.9088 | Test mIoU: 0.9121 |
| Epoch 003 | Train Loss: 0.4356 | Val Loss: 0.4344 | Val mIoU: 0.9175 | Test mIoU: 0.9201 |
| Epoch 004 | Train Loss: 0.4348 | Val Loss: 0.4342 | Val mIoU: 0.9199 | Test mIoU: 0.9216 |
| Epoch 005 | Train Loss: 0.4342 | Val Loss: 0.4338 | Val mIoU: 0.9184 | Test mIoU: 0.9247 |
| Epoch 006 | Train Loss: 0.4339 | Val Loss: 0.4336 | Val mIoU: 0.9204 | Test mIoU: 0.9260 |
| Epoch 007 | Train Loss: 0.4337 | Val Loss: 0.4338 | Val mIoU: 0.9193 | Test mIoU: 0.9224 |
| Epoch 008 | Train Loss: 0.4335 | Val Loss: 0.4336 | Val mIoU: 0.9273 | Test mIoU: 0.9301 |
| Epoch 009 | Train Loss: 0.4332 | Val Loss: 0.4335 | Val mIoU: 0.9222 | Test mIoU: 0.9295 |
| Epoch 010 | Train Loss: 0.4332 | Val Loss: 0.4329 | Val mIoU: 0.9312 | Test mIoU: 0.9312 |
| Epoch 011 | Train Loss: 0.4328 | Val Loss: 0.4328 | Val mIoU: 0.9318 | Test mIoU: 0.9320 |
| Epoch 012 | Train Loss: 0.4329 | Val Loss: 0.4327 | Val mIoU: 0.9282 | Test mIoU: 0.9309 |
| Epoch 013 | Train Loss: 0.4325 | Val Loss: 0.4328 | Val mIoU: 0.9276 | Test mIoU: 0.9299 |
| Epoch 014 | Train Loss: 0.4324 | Val Loss: 0.4327 | Val mIoU: 0.9300 | Test mIoU: 0.9334 |
| Epoch 015 | Train Loss: 0.4326 | Val Loss: 0.4329 | Val mIoU: 0.9306 | Test mIoU: 0.9332 |
| Epoch 016 | Train Loss: 0.4323 | Val Loss: 0.4326 | Val mIoU: 0.9289 | Test mIoU: 0.9303 |
| Epoch 017 | Train Loss: 0.4321 | Val Loss: 0.4324 | Val mIoU: 0.9300 | Test mIoU: 0.9297 |
| Epoch 018 | Train Loss: 0.4321 | Val Loss: 0.4326 | Val mIoU: 0.9331 | Test mIoU: 0.9330 |
| Epoch 019 | Train Loss: 0.4321 | Val Loss: 0.4325 | Val mIoU: 0.9343 | Test mIoU: 0.9358 |
| Epoch 020 | Train Loss: 0.4318 | Val Loss: 0.4324 | Val mIoU: 0.9350 | Test mIoU: 0.9352 |
| Epoch 021 | Train Loss: 0.4318 | Val Loss: 0.4322 | Val mIoU: 0.9347 | Test mIoU: 0.9345 |
| Epoch 022 | Train Loss: 0.4317 | Val Loss: 0.4322 | Val mIoU: 0.9357 | Test mIoU: 0.9357 |
| Epoch 023 | Train Loss: 0.4317 | Val Loss: 0.4323 | Val mIoU: 0.9331 | Test mIoU: 0.9339 |
| Epoch 024 | Train Loss: 0.4316 | Val Loss: 0.4322 | Val mIoU: 0.9355 | Test mIoU: 0.9354 |
| Epoch 025 | Train Loss: 0.4315 | Val Loss: 0.4323 | Val mIoU: 0.9344 | Test mIoU: 0.9364 |
| Epoch 026 | Train Loss: 0.4314 | Val Loss: 0.4322 | Val mIoU: 0.9352 | Test mIoU: 0.9353 |
| Epoch 027 | Train Loss: 0.4313 | Val Loss: 0.4321 | Val mIoU: 0.9375 | Test mIoU: 0.9359 |
| Epoch 028 | Train Loss: 0.4313 | Val Loss: 0.4321 | Val mIoU: 0.9373 | Test mIoU: 0.9370 |
| Epoch 029 | Train Loss: 0.4312 | Val Loss: 0.4321 | Val mIoU: 0.9366 | Test mIoU: 0.9359 |
| Epoch 030 | Train Loss: 0.4312 | Val Loss: 0.4321 | Val mIoU: 0.9379 | Test mIoU: 0.9368 |
| Epoch 031 | Train Loss: 0.4311 | Val Loss: 0.4321 | Val mIoU: 0.9376 | Test mIoU: 0.9378 |
| Epoch 032 | Train Loss: 0.4311 | Val Loss: 0.4319 | Val mIoU: 0.9392 | Test mIoU: 0.9373 |
| Epoch 033 | Train Loss: 0.4310 | Val Loss: 0.4321 | Val mIoU: 0.9378 | Test mIoU: 0.9362 |
| Epoch 034 | Train Loss: 0.4310 | Val Loss: 0.4321 | Val mIoU: 0.9384 | Test mIoU: 0.9353 |
| Epoch 035 | Train Loss: 0.4309 | Val Loss: 0.4320 | Val mIoU: 0.9386 | Test mIoU: 0.9368 |
| Epoch 036 | Train Loss: 0.4309 | Val Loss: 0.4320 | Val mIoU: 0.9377 | Test mIoU: 0.9369 |
| Epoch 037 | Train Loss: 0.4308 | Val Loss: 0.4320 | Val mIoU: 0.9372 | Test mIoU: 0.9372 |
| Epoch 038 | Train Loss: 0.4308 | Val Loss: 0.4320 | Val mIoU: 0.9383 | Test mIoU: 0.9365 |
| Epoch 039 | Train Loss: 0.4308 | Val Loss: 0.4319 | Val mIoU: 0.9386 | Test mIoU: 0.9369 |
| Epoch 040 | Train Loss: 0.4307 | Val Loss: 0.4319 | Val mIoU: 0.9379 | Test mIoU: 0.9368 |
| Epoch 041 | Train Loss: 0.4307 | Val Loss: 0.4319 | Val mIoU: 0.9377 | Test mIoU: 0.9365 |
| Epoch 042 | Train Loss: 0.4307 | Val Loss: 0.4319 | Val mIoU: 0.9378 | Test mIoU: 0.9367 |
| Epoch 043 | Train Loss: 0.4307 | Val Loss: 0.4319 | Val mIoU: 0.9380 | Test mIoU: 0.9368 |
| Epoch 044 | Train Loss: 0.4307 | Val Loss: 0.4319 | Val mIoU: 0.9385 | Test mIoU: 0.9369 |
| Epoch 045 | Train Loss: 0.4306 | Val Loss: 0.4319 | Val mIoU: 0.9383 | Test mIoU: 0.9369 |
| Epoch 046 | Train Loss: 0.4306 | Val Loss: 0.4319 | Val mIoU: 0.9385 | Test mIoU: 0.9365 |
| Epoch 047 | Train Loss: 0.4306 | Val Loss: 0.4319 | Val mIoU: 0.9385 | Test mIoU: 0.9367 |
| Epoch 048 | Train Loss: 0.4306 | Val Loss: 0.4319 | Val mIoU: 0.9386 | Test mIoU: 0.9369 |
| Epoch 049 | Train Loss: 0.4306 | Val Loss: 0.4319 | Val mIoU: 0.9383 | Test mIoU: 0.9368 |
| Epoch 050 | Train Loss: 0.4306 | Val Loss: 0.4319 | Val mIoU: 0.9385 | Test mIoU: 0.9367 |
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