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wbcsegmentor_m2f_tiny

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wbcsegmentor_m2f_tiny
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--- 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