| /usr/lib/python3/dist-packages/scipy/__init__.py:146: UserWarning: A NumPy version >=1.17.3 and <1.25.0 is required for this version of SciPy (detected version 1.26.4 |
| warnings.warn(f"A NumPy version >={np_minversion} and <{np_maxversion}" |
| [FT-v2] train=76 patches (72 unique) val=76 patches (71 unique) |
| [FT-v2] world=1 batch=2 patches x 2 crops -> 76 steps/epoch/rank |
| [FT-v2] crop_size=32 (fixed diagonal) aug=dihedral+temporal+spectral |
| [FT-v2] base_lr=1e-05 enc_mult=0.5 wd=0.02 ls=0.05 ema=0.999 warmup_ep=0.0 min_lr_ratio=0.01 patience=0 |
| [FT-v2] seed=3407 epochs=20 checkpoints -> /home/ubuntu/tsr/research_round/checkpoints/sam |
| [FT-v2] loading encoder: /home/ubuntu/tsr/latest.utae.tar |
| [INIT] fine-tuned weights from /home/ubuntu/tsr/checkpoints/finetune_v2/32X32_exp3_low_lr_refinement/model_best_raw.tar; optimizer/schedule start fresh |
| /home/ubuntu/tsr/finetune_research.py:465: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead. |
| scaler = GradScaler() |
| [FT-v2] params=6.02M (encoder 4.00M) |
| [FT-v2] starting fresh (--resume=none) |
| [HYPOTHESIS] temporal_aug=True mask_ce_invalid=True boundary_weight=0.5 ema_decay=0.999 |
| /home/ubuntu/tsr/finetune_research.py:280: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. |
| with autocast(): |
| [INITIAL] mIoU=0.493545 |
| [ENCODER] frozen=False |
| /home/ubuntu/tsr/finetune_research.py:475: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead. |
| with autocast(): |
| ep 0 batch 0/38 step 2/76 loss=1.2565 lr=1.00e-05 t=3s |
| ep 0 batch 10/38 step 22/76 loss=0.9800 lr=1.00e-05 t=21s |
| ep 0 batch 20/38 step 42/76 loss=0.9509 lr=9.98e-06 t=39s |
| ep 0 batch 30/38 step 62/76 loss=1.0833 lr=9.96e-06 t=55s |
| [ep 0 DONE] loss=0.9818 raw_mIoU=0.4943 ema_mIoU=0.4875 best_raw=0.4943@0 best_ema=0.4875@0 patience=0/0 t=85s |
| [ep 0 RAW] mIoU=0.4943 OA=0.7704 mF1=0.6113 Kappa=0.7448 |
| Cls Name IoU F1 |
| -------------------------------------------- |
| 1 Meadow 0.7563 0.8612 |
| 2 Soft winter wheat 0.8067 0.8930 |
| 3 Corn 0.7593 0.8632 |
| 4 Winter barley 0.4519 0.6225 |
| 5 Winter rapeseed 0.9092 0.9525 |
| 6 Spring barley 0.5049 0.6710 |
| 7 Sunflower 0.5603 0.7182 |
| 8 Grapevine 0.7170 0.8352 |
| 9 Beet 0.3533 0.5221 |
| 10 Winter triticale 0.1512 0.2627 |
| 11 Winter durum wheat 0.8476 0.9175 |
| 12 Fruits, vegetables, flowers 0.1781 0.3023 |
| 13 Potatoes 0.0971 0.1771 *rare* |
| 14 Leguminous fodder 0.3353 0.5022 |
| 15 Soybeans 0.7456 0.8543 |
| 16 Orchard 0.4978 0.6647 |
| 17 Mixed cereal 0.0278 0.0541 *rare* |
| 18 Sorghum 0.1974 0.3297 |
| [ep 0 EMA] mIoU=0.4875 OA=0.7641 mF1=0.6063 Kappa=0.7383 |
| Cls Name IoU F1 |
| -------------------------------------------- |
| 1 Meadow 0.7653 0.8671 |
| 2 Soft winter wheat 0.7984 0.8879 |
| 3 Corn 0.7464 0.8548 |
| 4 Winter barley 0.4418 0.6128 |
| 5 Winter rapeseed 0.9051 0.9502 |
| 6 Spring barley 0.4855 0.6536 |
| 7 Sunflower 0.5178 0.6823 |
| 8 Grapevine 0.7200 0.8372 |
| 9 Beet 0.3578 0.5270 |
| 10 Winter triticale 0.1546 0.2678 |
| 11 Winter durum wheat 0.8438 0.9153 |
| 12 Fruits, vegetables, flowers 0.2002 0.3337 |
| 13 Potatoes 0.1038 0.1881 |
| 14 Leguminous fodder 0.3298 0.4960 |
| 15 Soybeans 0.7171 0.8353 |
| 16 Orchard 0.4830 0.6513 |
| 17 Mixed cereal 0.0216 0.0422 *rare* |
| 18 Sorghum 0.1837 0.3104 |
| [ENCODER] frozen=False |
| ep 1 batch 0/38 step 2/76 loss=1.0369 lr=9.94e-06 t=2s |
| ep 1 batch 10/38 step 22/76 loss=1.1736 lr=9.90e-06 t=20s |
| [SAM AMP] skipped overflowing first pass; scale= 16384.0 |
| ep 1 batch 20/38 step 41/76 loss=1.3125 lr=9.86e-06 t=36s |
| ep 1 batch 30/38 step 61/76 loss=0.9776 lr=9.81e-06 t=54s |
| [ep 1 DONE] loss=0.9925 raw_mIoU=0.4915 ema_mIoU=0.4886 best_raw=0.4943@0 best_ema=0.4886@1 patience=1/0 t=83s |
| [ep 1 RAW] mIoU=0.4915 OA=0.7655 mF1=0.6081 Kappa=0.7399 |
| Cls Name IoU F1 |
| -------------------------------------------- |
| 1 Meadow 0.7715 0.8710 |
| 2 Soft winter wheat 0.7955 0.8861 |
| 3 Corn 0.7386 0.8496 |
| 4 Winter barley 0.4159 0.5875 |
| 5 Winter rapeseed 0.9064 0.9509 |
| 6 Spring barley 0.4726 0.6418 |
| 7 Sunflower 0.5691 0.7254 |
| 8 Grapevine 0.7361 0.8480 |
| 9 Beet 0.3544 0.5234 |
| 10 Winter triticale 0.1434 0.2508 |
| 11 Winter durum wheat 0.8546 0.9216 |
| 12 Fruits, vegetables, flowers 0.1941 0.3251 |
| 13 Potatoes 0.0970 0.1769 *rare* |
| 14 Leguminous fodder 0.3170 0.4813 |
| 15 Soybeans 0.7290 0.8433 |
| 16 Orchard 0.5450 0.7055 |
| 17 Mixed cereal 0.0271 0.0528 *rare* |
| 18 Sorghum 0.1798 0.3048 |
| [ep 1 EMA] mIoU=0.4886 OA=0.7598 mF1=0.6058 Kappa=0.7339 |
| Cls Name IoU F1 |
| -------------------------------------------- |
| 1 Meadow 0.7629 0.8655 |
| 2 Soft winter wheat 0.7994 0.8885 |
| 3 Corn 0.7165 0.8349 |
| 4 Winter barley 0.4477 0.6185 |
| 5 Winter rapeseed 0.9052 0.9502 |
| 6 Spring barley 0.5338 0.6960 |
| 7 Sunflower 0.5746 0.7298 |
| 8 Grapevine 0.6959 0.8207 |
| 9 Beet 0.3546 0.5235 |
| 10 Winter triticale 0.1527 0.2650 |
| 11 Winter durum wheat 0.8385 0.9121 |
| 12 Fruits, vegetables, flowers 0.1745 0.2971 |
| 13 Potatoes 0.0998 0.1815 *rare* |
| 14 Leguminous fodder 0.3014 0.4631 |
| 15 Soybeans 0.7533 0.8593 |
| 16 Orchard 0.4846 0.6528 |
| 17 Mixed cereal 0.0241 0.0470 *rare* |
| 18 Sorghum 0.1755 0.2986 |
| [ENCODER] frozen=False |
| ep 2 batch 0/38 step 2/76 loss=1.0892 lr=9.76e-06 t=2s |
| ep 2 batch 10/38 step 22/76 loss=0.8419 lr=9.69e-06 t=21s |
| ep 2 batch 20/38 step 42/76 loss=1.0137 lr=9.62e-06 t=40s |
| ep 2 batch 30/38 step 62/76 loss=0.8333 lr=9.53e-06 t=55s |
| [ep 2 DONE] loss=1.0698 raw_mIoU=0.4857 ema_mIoU=0.4930 best_raw=0.4943@0 best_ema=0.4930@2 patience=2/0 t=83s |
| [ep 2 RAW] mIoU=0.4857 OA=0.7617 mF1=0.6049 Kappa=0.7367 |
| Cls Name IoU F1 |
| -------------------------------------------- |
| 1 Meadow 0.7704 0.8703 |
| 2 Soft winter wheat 0.8081 0.8938 |
| 3 Corn 0.7414 0.8515 |
| 4 Winter barley 0.4145 0.5861 |
| 5 Winter rapeseed 0.9001 0.9474 |
| 6 Spring barley 0.4441 0.6151 |
| 7 Sunflower 0.6002 0.7502 |
| 8 Grapevine 0.6830 0.8117 |
| 9 Beet 0.3561 0.5251 |
| 10 Winter triticale 0.1465 0.2555 |
| 11 Winter durum wheat 0.8466 0.9169 |
| 12 Fruits, vegetables, flowers 0.2058 0.3413 |
| 13 Potatoes 0.1022 0.1854 |
| 14 Leguminous fodder 0.3236 0.4889 |
| 15 Soybeans 0.7231 0.8393 |
| 16 Orchard 0.4610 0.6310 |
| 17 Mixed cereal 0.0436 0.0836 *rare* |
| 18 Sorghum 0.1731 0.2952 |
| [ep 2 EMA] mIoU=0.4930 OA=0.7655 mF1=0.6109 Kappa=0.7403 |
| Cls Name IoU F1 |
| -------------------------------------------- |
| 1 Meadow 0.7692 0.8695 |
| 2 Soft winter wheat 0.8070 0.8932 |
| 3 Corn 0.7498 0.8570 |
| 4 Winter barley 0.4293 0.6007 |
| 5 Winter rapeseed 0.9021 0.9485 |
| 6 Spring barley 0.5272 0.6904 |
| 7 Sunflower 0.5670 0.7237 |
| 8 Grapevine 0.6903 0.8168 |
| 9 Beet 0.3524 0.5211 |
| 10 Winter triticale 0.1564 0.2704 |
| 11 Winter durum wheat 0.8358 0.9105 |
| 12 Fruits, vegetables, flowers 0.1943 0.3253 |
| 13 Potatoes 0.1016 0.1844 |
| 14 Leguminous fodder 0.3159 0.4801 |
| 15 Soybeans 0.7651 0.8669 |
| 16 Orchard 0.4879 0.6558 |
| 17 Mixed cereal 0.0279 0.0543 *rare* |
| 18 Sorghum 0.1957 0.3274 |
| [ENCODER] frozen=False |
| ep 3 batch 0/38 step 2/76 loss=0.8394 lr=9.46e-06 t=2s |
| ep 3 batch 10/38 step 22/76 loss=0.8932 lr=9.36e-06 t=20s |
| ep 3 batch 20/38 step 42/76 loss=0.8633 lr=9.26e-06 t=38s |
| ep 3 batch 30/38 step 62/76 loss=1.3055 lr=9.15e-06 t=56s |
| [ep 3 DONE] loss=0.9701 raw_mIoU=0.4807 ema_mIoU=0.4899 best_raw=0.4943@0 best_ema=0.4930@2 patience=3/0 t=85s |
| [ENCODER] frozen=False |
| ep 4 batch 0/38 step 2/76 loss=0.9411 lr=9.05e-06 t=2s |
| ep 4 batch 10/38 step 22/76 loss=1.1435 lr=8.93e-06 t=20s |
| ep 4 batch 20/38 step 42/76 loss=0.8485 lr=8.80e-06 t=38s |
| ep 4 batch 30/38 step 62/76 loss=1.0160 lr=8.66e-06 t=55s |
| [ep 4 DONE] loss=1.0175 raw_mIoU=0.4897 ema_mIoU=0.4923 best_raw=0.4943@0 best_ema=0.4930@2 patience=4/0 t=85s |
| [ENCODER] frozen=False |
| ep 5 batch 0/38 step 2/76 loss=0.9980 lr=8.55e-06 t=1s |
| ep 5 batch 10/38 step 22/76 loss=1.6623 lr=8.40e-06 t=19s |
| ep 5 batch 20/38 step 42/76 loss=0.8671 lr=8.25e-06 t=38s |
| ep 5 batch 30/38 step 62/76 loss=1.8051 lr=8.09e-06 t=56s |
| [ep 5 DONE] loss=0.9885 raw_mIoU=0.4724 ema_mIoU=0.4928 best_raw=0.4943@0 best_ema=0.4930@2 patience=5/0 t=85s |
| [ep 5 RAW] mIoU=0.4724 OA=0.7592 mF1=0.5887 Kappa=0.7326 |
| Cls Name IoU F1 |
| -------------------------------------------- |
| 1 Meadow 0.7747 0.8731 |
| 2 Soft winter wheat 0.7711 0.8707 |
| 3 Corn 0.7406 0.8510 |
| 4 Winter barley 0.3901 0.5613 |
| 5 Winter rapeseed 0.9024 0.9487 |
| 6 Spring barley 0.4282 0.5997 |
| 7 Sunflower 0.5747 0.7299 |
| 8 Grapevine 0.6580 0.7937 |
| 9 Beet 0.3596 0.5290 |
| 10 Winter triticale 0.0563 0.1065 *rare* |
| 11 Winter durum wheat 0.8237 0.9033 |
| 12 Fruits, vegetables, flowers 0.1822 0.3082 |
| 13 Potatoes 0.1054 0.1907 |
| 14 Leguminous fodder 0.3215 0.4865 |
| 15 Soybeans 0.7485 0.8561 |
| 16 Orchard 0.4539 0.6244 |
| 17 Mixed cereal 0.0266 0.0519 *rare* |
| 18 Sorghum 0.1853 0.3127 |
| [ep 5 EMA] mIoU=0.4928 OA=0.7660 mF1=0.6111 Kappa=0.7407 |
| Cls Name IoU F1 |
| -------------------------------------------- |
| 1 Meadow 0.7706 0.8704 |
| 2 Soft winter wheat 0.8116 0.8960 |
| 3 Corn 0.7503 0.8573 |
| 4 Winter barley 0.4551 0.6255 |
| 5 Winter rapeseed 0.9000 0.9473 |
| 6 Spring barley 0.5112 0.6765 |
| 7 Sunflower 0.5739 0.7293 |
| 8 Grapevine 0.6821 0.8110 |
| 9 Beet 0.3581 0.5273 |
| 10 Winter triticale 0.1612 0.2777 |
| 11 Winter durum wheat 0.8309 0.9076 |
| 12 Fruits, vegetables, flowers 0.1866 0.3145 |
| 13 Potatoes 0.1096 0.1975 |
| 14 Leguminous fodder 0.3044 0.4667 |
| 15 Soybeans 0.7720 0.8713 |
| 16 Orchard 0.4671 0.6368 |
| 17 Mixed cereal 0.0336 0.0649 *rare* |
| 18 Sorghum 0.1918 0.3219 |
| [ENCODER] frozen=False |
| ep 6 batch 0/38 step 2/76 loss=1.0674 lr=7.96e-06 t=2s |
| ep 6 batch 10/38 step 22/76 loss=0.9435 lr=7.79e-06 t=18s |
| ep 6 batch 20/38 step 42/76 loss=1.1685 lr=7.62e-06 t=36s |
| ep 6 batch 30/38 step 62/76 loss=0.9837 lr=7.44e-06 t=54s |
| [ep 6 DONE] loss=1.1088 raw_mIoU=0.4922 ema_mIoU=0.4923 best_raw=0.4943@0 best_ema=0.4930@2 patience=6/0 t=84s |
| [ENCODER] frozen=False |
| ep 7 batch 0/38 step 2/76 loss=1.0351 lr=7.30e-06 t=2s |
| ep 7 batch 10/38 step 22/76 loss=1.1396 lr=7.11e-06 t=19s |
| ep 7 batch 20/38 step 42/76 loss=0.8706 lr=6.93e-06 t=37s |
| ep 7 batch 30/38 step 62/76 loss=0.9462 lr=6.73e-06 t=56s |
| [ep 7 DONE] loss=1.0131 raw_mIoU=0.4783 ema_mIoU=0.4928 best_raw=0.4943@0 best_ema=0.4930@2 patience=7/0 t=84s |
| [ENCODER] frozen=False |
| ep 8 batch 0/38 step 2/76 loss=1.1579 lr=6.58e-06 t=2s |
| ep 8 batch 10/38 step 22/76 loss=0.8332 lr=6.38e-06 t=19s |
| ep 8 batch 20/38 step 42/76 loss=0.8346 lr=6.19e-06 t=37s |
| ep 8 batch 30/38 step 62/76 loss=1.3588 lr=5.99e-06 t=54s |
| [ep 8 DONE] loss=1.0577 raw_mIoU=0.4911 ema_mIoU=0.4935 best_raw=0.4943@0 best_ema=0.4935@8 patience=8/0 t=84s |
| [ep 8 RAW] mIoU=0.4911 OA=0.7653 mF1=0.6092 Kappa=0.7397 |
| Cls Name IoU F1 |
| -------------------------------------------- |
| 1 Meadow 0.7693 0.8696 |
| 2 Soft winter wheat 0.8022 0.8902 |
| 3 Corn 0.7526 0.8588 |
| 4 Winter barley 0.4376 0.6088 |
| 5 Winter rapeseed 0.8908 0.9423 |
| 6 Spring barley 0.5370 0.6987 |
| 7 Sunflower 0.5621 0.7197 |
| 8 Grapevine 0.6866 0.8141 |
| 9 Beet 0.3614 0.5309 |
| 10 Winter triticale 0.1500 0.2608 |
| 11 Winter durum wheat 0.8429 0.9147 |
| 12 Fruits, vegetables, flowers 0.1984 0.3311 |
| 13 Potatoes 0.0992 0.1804 *rare* |
| 14 Leguminous fodder 0.2874 0.4465 |
| 15 Soybeans 0.7640 0.8662 |
| 16 Orchard 0.4634 0.6333 |
| 17 Mixed cereal 0.0345 0.0667 *rare* |
| 18 Sorghum 0.1999 0.3332 |
| [ep 8 EMA] mIoU=0.4935 OA=0.7667 mF1=0.6107 Kappa=0.7412 |
| Cls Name IoU F1 |
| -------------------------------------------- |
| 1 Meadow 0.7647 0.8666 |
| 2 Soft winter wheat 0.8079 0.8937 |
| 3 Corn 0.7566 0.8615 |
| 4 Winter barley 0.4562 0.6266 |
| 5 Winter rapeseed 0.9029 0.9490 |
| 6 Spring barley 0.5286 0.6916 |
| 7 Sunflower 0.5721 0.7279 |
| 8 Grapevine 0.6793 0.8091 |
| 9 Beet 0.3578 0.5270 |
| 10 Winter triticale 0.1560 0.2699 |
| 11 Winter durum wheat 0.8357 0.9105 |
| 12 Fruits, vegetables, flowers 0.1858 0.3134 |
| 13 Potatoes 0.1056 0.1911 |
| 14 Leguminous fodder 0.2935 0.4538 |
| 15 Soybeans 0.7798 0.8763 |
| 16 Orchard 0.4776 0.6464 |
| 17 Mixed cereal 0.0248 0.0484 *rare* |
| 18 Sorghum 0.1973 0.3296 |
| [ENCODER] frozen=False |
| ep 9 batch 0/38 step 2/76 loss=0.7937 lr=5.82e-06 t=2s |
| ep 9 batch 10/38 step 22/76 loss=1.2420 lr=5.62e-06 t=20s |
| ep 9 batch 20/38 step 42/76 loss=1.2476 lr=5.42e-06 t=37s |
| ep 9 batch 30/38 step 62/76 loss=1.0501 lr=5.21e-06 t=55s |
| [ep 9 DONE] loss=1.1418 raw_mIoU=0.4859 ema_mIoU=0.4933 best_raw=0.4943@0 best_ema=0.4935@8 patience=9/0 t=84s |
| [ENCODER] frozen=False |
| ep 10 batch 0/38 step 2/76 loss=0.9952 lr=5.05e-06 t=1s |
| ep 10 batch 10/38 step 22/76 loss=0.8996 lr=4.85e-06 t=20s |
| ep 10 batch 20/38 step 42/76 loss=0.9801 lr=4.64e-06 t=38s |
| ep 10 batch 30/38 step 62/76 loss=1.2108 lr=4.44e-06 t=55s |
| [ep 10 DONE] loss=1.1027 raw_mIoU=0.5001 ema_mIoU=0.4947 best_raw=0.5001@10 best_ema=0.4947@10 patience=0/0 t=83s |
| [ep 10 RAW] mIoU=0.5001 OA=0.7696 mF1=0.6175 Kappa=0.7447 |
| Cls Name IoU F1 |
| -------------------------------------------- |
| 1 Meadow 0.7700 0.8700 |
| 2 Soft winter wheat 0.8006 0.8893 |
| 3 Corn 0.7660 0.8675 |
| 4 Winter barley 0.4817 0.6502 |
| 5 Winter rapeseed 0.9033 0.9492 |
| 6 Spring barley 0.5560 0.7147 |
| 7 Sunflower 0.5724 0.7280 |
| 8 Grapevine 0.6786 0.8085 |
| 9 Beet 0.3556 0.5247 |
| 10 Winter triticale 0.1601 0.2760 |
| 11 Winter durum wheat 0.8452 0.9161 |
| 12 Fruits, vegetables, flowers 0.2045 0.3396 |
| 13 Potatoes 0.0969 0.1767 *rare* |
| 14 Leguminous fodder 0.3058 0.4684 |
| 15 Soybeans 0.7742 0.8727 |
| 16 Orchard 0.4986 0.6654 |
| 17 Mixed cereal 0.0367 0.0708 *rare* |
| 18 Sorghum 0.1950 0.3264 |
| [ep 10 EMA] mIoU=0.4947 OA=0.7673 mF1=0.6122 Kappa=0.7421 |
| Cls Name IoU F1 |
| -------------------------------------------- |
| 1 Meadow 0.7677 0.8686 |
| 2 Soft winter wheat 0.8106 0.8954 |
| 3 Corn 0.7594 0.8632 |
| 4 Winter barley 0.4567 0.6270 |
| 5 Winter rapeseed 0.8951 0.9447 |
| 6 Spring barley 0.5318 0.6943 |
| 7 Sunflower 0.5777 0.7324 |
| 8 Grapevine 0.6815 0.8106 |
| 9 Beet 0.3584 0.5277 |
| 10 Winter triticale 0.1620 0.2788 |
| 11 Winter durum wheat 0.8343 0.9096 |
| 12 Fruits, vegetables, flowers 0.1853 0.3126 |
| 13 Potatoes 0.1054 0.1907 |
| 14 Leguminous fodder 0.2918 0.4518 |
| 15 Soybeans 0.7772 0.8746 |
| 16 Orchard 0.4827 0.6511 |
| 17 Mixed cereal 0.0294 0.0572 *rare* |
| 18 Sorghum 0.1973 0.3296 |
| [ENCODER] frozen=False |
| ep 11 batch 0/38 step 2/76 loss=1.0654 lr=4.28e-06 t=2s |
| ep 11 batch 10/38 step 22/76 loss=1.2464 lr=4.07e-06 t=20s |
| ep 11 batch 20/38 step 42/76 loss=0.8273 lr=3.87e-06 t=37s |
| ep 11 batch 30/38 step 62/76 loss=0.8437 lr=3.68e-06 t=54s |
| [ep 11 DONE] loss=1.0302 raw_mIoU=0.4928 ema_mIoU=0.4951 best_raw=0.5001@10 best_ema=0.4951@11 patience=1/0 t=83s |
| [ep 11 RAW] mIoU=0.4928 OA=0.7636 mF1=0.6098 Kappa=0.7380 |
| Cls Name IoU F1 |
| -------------------------------------------- |
| 1 Meadow 0.7638 0.8661 |
| 2 Soft winter wheat 0.8109 0.8956 |
| 3 Corn 0.7530 0.8591 |
| 4 Winter barley 0.4260 0.5975 |
| 5 Winter rapeseed 0.8933 0.9436 |
| 6 Spring barley 0.4764 0.6453 |
| 7 Sunflower 0.5668 0.7235 |
| 8 Grapevine 0.6945 0.8197 |
| 9 Beet 0.3555 0.5245 |
| 10 Winter triticale 0.1682 0.2880 |
| 11 Winter durum wheat 0.8266 0.9051 |
| 12 Fruits, vegetables, flowers 0.1944 0.3255 |
| 13 Potatoes 0.1096 0.1975 |
| 14 Leguminous fodder 0.2889 0.4483 |
| 15 Soybeans 0.8166 0.8990 |
| 16 Orchard 0.5181 0.6825 |
| 17 Mixed cereal 0.0196 0.0384 *rare* |
| 18 Sorghum 0.1880 0.3165 |
| [ep 11 EMA] mIoU=0.4951 OA=0.7676 mF1=0.6124 Kappa=0.7424 |
| Cls Name IoU F1 |
| -------------------------------------------- |
| 1 Meadow 0.7670 0.8681 |
| 2 Soft winter wheat 0.8107 0.8955 |
| 3 Corn 0.7576 0.8621 |
| 4 Winter barley 0.4598 0.6300 |
| 5 Winter rapeseed 0.8910 0.9423 |
| 6 Spring barley 0.5348 0.6969 |
| 7 Sunflower 0.5733 0.7288 |
| 8 Grapevine 0.6896 0.8163 |
| 9 Beet 0.3592 0.5286 |
| 10 Winter triticale 0.1624 0.2794 |
| 11 Winter durum wheat 0.8370 0.9113 |
| 12 Fruits, vegetables, flowers 0.1855 0.3130 |
| 13 Potatoes 0.1054 0.1906 |
| 14 Leguminous fodder 0.2923 0.4524 |
| 15 Soybeans 0.7697 0.8698 |
| 16 Orchard 0.4964 0.6635 |
| 17 Mixed cereal 0.0245 0.0479 *rare* |
| 18 Sorghum 0.1947 0.3260 |
| [ENCODER] frozen=False |
| ep 12 batch 0/38 step 2/76 loss=0.9112 lr=3.52e-06 t=2s |
| ep 12 batch 10/38 step 22/76 loss=0.8932 lr=3.33e-06 t=20s |
| ep 12 batch 20/38 step 42/76 loss=1.0576 lr=3.14e-06 t=38s |
| ep 12 batch 30/38 step 62/76 loss=1.0116 lr=2.95e-06 t=55s |
| [ep 12 DONE] loss=1.0529 raw_mIoU=0.4896 ema_mIoU=0.4921 best_raw=0.5001@10 best_ema=0.4951@11 patience=2/0 t=85s |
| [ENCODER] frozen=False |
| ep 13 batch 0/38 step 2/76 loss=0.8882 lr=2.80e-06 t=2s |
| ep 13 batch 10/38 step 22/76 loss=1.2548 lr=2.62e-06 t=20s |
| ep 13 batch 20/38 step 42/76 loss=0.8904 lr=2.45e-06 t=38s |
| ep 13 batch 30/38 step 62/76 loss=0.7522 lr=2.27e-06 t=56s |
| [ep 13 DONE] loss=1.1104 raw_mIoU=0.4891 ema_mIoU=0.4933 best_raw=0.5001@10 best_ema=0.4951@11 patience=3/0 t=85s |
| [ENCODER] frozen=False |
| ep 14 batch 0/38 step 2/76 loss=1.3615 lr=2.14e-06 t=2s |
| ep 14 batch 10/38 step 22/76 loss=1.2865 lr=1.98e-06 t=18s |
| ep 14 batch 20/38 step 42/76 loss=1.0458 lr=1.82e-06 t=36s |
| ep 14 batch 30/38 step 62/76 loss=0.8706 lr=1.67e-06 t=54s |
| [ep 14 DONE] loss=1.0259 raw_mIoU=0.4857 ema_mIoU=0.4922 best_raw=0.5001@10 best_ema=0.4951@11 patience=4/0 t=83s |
| [ENCODER] frozen=False |
| ep 15 batch 0/38 step 2/76 loss=1.1097 lr=1.55e-06 t=2s |
| ep 15 batch 10/38 step 22/76 loss=0.8428 lr=1.41e-06 t=19s |
| ep 15 batch 20/38 step 42/76 loss=0.8653 lr=1.27e-06 t=37s |
| ep 15 batch 30/38 step 62/76 loss=0.9819 lr=1.14e-06 t=55s |
| [ep 15 DONE] loss=1.0581 raw_mIoU=0.4951 ema_mIoU=0.4914 best_raw=0.5001@10 best_ema=0.4951@11 patience=5/0 t=85s |
| [ep 15 RAW] mIoU=0.4951 OA=0.7660 mF1=0.6097 Kappa=0.7405 |
| Cls Name IoU F1 |
| -------------------------------------------- |
| 1 Meadow 0.7662 0.8677 |
| 2 Soft winter wheat 0.7989 0.8882 |
| 3 Corn 0.7608 0.8642 |
| 4 Winter barley 0.4230 0.5945 |
| 5 Winter rapeseed 0.9041 0.9497 |
| 6 Spring barley 0.5747 0.7299 |
| 7 Sunflower 0.5679 0.7244 |
| 8 Grapevine 0.7039 0.8262 |
| 9 Beet 0.3539 0.5228 |
| 10 Winter triticale 0.1331 0.2350 |
| 11 Winter durum wheat 0.8158 0.8985 |
| 12 Fruits, vegetables, flowers 0.1900 0.3193 |
| 13 Potatoes 0.0913 0.1674 *rare* |
| 14 Leguminous fodder 0.2914 0.4513 |
| 15 Soybeans 0.8091 0.8945 |
| 16 Orchard 0.5093 0.6749 |
| 17 Mixed cereal 0.0113 0.0223 *rare* |
| 18 Sorghum 0.2074 0.3436 |
| [ep 15 EMA] mIoU=0.4914 OA=0.7669 mF1=0.6076 Kappa=0.7413 |
| Cls Name IoU F1 |
| -------------------------------------------- |
| 1 Meadow 0.7655 0.8672 |
| 2 Soft winter wheat 0.7998 0.8888 |
| 3 Corn 0.7588 0.8629 |
| 4 Winter barley 0.4628 0.6328 |
| 5 Winter rapeseed 0.8988 0.9467 |
| 6 Spring barley 0.5112 0.6766 |
| 7 Sunflower 0.5753 0.7304 |
| 8 Grapevine 0.6890 0.8159 |
| 9 Beet 0.3597 0.5291 |
| 10 Winter triticale 0.1282 0.2273 |
| 11 Winter durum wheat 0.8348 0.9100 |
| 12 Fruits, vegetables, flowers 0.1848 0.3120 |
| 13 Potatoes 0.1050 0.1901 |
| 14 Leguminous fodder 0.2845 0.4430 |
| 15 Soybeans 0.7790 0.8758 |
| 16 Orchard 0.4908 0.6584 |
| 17 Mixed cereal 0.0223 0.0436 *rare* |
| 18 Sorghum 0.1945 0.3257 |
| [ENCODER] frozen=False |
| ep 16 batch 0/38 step 2/76 loss=0.8404 lr=1.05e-06 t=2s |
| ep 16 batch 10/38 step 22/76 loss=1.0777 lr=9.29e-07 t=21s |
| ep 16 batch 20/38 step 42/76 loss=0.8808 lr=8.19e-07 t=39s |
| ep 16 batch 30/38 step 62/76 loss=1.0732 lr=7.16e-07 t=57s |
| [ep 16 DONE] loss=1.1745 raw_mIoU=0.4932 ema_mIoU=0.4918 best_raw=0.5001@10 best_ema=0.4951@11 patience=6/0 t=85s |
| [ENCODER] frozen=False |
| ep 17 batch 0/38 step 2/76 loss=1.2017 lr=6.40e-07 t=2s |
| ep 17 batch 10/38 step 22/76 loss=0.9884 lr=5.50e-07 t=21s |
| ep 17 batch 20/38 step 42/76 loss=0.9091 lr=4.69e-07 t=40s |
| ep 17 batch 30/38 step 62/76 loss=0.8634 lr=3.95e-07 t=56s |
| [ep 17 DONE] loss=1.0234 raw_mIoU=0.4877 ema_mIoU=0.4921 best_raw=0.5001@10 best_ema=0.4951@11 patience=7/0 t=86s |
| [ENCODER] frozen=False |
| ep 18 batch 0/38 step 2/76 loss=1.3783 lr=3.42e-07 t=2s |
| ep 18 batch 10/38 step 22/76 loss=1.1151 lr=2.83e-07 t=20s |
| ep 18 batch 20/38 step 42/76 loss=0.8103 lr=2.32e-07 t=37s |
| ep 18 batch 30/38 step 62/76 loss=1.1393 lr=1.89e-07 t=56s |
| [ep 18 DONE] loss=1.0740 raw_mIoU=0.4827 ema_mIoU=0.4930 best_raw=0.5001@10 best_ema=0.4951@11 patience=8/0 t=85s |
| [ENCODER] frozen=False |
| ep 19 batch 0/38 step 2/76 loss=1.2257 lr=1.61e-07 t=2s |
| ep 19 batch 10/38 step 22/76 loss=1.1855 lr=1.33e-07 t=20s |
| ep 19 batch 20/38 step 42/76 loss=2.5882 lr=1.14e-07 t=36s |
| ep 19 batch 30/38 step 62/76 loss=0.9655 lr=1.03e-07 t=53s |
| [ep 19 DONE] loss=1.1689 raw_mIoU=0.4937 ema_mIoU=0.4925 best_raw=0.5001@10 best_ema=0.4951@11 patience=9/0 t=83s |
|
|
| [FT-v2 COMPLETE] best_raw={'miou': 0.5000673383500418, 'epoch': 10} best_ema={'miou': 0.49505459886180897, 'epoch': 11} |
| [FT-v2] checkpoints in /home/ubuntu/tsr/research_round/checkpoints/sam |
|
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