| Model pushed to 1 GPU(s), type NVIDIA GeForce RTX 3090. |
| --- Training --- |
| Epoch 0 train loss: 1.5886, acc: 0.7797 |
| --- Validation - Source --- |
| * Acc 0.869 |
| --- Validation - Target --- |
| * Acc 0.825 |
| mIoU improved from 0.0000 to 0.2571. |
| mIoU improved from 0.0000 to 0.3402. |
| --- Training --- |
| Epoch 1 train loss: 0.9981, acc: 0.8539 |
| --- Validation - Source --- |
| * Acc 0.889 |
| --- Validation - Target --- |
| * Acc 0.841 |
| mIoU improved from 0.2571 to 0.3165. |
| mIoU improved from 0.3402 to 0.4311. |
| --- Training --- |
| Epoch 2 train loss: 0.8780, acc: 0.8694 |
| --- Validation - Source --- |
| * Acc 0.898 |
| --- Validation - Target --- |
| * Acc 0.845 |
| mIoU improved from 0.3165 to 0.3412. |
| mIoU improved from 0.4311 to 0.4731. |
| --- Training --- |
| Epoch 3 train loss: 0.8068, acc: 0.8793 |
| --- Validation - Source --- |
| * Acc 0.898 |
| --- Validation - Target --- |
| * Acc 0.842 |
| mIoU improved from 0.3412 to 0.3498. |
| mIoU improved from 0.4731 to 0.4941. |
| --- Training --- |
| Epoch 4 train loss: 0.7539, acc: 0.8871 |
| --- Validation - Source --- |
| * Acc 0.907 |
| --- Validation - Target --- |
| * Acc 0.849 |
| mIoU improved from 0.3498 to 0.3643. |
| mIoU improved from 0.4941 to 0.5162. |
| --- Training --- |
| Epoch 5 train loss: 0.7164, acc: 0.8923 |
| --- Validation - Source --- |
| * Acc 0.910 |
| --- Validation - Target --- |
| * Acc 0.858 |
| mIoU improved from 0.3643 to 0.3687. |
| mIoU improved from 0.5162 to 0.5333. |
| --- Training --- |
| Epoch 6 train loss: 0.6887, acc: 0.8964 |
| --- Validation - Source --- |
| * Acc 0.912 |
| --- Validation - Target --- |
| * Acc 0.852 |
| mIoU improved from 0.5333 to 0.5438. |
| --- Training --- |
| Epoch 7 train loss: 0.6609, acc: 0.8998 |
| --- Validation - Source --- |
| * Acc 0.912 |
| --- Validation - Target --- |
| * Acc 0.840 |
| --- Training --- |
| Epoch 8 train loss: 0.6437, acc: 0.9027 |
| --- Validation - Source --- |
| * Acc 0.914 |
| --- Validation - Target --- |
| * Acc 0.852 |
| mIoU improved from 0.3687 to 0.3888. |
| mIoU improved from 0.5438 to 0.5545. |
| --- Training --- |
| Epoch 9 train loss: 0.6323, acc: 0.9047 |
| --- Validation - Source --- |
| * Acc 0.917 |
| --- Validation - Target --- |
| * Acc 0.856 |
| mIoU improved from 0.5545 to 0.5607. |
| --- Training --- |
| Epoch 10 train loss: 0.6090, acc: 0.9077 |
| --- Validation - Source --- |
| * Acc 0.918 |
| --- Validation - Target --- |
| * Acc 0.852 |
| mIoU improved from 0.3888 to 0.3947. |
| mIoU improved from 0.5607 to 0.5751. |
| --- Training --- |
| Epoch 11 train loss: 0.6005, acc: 0.9085 |
| --- Validation - Source --- |
| * Acc 0.919 |
| --- Validation - Target --- |
| * Acc 0.843 |
| --- Training --- |
| Epoch 12 train loss: 0.5850, acc: 0.9112 |
| --- Validation - Source --- |
| * Acc 0.919 |
| --- Validation - Target --- |
| * Acc 0.838 |
| mIoU improved from 0.5751 to 0.5797. |
| --- Training --- |
| Epoch 13 train loss: 0.5736, acc: 0.9129 |
| --- Validation - Source --- |
| * Acc 0.919 |
| --- Validation - Target --- |
| * Acc 0.849 |
| --- Training --- |
| Epoch 14 train loss: 0.5643, acc: 0.9143 |
| --- Validation - Source --- |
| * Acc 0.920 |
| --- Validation - Target --- |
| * Acc 0.834 |
| mIoU improved from 0.5797 to 0.5873. |
| --- Training --- |
| Epoch 15 train loss: 0.5590, acc: 0.9151 |
| --- Validation - Source --- |
| * Acc 0.922 |
| --- Validation - Target --- |
| * Acc 0.827 |
| mIoU improved from 0.3947 to 0.3978. |
| mIoU improved from 0.5873 to 0.5899. |
| --- Training --- |
| Epoch 16 train loss: 0.5511, acc: 0.9164 |
| --- Validation - Source --- |
| * Acc 0.923 |
| --- Validation - Target --- |
| * Acc 0.815 |
| --- Training --- |
| Epoch 17 train loss: 0.5452, acc: 0.9170 |
| --- Validation - Source --- |
| * Acc 0.923 |
| --- Validation - Target --- |
| * Acc 0.841 |
| mIoU improved from 0.5899 to 0.5969. |
| --- Training --- |
| Epoch 18 train loss: 0.5350, acc: 0.9183 |
| --- Validation - Source --- |
| * Acc 0.922 |
| --- Validation - Target --- |
| * Acc 0.840 |
| --- Training --- |
| Epoch 19 train loss: 0.5263, acc: 0.9194 |
| --- Validation - Source --- |
| * Acc 0.924 |
| --- Validation - Target --- |
| * Acc 0.856 |
| mIoU improved from 0.3978 to 0.4071. |
| mIoU improved from 0.5969 to 0.6048. |
| --- Training --- |
| Epoch 20 train loss: 0.5233, acc: 0.9198 |
| --- Validation - Source --- |
| * Acc 0.925 |
| --- Validation - Target --- |
| * Acc 0.824 |
| mIoU improved from 0.6048 to 0.6106. |
| --- Training --- |
| Epoch 21 train loss: 0.5145, acc: 0.9211 |
| --- Validation - Source --- |
| * Acc 0.926 |
| --- Validation - Target --- |
| * Acc 0.801 |
| mIoU improved from 0.6106 to 0.6122. |
| --- Training --- |
| Epoch 22 train loss: 0.5135, acc: 0.9213 |
| --- Validation - Source --- |
| * Acc 0.928 |
| --- Validation - Target --- |
| * Acc 0.828 |
| mIoU improved from 0.4071 to 0.4077. |
| mIoU improved from 0.6122 to 0.6234. |
| --- Training --- |
| Epoch 23 train loss: 0.5052, acc: 0.9229 |
| --- Validation - Source --- |
| * Acc 0.927 |
| --- Validation - Target --- |
| * Acc 0.857 |
| mIoU improved from 0.4077 to 0.4140. |
| --- Training --- |
| Epoch 24 train loss: 0.5023, acc: 0.9233 |
| --- Validation - Source --- |
| * Acc 0.926 |
| --- Validation - Target --- |
| * Acc 0.819 |
| --- Training --- |
| Epoch 25 train loss: 0.5000, acc: 0.9234 |
| --- Validation - Source --- |
| * Acc 0.928 |
| --- Validation - Target --- |
| * Acc 0.833 |
| --- Training --- |
| Epoch 26 train loss: 0.4934, acc: 0.9242 |
| --- Validation - Source --- |
| * Acc 0.928 |
| --- Validation - Target --- |
| * Acc 0.833 |
| --- Training --- |
| Epoch 27 train loss: 0.4895, acc: 0.9249 |
| --- Validation - Source --- |
| * Acc 0.929 |
| --- Validation - Target --- |
| * Acc 0.847 |
| mIoU improved from 0.6234 to 0.6247. |
| --- Training --- |
| Epoch 28 train loss: 0.4844, acc: 0.9257 |
| --- Validation - Source --- |
| * Acc 0.929 |
| --- Validation - Target --- |
| * Acc 0.846 |
| --- Training --- |
| Epoch 29 train loss: 0.4820, acc: 0.9258 |
| --- Validation - Source --- |
| * Acc 0.929 |
| --- Validation - Target --- |
| * Acc 0.853 |
| mIoU improved from 0.6247 to 0.6255. |
| --- Training --- |
| Epoch 30 train loss: 0.4782, acc: 0.9263 |
| --- Validation - Source --- |
| * Acc 0.930 |
| --- Validation - Target --- |
| * Acc 0.865 |
| mIoU improved from 0.4140 to 0.4214. |
| --- Training --- |
| Epoch 31 train loss: 0.4744, acc: 0.9271 |
| --- Validation - Source --- |
| * Acc 0.928 |
| --- Validation - Target --- |
| * Acc 0.859 |
| --- Training --- |
| Epoch 32 train loss: 0.4735, acc: 0.9270 |
| --- Validation - Source --- |
| * Acc 0.928 |
| --- Validation - Target --- |
| * Acc 0.826 |
| --- Training --- |
| Epoch 33 train loss: 0.4668, acc: 0.9280 |
| --- Validation - Source --- |
| * Acc 0.929 |
| --- Validation - Target --- |
| * Acc 0.856 |
| mIoU improved from 0.6255 to 0.6305. |
| --- Training --- |
| Epoch 34 train loss: 0.4647, acc: 0.9285 |
| --- Validation - Source --- |
| * Acc 0.930 |
| --- Validation - Target --- |
| * Acc 0.854 |
| --- Training --- |
| Epoch 35 train loss: 0.4637, acc: 0.9285 |
| --- Validation - Source --- |
| * Acc 0.930 |
| --- Validation - Target --- |
| * Acc 0.825 |
| mIoU improved from 0.6305 to 0.6307. |
| --- Training --- |
| Epoch 36 train loss: 0.4617, acc: 0.9290 |
| --- Validation - Source --- |
| * Acc 0.929 |
| --- Validation - Target --- |
| * Acc 0.830 |
| --- Training --- |
| Epoch 37 train loss: 0.4631, acc: 0.9288 |
| --- Validation - Source --- |
| * Acc 0.931 |
| --- Validation - Target --- |
| * Acc 0.834 |
| mIoU improved from 0.6307 to 0.6340. |
| --- Training --- |
| Epoch 38 train loss: 0.4565, acc: 0.9293 |
| --- Validation - Source --- |
| * Acc 0.931 |
| --- Validation - Target --- |
| * Acc 0.835 |
| --- Training --- |
| Epoch 39 train loss: 0.4572, acc: 0.9295 |
| --- Validation - Source --- |
| * Acc 0.931 |
| --- Validation - Target --- |
| * Acc 0.836 |
| mIoU improved from 0.6340 to 0.6382. |
| --- Training --- |
| Epoch 40 train loss: 0.4515, acc: 0.9303 |
| --- Validation - Source --- |
| * Acc 0.929 |
| --- Validation - Target --- |
| * Acc 0.839 |
| --- Training --- |
| Epoch 41 train loss: 0.4481, acc: 0.9307 |
| --- Validation - Source --- |
| * Acc 0.930 |
| --- Validation - Target --- |
| * Acc 0.834 |
| --- Training --- |
| Epoch 42 train loss: 0.4491, acc: 0.9309 |
| --- Validation - Source --- |
| * Acc 0.933 |
| --- Validation - Target --- |
| * Acc 0.856 |
| mIoU improved from 0.4214 to 0.4279. |
| mIoU improved from 0.6382 to 0.6403. |
| --- Training --- |
| Epoch 43 train loss: 0.4428, acc: 0.9316 |
| --- Validation - Source --- |
| * Acc 0.929 |
| --- Validation - Target --- |
| * Acc 0.837 |
| --- Training --- |
| Epoch 44 train loss: 0.4423, acc: 0.9316 |
| --- Validation - Source --- |
| * Acc 0.933 |
| --- Validation - Target --- |
| * Acc 0.849 |
| mIoU improved from 0.6403 to 0.6410. |
| --- Training --- |
| Epoch 45 train loss: 0.4405, acc: 0.9320 |
| --- Validation - Source --- |
| * Acc 0.934 |
| --- Validation - Target --- |
| * Acc 0.852 |
| mIoU improved from 0.4279 to 0.4284. |
| mIoU improved from 0.6410 to 0.6444. |
| --- Training --- |
| Epoch 46 train loss: 0.4419, acc: 0.9316 |
| --- Validation - Source --- |
| * Acc 0.932 |
| --- Validation - Target --- |
| * Acc 0.844 |
| --- Training --- |
| Epoch 47 train loss: 0.4390, acc: 0.9321 |
| --- Validation - Source --- |
| * Acc 0.932 |
| --- Validation - Target --- |
| * Acc 0.824 |
| --- Training --- |
| Epoch 48 train loss: 0.4370, acc: 0.9323 |
| --- Validation - Source --- |
| * Acc 0.933 |
| --- Validation - Target --- |
| * Acc 0.835 |
| --- Training --- |
| Epoch 49 train loss: 0.4335, acc: 0.9332 |
| --- Validation - Source --- |
| * Acc 0.932 |
| --- Validation - Target --- |
| * Acc 0.803 |
| --- Training --- |
| Epoch 50 train loss: 0.4338, acc: 0.9327 |
| --- Validation - Source --- |
| * Acc 0.933 |
| --- Validation - Target --- |
| * Acc 0.807 |
| --- Training --- |
| Epoch 51 train loss: 0.4297, acc: 0.9336 |
| --- Validation - Source --- |
| * Acc 0.934 |
| --- Validation - Target --- |
| * Acc 0.863 |
| mIoU improved from 0.6444 to 0.6506. |
| --- Training --- |
| Epoch 52 train loss: 0.4277, acc: 0.9337 |
| --- Validation - Source --- |
| * Acc 0.934 |
| --- Validation - Target --- |
| * Acc 0.834 |
| --- Training --- |
| Epoch 53 train loss: 0.4302, acc: 0.9334 |
| --- Validation - Source --- |
| * Acc 0.934 |
| --- Validation - Target --- |
| * Acc 0.839 |
| --- Training --- |
| Epoch 54 train loss: 0.4259, acc: 0.9339 |
| --- Validation - Source --- |
| * Acc 0.935 |
| --- Validation - Target --- |
| * Acc 0.860 |
| --- Training --- |
| Epoch 55 train loss: 0.4261, acc: 0.9342 |
| --- Validation - Source --- |
| * Acc 0.935 |
| --- Validation - Target --- |
| * Acc 0.871 |
| mIoU improved from 0.4284 to 0.4417. |
| --- Training --- |
| Epoch 56 train loss: 0.4261, acc: 0.9339 |
| --- Validation - Source --- |
| * Acc 0.934 |
| --- Validation - Target --- |
| * Acc 0.840 |
| --- Training --- |
| Epoch 57 train loss: 0.4238, acc: 0.9341 |
| --- Validation - Source --- |
| * Acc 0.934 |
| --- Validation - Target --- |
| * Acc 0.864 |
| --- Training --- |
| Epoch 58 train loss: 0.4234, acc: 0.9345 |
| --- Validation - Source --- |
| * Acc 0.935 |
| --- Validation - Target --- |
| * Acc 0.855 |
| mIoU improved from 0.6506 to 0.6508. |
| --- Training --- |
| Epoch 59 train loss: 0.4191, acc: 0.9349 |
| --- Validation - Source --- |
| * Acc 0.934 |
| --- Validation - Target --- |
| * Acc 0.836 |
| --- Training --- |
| Epoch 60 train loss: 0.4184, acc: 0.9352 |
| --- Validation - Source --- |
| * Acc 0.934 |
| --- Validation - Target --- |
| * Acc 0.867 |
| --- Training --- |
| Epoch 61 train loss: 0.4198, acc: 0.9349 |
| --- Validation - Source --- |
| * Acc 0.935 |
| --- Validation - Target --- |
| * Acc 0.864 |
| mIoU improved from 0.4417 to 0.4419. |
| --- Training --- |
| Epoch 62 train loss: 0.4187, acc: 0.9352 |
| --- Validation - Source --- |
| * Acc 0.933 |
| --- Validation - Target --- |
| * Acc 0.851 |
| --- Training --- |
| Epoch 63 train loss: 0.4160, acc: 0.9355 |
| --- Validation - Source --- |
| * Acc 0.935 |
| --- Validation - Target --- |
| * Acc 0.866 |
| mIoU improved from 0.4419 to 0.4442. |
| mIoU improved from 0.6508 to 0.6509. |
| --- Training --- |
| Epoch 64 train loss: 0.4167, acc: 0.9352 |
| --- Validation - Source --- |
| * Acc 0.936 |
| --- Validation - Target --- |
| * Acc 0.864 |
| mIoU improved from 0.4442 to 0.4511. |
| mIoU improved from 0.6509 to 0.6580. |
| --- Training --- |
| Epoch 65 train loss: 0.4151, acc: 0.9356 |
| --- Validation - Source --- |
| * Acc 0.934 |
| --- Validation - Target --- |
| * Acc 0.832 |
| --- Training --- |
| Epoch 66 train loss: 0.4135, acc: 0.9358 |
| --- Validation - Source --- |
| * Acc 0.935 |
| --- Validation - Target --- |
| * Acc 0.852 |
| --- Training --- |
| Epoch 67 train loss: 0.4124, acc: 0.9359 |
| --- Validation - Source --- |
| * Acc 0.934 |
| --- Validation - Target --- |
| * Acc 0.847 |
| --- Training --- |
| Epoch 68 train loss: 0.4115, acc: 0.9363 |
| --- Validation - Source --- |
| * Acc 0.936 |
| --- Validation - Target --- |
| * Acc 0.855 |
| --- Training --- |
| Epoch 69 train loss: 0.4111, acc: 0.9361 |
| --- Validation - Source --- |
| * Acc 0.936 |
| --- Validation - Target --- |
| * Acc 0.862 |
| --- Training --- |
| Epoch 70 train loss: 0.4107, acc: 0.9361 |
| --- Validation - Source --- |
| * Acc 0.937 |
| --- Validation - Target --- |
| * Acc 0.863 |
| mIoU improved from 0.4511 to 0.4552. |
| --- Training --- |
| Epoch 71 train loss: 0.4111, acc: 0.9362 |
| --- Validation - Source --- |
| * Acc 0.936 |
| --- Validation - Target --- |
| * Acc 0.864 |
| --- Training --- |
| Epoch 72 train loss: 0.4067, acc: 0.9368 |
| --- Validation - Source --- |
| * Acc 0.935 |
| --- Validation - Target --- |
| * Acc 0.839 |
| --- Training --- |
| Epoch 73 train loss: 0.4073, acc: 0.9366 |
| --- Validation - Source --- |
| * Acc 0.935 |
| --- Validation - Target --- |
| * Acc 0.828 |
| --- Training --- |
| Epoch 74 train loss: 0.4077, acc: 0.9367 |
| --- Validation - Source --- |
| * Acc 0.936 |
| --- Validation - Target --- |
| * Acc 0.854 |
| --- Training --- |
| Epoch 75 train loss: 0.4069, acc: 0.9366 |
| --- Validation - Source --- |
| * Acc 0.937 |
| --- Validation - Target --- |
| * Acc 0.850 |
| mIoU improved from 0.6580 to 0.6609. |
| --- Training --- |
| Epoch 76 train loss: 0.4085, acc: 0.9366 |
| --- Validation - Source --- |
| * Acc 0.934 |
| --- Validation - Target --- |
| * Acc 0.832 |
| --- Training --- |
| Epoch 77 train loss: 0.4027, acc: 0.9373 |
| --- Validation - Source --- |
| * Acc 0.936 |
| --- Validation - Target --- |
| * Acc 0.843 |
| --- Training --- |
| Epoch 78 train loss: 0.4054, acc: 0.9368 |
| --- Validation - Source --- |
| * Acc 0.936 |
| --- Validation - Target --- |
| * Acc 0.830 |
| --- Training --- |
| Epoch 79 train loss: 0.4056, acc: 0.9368 |
| --- Validation - Source --- |
| * Acc 0.936 |
| --- Validation - Target --- |
| * Acc 0.858 |
| --- Training --- |
| Epoch 80 train loss: 0.4047, acc: 0.9372 |
| --- Validation - Source --- |
| * Acc 0.937 |
| --- Validation - Target --- |
| * Acc 0.871 |
| --- Training --- |
| Epoch 81 train loss: 0.4007, acc: 0.9377 |
| --- Validation - Source --- |
| * Acc 0.936 |
| --- Validation - Target --- |
| * Acc 0.830 |
| --- Training --- |
| Epoch 82 train loss: 0.4040, acc: 0.9374 |
| --- Validation - Source --- |
| * Acc 0.936 |
| --- Validation - Target --- |
| * Acc 0.829 |
| --- Training --- |
| Epoch 83 train loss: 0.4013, acc: 0.9376 |
| --- Validation - Source --- |
| * Acc 0.937 |
| --- Validation - Target --- |
| * Acc 0.819 |
| mIoU improved from 0.6609 to 0.6627. |
| --- Training --- |
| Epoch 84 train loss: 0.4019, acc: 0.9375 |
| --- Validation - Source --- |
| * Acc 0.937 |
| --- Validation - Target --- |
| * Acc 0.841 |
| --- Training --- |
| Epoch 85 train loss: 0.4015, acc: 0.9375 |
| --- Validation - Source --- |
| * Acc 0.936 |
| --- Validation - Target --- |
| * Acc 0.855 |
| --- Training --- |
| Epoch 86 train loss: 0.4010, acc: 0.9375 |
| --- Validation - Source --- |
| * Acc 0.936 |
| --- Validation - Target --- |
| * Acc 0.851 |
| --- Training --- |
| Epoch 87 train loss: 0.3984, acc: 0.9380 |
| --- Validation - Source --- |
| * Acc 0.937 |
| --- Validation - Target --- |
| * Acc 0.844 |
| --- Training --- |
| Epoch 88 train loss: 0.3987, acc: 0.9380 |
| --- Validation - Source --- |
| * Acc 0.937 |
| --- Validation - Target --- |
| * Acc 0.824 |
| --- Training --- |
| Epoch 89 train loss: 0.3995, acc: 0.9380 |
| --- Validation - Source --- |
| * Acc 0.936 |
| --- Validation - Target --- |
| * Acc 0.834 |
| --- Training --- |
| Epoch 90 train loss: 0.3990, acc: 0.9378 |
| --- Validation - Source --- |
| * Acc 0.938 |
| --- Validation - Target --- |
| * Acc 0.852 |
| mIoU improved from 0.6627 to 0.6652. |
| --- Training --- |
| Epoch 91 train loss: 0.3976, acc: 0.9381 |
| --- Validation - Source --- |
| * Acc 0.936 |
| --- Validation - Target --- |
| * Acc 0.839 |
| --- Training --- |
| Epoch 92 train loss: 0.3985, acc: 0.9378 |
| --- Validation - Source --- |
| * Acc 0.936 |
| --- Validation - Target --- |
| * Acc 0.834 |
| --- Training --- |
| Epoch 93 train loss: 0.3998, acc: 0.9379 |
| --- Validation - Source --- |
| * Acc 0.937 |
| --- Validation - Target --- |
| * Acc 0.849 |
| --- Training --- |
| Epoch 94 train loss: 0.3965, acc: 0.9383 |
| --- Validation - Source --- |
| * Acc 0.937 |
| --- Validation - Target --- |
| * Acc 0.834 |
| --- Training --- |
| Epoch 95 train loss: 0.3980, acc: 0.9380 |
| --- Validation - Source --- |
| * Acc 0.938 |
| --- Validation - Target --- |
| * Acc 0.842 |
| --- Training --- |
| Epoch 96 train loss: 0.3960, acc: 0.9384 |
| --- Validation - Source --- |
| * Acc 0.936 |
| --- Validation - Target --- |
| * Acc 0.836 |
| --- Training --- |
| Epoch 97 train loss: 0.3989, acc: 0.9379 |
| --- Validation - Source --- |
| * Acc 0.936 |
| --- Validation - Target --- |
| * Acc 0.841 |
| --- Training --- |
| Epoch 98 train loss: 0.4000, acc: 0.9377 |
| --- Validation - Source --- |
| * Acc 0.937 |
| --- Validation - Target --- |
| * Acc 0.854 |
| --- Training --- |
| Epoch 99 train loss: 0.3959, acc: 0.9383 |
| --- Validation - Source --- |
| * Acc 0.937 |
| --- Validation - Target --- |
| * Acc 0.841 |
| Training complete in 658m 32s |
| Best mIoU target: 0.455213 |
|
|
