swinv2-small-patch4-window16-256-mineral
This model is a fine-tuned version of microsoft/swinv2-small-patch4-window16-256 on the imagefolder dataset. It achieves the following results on the evaluation set:
- Loss: 4.9130
- Accuracy: 0.24
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 5e-05
- train_batch_size: 32
- eval_batch_size: 32
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 128
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 500
Training results
Training Loss | Epoch | Step | Validation Loss | Accuracy |
---|---|---|---|---|
5.6941 | 0.96 | 18 | 5.6921 | 0.005 |
5.6886 | 1.97 | 37 | 5.6825 | 0.005 |
5.6735 | 2.99 | 56 | 5.6691 | 0.005 |
5.6521 | 4.0 | 75 | 5.6549 | 0.0033 |
5.6394 | 4.96 | 93 | 5.6416 | 0.0033 |
5.6078 | 5.97 | 112 | 5.6278 | 0.0033 |
5.5743 | 6.99 | 131 | 5.6128 | 0.0017 |
5.5509 | 8.0 | 150 | 5.5918 | 0.0017 |
5.5115 | 8.96 | 168 | 5.5696 | 0.0067 |
5.4411 | 9.97 | 187 | 5.5440 | 0.01 |
5.3335 | 10.99 | 206 | 5.5135 | 0.0167 |
5.2413 | 12.0 | 225 | 5.4640 | 0.0217 |
5.1738 | 12.96 | 243 | 5.4084 | 0.0333 |
5.0222 | 13.97 | 262 | 5.3321 | 0.045 |
4.8594 | 14.99 | 281 | 5.2485 | 0.0533 |
4.7441 | 16.0 | 300 | 5.1509 | 0.065 |
4.5946 | 16.96 | 318 | 5.0701 | 0.0717 |
4.3382 | 17.97 | 337 | 4.9767 | 0.0867 |
4.2008 | 18.99 | 356 | 4.8622 | 0.105 |
4.0563 | 20.0 | 375 | 4.7726 | 0.1033 |
3.8064 | 20.96 | 393 | 4.6898 | 0.115 |
3.5584 | 21.97 | 412 | 4.5997 | 0.125 |
3.3377 | 22.99 | 431 | 4.4848 | 0.1367 |
3.1119 | 24.0 | 450 | 4.4052 | 0.1533 |
2.8686 | 24.96 | 468 | 4.3705 | 0.15 |
2.7649 | 25.97 | 487 | 4.2980 | 0.165 |
2.5698 | 26.99 | 506 | 4.2363 | 0.1767 |
2.4344 | 28.0 | 525 | 4.1733 | 0.1767 |
2.2186 | 28.96 | 543 | 4.1783 | 0.1733 |
2.0227 | 29.97 | 562 | 4.1306 | 0.18 |
1.9153 | 30.99 | 581 | 4.0948 | 0.175 |
1.7363 | 32.0 | 600 | 4.0612 | 0.1783 |
1.6171 | 32.96 | 618 | 4.0209 | 0.185 |
1.4865 | 33.97 | 637 | 4.0194 | 0.185 |
1.3194 | 34.99 | 656 | 3.9881 | 0.205 |
1.2811 | 36.0 | 675 | 3.9862 | 0.215 |
1.1703 | 36.96 | 693 | 3.9905 | 0.2033 |
1.114 | 37.97 | 712 | 3.9514 | 0.2133 |
0.9645 | 38.99 | 731 | 3.9678 | 0.2067 |
0.8976 | 40.0 | 750 | 3.9874 | 0.2167 |
0.8147 | 40.96 | 768 | 3.9257 | 0.2083 |
0.7239 | 41.97 | 787 | 3.9394 | 0.2217 |
0.7732 | 42.99 | 806 | 3.9473 | 0.215 |
0.7009 | 44.0 | 825 | 3.9461 | 0.215 |
0.5945 | 44.96 | 843 | 4.0207 | 0.2133 |
0.555 | 45.97 | 862 | 4.0353 | 0.2083 |
0.5241 | 46.99 | 881 | 4.0232 | 0.2167 |
0.4789 | 48.0 | 900 | 4.0026 | 0.22 |
0.4284 | 48.96 | 918 | 4.0031 | 0.22 |
0.4701 | 49.97 | 937 | 4.0572 | 0.215 |
0.4501 | 50.99 | 956 | 4.0877 | 0.215 |
0.3966 | 52.0 | 975 | 4.0207 | 0.2167 |
0.3564 | 52.96 | 993 | 4.0827 | 0.215 |
0.3472 | 53.97 | 1012 | 4.0902 | 0.235 |
0.3731 | 54.99 | 1031 | 4.0953 | 0.2417 |
0.3161 | 56.0 | 1050 | 4.1660 | 0.2033 |
0.3352 | 56.96 | 1068 | 4.1153 | 0.2217 |
0.3317 | 57.97 | 1087 | 4.1096 | 0.2167 |
0.294 | 58.99 | 1106 | 4.1856 | 0.215 |
0.3299 | 60.0 | 1125 | 4.1476 | 0.2233 |
0.2847 | 60.96 | 1143 | 4.2046 | 0.225 |
0.2924 | 61.97 | 1162 | 4.1568 | 0.2183 |
0.2818 | 62.99 | 1181 | 4.1519 | 0.2333 |
0.2698 | 64.0 | 1200 | 4.2275 | 0.215 |
0.2579 | 64.96 | 1218 | 4.1626 | 0.235 |
0.2597 | 65.97 | 1237 | 4.2277 | 0.2217 |
0.2443 | 66.99 | 1256 | 4.1929 | 0.2367 |
0.2532 | 68.0 | 1275 | 4.2779 | 0.2233 |
0.2305 | 68.96 | 1293 | 4.2441 | 0.2367 |
0.2423 | 69.97 | 1312 | 4.2583 | 0.2217 |
0.222 | 70.99 | 1331 | 4.2935 | 0.23 |
0.2096 | 72.0 | 1350 | 4.2714 | 0.23 |
0.1776 | 72.96 | 1368 | 4.2348 | 0.225 |
0.2009 | 73.97 | 1387 | 4.2930 | 0.2283 |
0.2087 | 74.99 | 1406 | 4.3071 | 0.235 |
0.1818 | 76.0 | 1425 | 4.2960 | 0.235 |
0.2236 | 76.96 | 1443 | 4.2910 | 0.24 |
0.1802 | 77.97 | 1462 | 4.2896 | 0.25 |
0.2037 | 78.99 | 1481 | 4.3314 | 0.245 |
0.1912 | 80.0 | 1500 | 4.2612 | 0.2333 |
0.2305 | 80.96 | 1518 | 4.2790 | 0.2367 |
0.2188 | 81.97 | 1537 | 4.3069 | 0.2217 |
0.1639 | 82.99 | 1556 | 4.3539 | 0.2183 |
0.1741 | 84.0 | 1575 | 4.3211 | 0.225 |
0.1937 | 84.96 | 1593 | 4.3576 | 0.2117 |
0.1712 | 85.97 | 1612 | 4.3434 | 0.2233 |
0.1665 | 86.99 | 1631 | 4.3349 | 0.2117 |
0.1846 | 88.0 | 1650 | 4.4170 | 0.235 |
0.1827 | 88.96 | 1668 | 4.3350 | 0.23 |
0.1591 | 89.97 | 1687 | 4.3397 | 0.215 |
0.1508 | 90.99 | 1706 | 4.3273 | 0.2317 |
0.1808 | 92.0 | 1725 | 4.3315 | 0.2317 |
0.17 | 92.96 | 1743 | 4.2760 | 0.24 |
0.14 | 93.97 | 1762 | 4.3144 | 0.2333 |
0.1734 | 94.99 | 1781 | 4.3667 | 0.2283 |
0.1593 | 96.0 | 1800 | 4.3903 | 0.225 |
0.1523 | 96.96 | 1818 | 4.3314 | 0.24 |
0.1599 | 97.97 | 1837 | 4.4115 | 0.23 |
0.1352 | 98.99 | 1856 | 4.3626 | 0.2467 |
0.1406 | 100.0 | 1875 | 4.3555 | 0.2383 |
0.1486 | 100.96 | 1893 | 4.3116 | 0.2383 |
0.149 | 101.97 | 1912 | 4.3894 | 0.23 |
0.115 | 102.99 | 1931 | 4.3755 | 0.2233 |
0.1301 | 104.0 | 1950 | 4.3765 | 0.2317 |
0.1429 | 104.96 | 1968 | 4.4027 | 0.235 |
0.1209 | 105.97 | 1987 | 4.3803 | 0.2317 |
0.1287 | 106.99 | 2006 | 4.3235 | 0.2467 |
0.1318 | 108.0 | 2025 | 4.3484 | 0.24 |
0.1136 | 108.96 | 2043 | 4.3977 | 0.225 |
0.1326 | 109.97 | 2062 | 4.3978 | 0.2267 |
0.1415 | 110.99 | 2081 | 4.3214 | 0.2383 |
0.1229 | 112.0 | 2100 | 4.3699 | 0.2467 |
0.1004 | 112.96 | 2118 | 4.3828 | 0.2583 |
0.0961 | 113.97 | 2137 | 4.3564 | 0.2517 |
0.1132 | 114.99 | 2156 | 4.3384 | 0.2533 |
0.1166 | 116.0 | 2175 | 4.4152 | 0.2417 |
0.1193 | 116.96 | 2193 | 4.3634 | 0.2417 |
0.096 | 117.97 | 2212 | 4.3826 | 0.235 |
0.1158 | 118.99 | 2231 | 4.4524 | 0.235 |
0.099 | 120.0 | 2250 | 4.4978 | 0.2233 |
0.1065 | 120.96 | 2268 | 4.4124 | 0.24 |
0.129 | 121.97 | 2287 | 4.3814 | 0.235 |
0.1047 | 122.99 | 2306 | 4.3663 | 0.2467 |
0.101 | 124.0 | 2325 | 4.5113 | 0.23 |
0.1076 | 124.96 | 2343 | 4.4553 | 0.2367 |
0.1135 | 125.97 | 2362 | 4.4351 | 0.23 |
0.1066 | 126.99 | 2381 | 4.4874 | 0.235 |
0.1256 | 128.0 | 2400 | 4.4635 | 0.2333 |
0.0932 | 128.96 | 2418 | 4.4576 | 0.2383 |
0.1189 | 129.97 | 2437 | 4.5770 | 0.2267 |
0.1096 | 130.99 | 2456 | 4.4921 | 0.2317 |
0.0791 | 132.0 | 2475 | 4.5090 | 0.2267 |
0.1152 | 132.96 | 2493 | 4.4572 | 0.2417 |
0.1264 | 133.97 | 2512 | 4.5109 | 0.25 |
0.1009 | 134.99 | 2531 | 4.5236 | 0.2283 |
0.0956 | 136.0 | 2550 | 4.4783 | 0.245 |
0.0919 | 136.96 | 2568 | 4.5484 | 0.2467 |
0.1042 | 137.97 | 2587 | 4.5423 | 0.2433 |
0.1039 | 138.99 | 2606 | 4.4918 | 0.245 |
0.094 | 140.0 | 2625 | 4.5456 | 0.2467 |
0.1056 | 140.96 | 2643 | 4.5219 | 0.245 |
0.0918 | 141.97 | 2662 | 4.5255 | 0.245 |
0.0877 | 142.99 | 2681 | 4.4923 | 0.2383 |
0.105 | 144.0 | 2700 | 4.5352 | 0.235 |
0.0892 | 144.96 | 2718 | 4.4715 | 0.245 |
0.0963 | 145.97 | 2737 | 4.5060 | 0.245 |
0.095 | 146.99 | 2756 | 4.5593 | 0.2433 |
0.0997 | 148.0 | 2775 | 4.5804 | 0.24 |
0.0839 | 148.96 | 2793 | 4.5917 | 0.23 |
0.0924 | 149.97 | 2812 | 4.5931 | 0.2267 |
0.0781 | 150.99 | 2831 | 4.5784 | 0.2317 |
0.0986 | 152.0 | 2850 | 4.6546 | 0.2283 |
0.0823 | 152.96 | 2868 | 4.5985 | 0.2367 |
0.0887 | 153.97 | 2887 | 4.6148 | 0.23 |
0.0671 | 154.99 | 2906 | 4.6397 | 0.2333 |
0.0897 | 156.0 | 2925 | 4.5834 | 0.235 |
0.093 | 156.96 | 2943 | 4.5397 | 0.2433 |
0.0973 | 157.97 | 2962 | 4.5532 | 0.2333 |
0.1001 | 158.99 | 2981 | 4.5827 | 0.24 |
0.0884 | 160.0 | 3000 | 4.5728 | 0.235 |
0.084 | 160.96 | 3018 | 4.6542 | 0.235 |
0.0902 | 161.97 | 3037 | 4.6366 | 0.2417 |
0.0944 | 162.99 | 3056 | 4.5957 | 0.2383 |
0.0828 | 164.0 | 3075 | 4.6521 | 0.23 |
0.0812 | 164.96 | 3093 | 4.6761 | 0.2367 |
0.0817 | 165.97 | 3112 | 4.6272 | 0.225 |
0.07 | 166.99 | 3131 | 4.6536 | 0.2433 |
0.0746 | 168.0 | 3150 | 4.5671 | 0.245 |
0.0782 | 168.96 | 3168 | 4.5915 | 0.24 |
0.0677 | 169.97 | 3187 | 4.6373 | 0.2433 |
0.0626 | 170.99 | 3206 | 4.6723 | 0.2583 |
0.0697 | 172.0 | 3225 | 4.6817 | 0.245 |
0.077 | 172.96 | 3243 | 4.6793 | 0.23 |
0.068 | 173.97 | 3262 | 4.7110 | 0.2417 |
0.0875 | 174.99 | 3281 | 4.7012 | 0.2433 |
0.0787 | 176.0 | 3300 | 4.7113 | 0.2367 |
0.0779 | 176.96 | 3318 | 4.6998 | 0.24 |
0.0823 | 177.97 | 3337 | 4.7092 | 0.24 |
0.0685 | 178.99 | 3356 | 4.6763 | 0.245 |
0.0698 | 180.0 | 3375 | 4.7181 | 0.2567 |
0.0924 | 180.96 | 3393 | 4.7151 | 0.2483 |
0.084 | 181.97 | 3412 | 4.7231 | 0.2417 |
0.0508 | 182.99 | 3431 | 4.6856 | 0.2317 |
0.0637 | 184.0 | 3450 | 4.7041 | 0.2417 |
0.06 | 184.96 | 3468 | 4.7205 | 0.24 |
0.0659 | 185.97 | 3487 | 4.7251 | 0.2433 |
0.0842 | 186.99 | 3506 | 4.7215 | 0.23 |
0.0733 | 188.0 | 3525 | 4.7068 | 0.24 |
0.0647 | 188.96 | 3543 | 4.7594 | 0.2367 |
0.0569 | 189.97 | 3562 | 4.7831 | 0.2233 |
0.0883 | 190.99 | 3581 | 4.7212 | 0.235 |
0.0622 | 192.0 | 3600 | 4.6878 | 0.2417 |
0.057 | 192.96 | 3618 | 4.6654 | 0.2467 |
0.0654 | 193.97 | 3637 | 4.6358 | 0.2517 |
0.0868 | 194.99 | 3656 | 4.6621 | 0.2333 |
0.0789 | 196.0 | 3675 | 4.6985 | 0.2333 |
0.0657 | 196.96 | 3693 | 4.6636 | 0.2567 |
0.0648 | 197.97 | 3712 | 4.7698 | 0.2467 |
0.0635 | 198.99 | 3731 | 4.7226 | 0.2417 |
0.0637 | 200.0 | 3750 | 4.7481 | 0.245 |
0.0665 | 200.96 | 3768 | 4.7789 | 0.2483 |
0.0799 | 201.97 | 3787 | 4.7014 | 0.235 |
0.064 | 202.99 | 3806 | 4.7528 | 0.2417 |
0.0772 | 204.0 | 3825 | 4.7401 | 0.2383 |
0.0438 | 204.96 | 3843 | 4.7678 | 0.2417 |
0.0766 | 205.97 | 3862 | 4.7180 | 0.2367 |
0.0687 | 206.99 | 3881 | 4.7058 | 0.2433 |
0.0801 | 208.0 | 3900 | 4.7584 | 0.235 |
0.0772 | 208.96 | 3918 | 4.7304 | 0.2433 |
0.0663 | 209.97 | 3937 | 4.6940 | 0.2367 |
0.0529 | 210.99 | 3956 | 4.6940 | 0.235 |
0.0568 | 212.0 | 3975 | 4.7333 | 0.235 |
0.0697 | 212.96 | 3993 | 4.6673 | 0.2367 |
0.0394 | 213.97 | 4012 | 4.6733 | 0.245 |
0.0625 | 214.99 | 4031 | 4.7383 | 0.225 |
0.0588 | 216.0 | 4050 | 4.7674 | 0.24 |
0.0594 | 216.96 | 4068 | 4.6873 | 0.2417 |
0.0451 | 217.97 | 4087 | 4.6718 | 0.2433 |
0.047 | 218.99 | 4106 | 4.7146 | 0.2283 |
0.0445 | 220.0 | 4125 | 4.7174 | 0.2283 |
0.0746 | 220.96 | 4143 | 4.6702 | 0.2367 |
0.0697 | 221.97 | 4162 | 4.6462 | 0.2367 |
0.0562 | 222.99 | 4181 | 4.6956 | 0.2333 |
0.047 | 224.0 | 4200 | 4.7278 | 0.2383 |
0.0612 | 224.96 | 4218 | 4.7307 | 0.235 |
0.0625 | 225.97 | 4237 | 4.6670 | 0.2567 |
0.0739 | 226.99 | 4256 | 4.7110 | 0.2317 |
0.0637 | 228.0 | 4275 | 4.7039 | 0.22 |
0.0461 | 228.96 | 4293 | 4.7119 | 0.2267 |
0.0506 | 229.97 | 4312 | 4.7099 | 0.23 |
0.0412 | 230.99 | 4331 | 4.6714 | 0.2317 |
0.057 | 232.0 | 4350 | 4.6921 | 0.2367 |
0.0402 | 232.96 | 4368 | 4.7545 | 0.2317 |
0.058 | 233.97 | 4387 | 4.7573 | 0.225 |
0.0661 | 234.99 | 4406 | 4.6800 | 0.2283 |
0.0613 | 236.0 | 4425 | 4.6533 | 0.2433 |
0.0462 | 236.96 | 4443 | 4.6748 | 0.2283 |
0.0494 | 237.97 | 4462 | 4.6874 | 0.23 |
0.0643 | 238.99 | 4481 | 4.7291 | 0.2333 |
0.0422 | 240.0 | 4500 | 4.7088 | 0.23 |
0.0376 | 240.96 | 4518 | 4.7422 | 0.225 |
0.0696 | 241.97 | 4537 | 4.8011 | 0.2283 |
0.0609 | 242.99 | 4556 | 4.8013 | 0.2217 |
0.0637 | 244.0 | 4575 | 4.7603 | 0.225 |
0.0529 | 244.96 | 4593 | 4.7895 | 0.2233 |
0.0603 | 245.97 | 4612 | 4.7639 | 0.235 |
0.0365 | 246.99 | 4631 | 4.7285 | 0.2433 |
0.0732 | 248.0 | 4650 | 4.7252 | 0.2283 |
0.0709 | 248.96 | 4668 | 4.7620 | 0.23 |
0.0485 | 249.97 | 4687 | 4.7529 | 0.2367 |
0.0449 | 250.99 | 4706 | 4.8006 | 0.2417 |
0.0506 | 252.0 | 4725 | 4.8028 | 0.2333 |
0.0455 | 252.96 | 4743 | 4.7778 | 0.2367 |
0.0594 | 253.97 | 4762 | 4.7439 | 0.2383 |
0.0551 | 254.99 | 4781 | 4.8069 | 0.2367 |
0.0435 | 256.0 | 4800 | 4.8171 | 0.2383 |
0.042 | 256.96 | 4818 | 4.7961 | 0.2383 |
0.0403 | 257.97 | 4837 | 4.8172 | 0.2383 |
0.0524 | 258.99 | 4856 | 4.8537 | 0.23 |
0.0461 | 260.0 | 4875 | 4.7698 | 0.2283 |
0.05 | 260.96 | 4893 | 4.8058 | 0.2483 |
0.0545 | 261.97 | 4912 | 4.8398 | 0.2333 |
0.0405 | 262.99 | 4931 | 4.8228 | 0.2367 |
0.0615 | 264.0 | 4950 | 4.8395 | 0.2367 |
0.0381 | 264.96 | 4968 | 4.8231 | 0.2233 |
0.0464 | 265.97 | 4987 | 4.8180 | 0.2367 |
0.058 | 266.99 | 5006 | 4.8744 | 0.235 |
0.0553 | 268.0 | 5025 | 4.8866 | 0.2367 |
0.0505 | 268.96 | 5043 | 4.8534 | 0.24 |
0.049 | 269.97 | 5062 | 4.8702 | 0.2333 |
0.0444 | 270.99 | 5081 | 4.8715 | 0.2267 |
0.0457 | 272.0 | 5100 | 4.8274 | 0.225 |
0.0546 | 272.96 | 5118 | 4.8441 | 0.225 |
0.0378 | 273.97 | 5137 | 4.8229 | 0.225 |
0.0374 | 274.99 | 5156 | 4.8053 | 0.2217 |
0.047 | 276.0 | 5175 | 4.8619 | 0.2333 |
0.0526 | 276.96 | 5193 | 4.8793 | 0.2417 |
0.0503 | 277.97 | 5212 | 4.9060 | 0.2283 |
0.0414 | 278.99 | 5231 | 4.8687 | 0.24 |
0.0361 | 280.0 | 5250 | 4.8537 | 0.24 |
0.0449 | 280.96 | 5268 | 4.8204 | 0.2383 |
0.0596 | 281.97 | 5287 | 4.8030 | 0.2367 |
0.0494 | 282.99 | 5306 | 4.8060 | 0.2483 |
0.0483 | 284.0 | 5325 | 4.7878 | 0.235 |
0.0338 | 284.96 | 5343 | 4.8254 | 0.2383 |
0.0319 | 285.97 | 5362 | 4.8264 | 0.2383 |
0.0454 | 286.99 | 5381 | 4.8426 | 0.2367 |
0.0409 | 288.0 | 5400 | 4.8198 | 0.2483 |
0.0435 | 288.96 | 5418 | 4.8339 | 0.2367 |
0.0498 | 289.97 | 5437 | 4.8387 | 0.225 |
0.0447 | 290.99 | 5456 | 4.8342 | 0.23 |
0.0402 | 292.0 | 5475 | 4.8496 | 0.2333 |
0.0366 | 292.96 | 5493 | 4.8671 | 0.2317 |
0.0369 | 293.97 | 5512 | 4.8366 | 0.2467 |
0.0361 | 294.99 | 5531 | 4.7992 | 0.2433 |
0.0448 | 296.0 | 5550 | 4.8486 | 0.2267 |
0.055 | 296.96 | 5568 | 4.8979 | 0.2267 |
0.0585 | 297.97 | 5587 | 4.8660 | 0.2367 |
0.0477 | 298.99 | 5606 | 4.8717 | 0.2433 |
0.0247 | 300.0 | 5625 | 4.8838 | 0.2283 |
0.047 | 300.96 | 5643 | 4.8248 | 0.2383 |
0.0608 | 301.97 | 5662 | 4.8330 | 0.2367 |
0.0417 | 302.99 | 5681 | 4.8236 | 0.2317 |
0.0494 | 304.0 | 5700 | 4.8070 | 0.2383 |
0.0316 | 304.96 | 5718 | 4.8213 | 0.2267 |
0.0421 | 305.97 | 5737 | 4.8634 | 0.2317 |
0.0411 | 306.99 | 5756 | 4.8770 | 0.24 |
0.0404 | 308.0 | 5775 | 4.9030 | 0.2383 |
0.0397 | 308.96 | 5793 | 4.9433 | 0.2383 |
0.053 | 309.97 | 5812 | 4.9301 | 0.2333 |
0.0303 | 310.99 | 5831 | 4.8961 | 0.2283 |
0.0369 | 312.0 | 5850 | 4.8560 | 0.2433 |
0.0423 | 312.96 | 5868 | 4.9177 | 0.225 |
0.0343 | 313.97 | 5887 | 4.8928 | 0.2233 |
0.0216 | 314.99 | 5906 | 4.8958 | 0.23 |
0.0287 | 316.0 | 5925 | 4.8803 | 0.235 |
0.0286 | 316.96 | 5943 | 4.8615 | 0.23 |
0.0304 | 317.97 | 5962 | 4.8736 | 0.2317 |
0.0486 | 318.99 | 5981 | 4.8825 | 0.2233 |
0.0404 | 320.0 | 6000 | 4.8618 | 0.2283 |
0.0439 | 320.96 | 6018 | 4.8848 | 0.23 |
0.0428 | 321.97 | 6037 | 4.8975 | 0.2267 |
0.0498 | 322.99 | 6056 | 4.8614 | 0.2383 |
0.0314 | 324.0 | 6075 | 4.8718 | 0.235 |
0.0334 | 324.96 | 6093 | 4.9021 | 0.2383 |
0.0431 | 325.97 | 6112 | 4.8973 | 0.2283 |
0.0473 | 326.99 | 6131 | 4.8671 | 0.24 |
0.0348 | 328.0 | 6150 | 4.9050 | 0.2333 |
0.0718 | 328.96 | 6168 | 4.8869 | 0.2417 |
0.0387 | 329.97 | 6187 | 4.8552 | 0.245 |
0.0335 | 330.99 | 6206 | 4.8932 | 0.2367 |
0.0355 | 332.0 | 6225 | 4.9195 | 0.245 |
0.0407 | 332.96 | 6243 | 4.9163 | 0.2333 |
0.0471 | 333.97 | 6262 | 4.8860 | 0.225 |
0.0334 | 334.99 | 6281 | 4.8943 | 0.235 |
0.0301 | 336.0 | 6300 | 4.9223 | 0.2367 |
0.0281 | 336.96 | 6318 | 4.9101 | 0.2433 |
0.0305 | 337.97 | 6337 | 4.8897 | 0.24 |
0.0505 | 338.99 | 6356 | 4.9290 | 0.2417 |
0.024 | 340.0 | 6375 | 4.9442 | 0.2333 |
0.0504 | 340.96 | 6393 | 4.9183 | 0.2367 |
0.0259 | 341.97 | 6412 | 4.8832 | 0.235 |
0.0313 | 342.99 | 6431 | 4.8958 | 0.2317 |
0.0293 | 344.0 | 6450 | 4.8979 | 0.2433 |
0.0427 | 344.96 | 6468 | 4.9055 | 0.2417 |
0.0399 | 345.97 | 6487 | 4.8957 | 0.2433 |
0.0273 | 346.99 | 6506 | 4.8989 | 0.24 |
0.0388 | 348.0 | 6525 | 4.9087 | 0.2367 |
0.0306 | 348.96 | 6543 | 4.9264 | 0.2283 |
0.0411 | 349.97 | 6562 | 4.9219 | 0.2367 |
0.0394 | 350.99 | 6581 | 4.8998 | 0.24 |
0.0507 | 352.0 | 6600 | 4.9304 | 0.2317 |
0.0263 | 352.96 | 6618 | 4.9232 | 0.23 |
0.0395 | 353.97 | 6637 | 4.9241 | 0.2367 |
0.0394 | 354.99 | 6656 | 4.9263 | 0.2433 |
0.0391 | 356.0 | 6675 | 4.9273 | 0.26 |
0.0647 | 356.96 | 6693 | 4.9034 | 0.2633 |
0.038 | 357.97 | 6712 | 4.8910 | 0.2467 |
0.0368 | 358.99 | 6731 | 4.8830 | 0.245 |
0.0308 | 360.0 | 6750 | 4.8867 | 0.2367 |
0.0346 | 360.96 | 6768 | 4.8657 | 0.2433 |
0.0279 | 361.97 | 6787 | 4.8678 | 0.24 |
0.0443 | 362.99 | 6806 | 4.8723 | 0.2433 |
0.027 | 364.0 | 6825 | 4.8756 | 0.2433 |
0.0447 | 364.96 | 6843 | 4.8742 | 0.235 |
0.028 | 365.97 | 6862 | 4.9042 | 0.235 |
0.0483 | 366.99 | 6881 | 4.9086 | 0.2367 |
0.034 | 368.0 | 6900 | 4.8886 | 0.24 |
0.0363 | 368.96 | 6918 | 4.8778 | 0.2467 |
0.0417 | 369.97 | 6937 | 4.9051 | 0.2417 |
0.0326 | 370.99 | 6956 | 4.9112 | 0.2367 |
0.028 | 372.0 | 6975 | 4.9116 | 0.2333 |
0.0343 | 372.96 | 6993 | 4.9104 | 0.245 |
0.0229 | 373.97 | 7012 | 4.9401 | 0.2367 |
0.0337 | 374.99 | 7031 | 4.9341 | 0.245 |
0.0356 | 376.0 | 7050 | 4.9336 | 0.2317 |
0.029 | 376.96 | 7068 | 4.9132 | 0.2333 |
0.0272 | 377.97 | 7087 | 4.9102 | 0.2367 |
0.0256 | 378.99 | 7106 | 4.9255 | 0.2317 |
0.0276 | 380.0 | 7125 | 4.9282 | 0.2267 |
0.026 | 380.96 | 7143 | 4.9527 | 0.22 |
0.0385 | 381.97 | 7162 | 4.9411 | 0.2217 |
0.026 | 382.99 | 7181 | 4.9530 | 0.2367 |
0.0444 | 384.0 | 7200 | 4.9387 | 0.2383 |
0.0369 | 384.96 | 7218 | 4.9042 | 0.2333 |
0.0203 | 385.97 | 7237 | 4.8860 | 0.23 |
0.0238 | 386.99 | 7256 | 4.8775 | 0.2333 |
0.0315 | 388.0 | 7275 | 4.8641 | 0.2333 |
0.0349 | 388.96 | 7293 | 4.8677 | 0.2467 |
0.038 | 389.97 | 7312 | 4.8688 | 0.24 |
0.0301 | 390.99 | 7331 | 4.8932 | 0.245 |
0.0363 | 392.0 | 7350 | 4.9023 | 0.2417 |
0.0329 | 392.96 | 7368 | 4.8825 | 0.24 |
0.0174 | 393.97 | 7387 | 4.8711 | 0.24 |
0.0284 | 394.99 | 7406 | 4.8762 | 0.2433 |
0.0178 | 396.0 | 7425 | 4.8684 | 0.2417 |
0.0359 | 396.96 | 7443 | 4.8660 | 0.245 |
0.029 | 397.97 | 7462 | 4.8799 | 0.2433 |
0.0227 | 398.99 | 7481 | 4.8845 | 0.25 |
0.0135 | 400.0 | 7500 | 4.8898 | 0.2383 |
0.0297 | 400.96 | 7518 | 4.8967 | 0.2383 |
0.0263 | 401.97 | 7537 | 4.8884 | 0.2333 |
0.0386 | 402.99 | 7556 | 4.8719 | 0.24 |
0.0298 | 404.0 | 7575 | 4.8609 | 0.2433 |
0.0232 | 404.96 | 7593 | 4.8602 | 0.2483 |
0.0232 | 405.97 | 7612 | 4.8667 | 0.2467 |
0.032 | 406.99 | 7631 | 4.8684 | 0.2483 |
0.0306 | 408.0 | 7650 | 4.8755 | 0.2433 |
0.0299 | 408.96 | 7668 | 4.8687 | 0.245 |
0.0307 | 409.97 | 7687 | 4.8724 | 0.24 |
0.0304 | 410.99 | 7706 | 4.8798 | 0.25 |
0.0293 | 412.0 | 7725 | 4.8901 | 0.2483 |
0.0273 | 412.96 | 7743 | 4.9025 | 0.24 |
0.0184 | 413.97 | 7762 | 4.8870 | 0.24 |
0.0377 | 414.99 | 7781 | 4.8901 | 0.2417 |
0.0278 | 416.0 | 7800 | 4.8895 | 0.2417 |
0.0345 | 416.96 | 7818 | 4.9046 | 0.2533 |
0.0301 | 417.97 | 7837 | 4.9002 | 0.2483 |
0.0159 | 418.99 | 7856 | 4.8982 | 0.245 |
0.0203 | 420.0 | 7875 | 4.9008 | 0.2483 |
0.0182 | 420.96 | 7893 | 4.9113 | 0.2467 |
0.0258 | 421.97 | 7912 | 4.9180 | 0.25 |
0.0266 | 422.99 | 7931 | 4.9134 | 0.2433 |
0.0304 | 424.0 | 7950 | 4.9005 | 0.2417 |
0.0247 | 424.96 | 7968 | 4.8937 | 0.2417 |
0.0493 | 425.97 | 7987 | 4.8835 | 0.245 |
0.0286 | 426.99 | 8006 | 4.8968 | 0.24 |
0.0228 | 428.0 | 8025 | 4.9066 | 0.2383 |
0.0362 | 428.96 | 8043 | 4.9031 | 0.245 |
0.0244 | 429.97 | 8062 | 4.8997 | 0.2467 |
0.0204 | 430.99 | 8081 | 4.9059 | 0.2433 |
0.0344 | 432.0 | 8100 | 4.9052 | 0.2433 |
0.0252 | 432.96 | 8118 | 4.8975 | 0.2433 |
0.0242 | 433.97 | 8137 | 4.8961 | 0.2467 |
0.0135 | 434.99 | 8156 | 4.9086 | 0.2467 |
0.0296 | 436.0 | 8175 | 4.9135 | 0.2417 |
0.0432 | 436.96 | 8193 | 4.9079 | 0.2433 |
0.0242 | 437.97 | 8212 | 4.8981 | 0.24 |
0.0227 | 438.99 | 8231 | 4.8857 | 0.24 |
0.021 | 440.0 | 8250 | 4.8874 | 0.2383 |
0.0244 | 440.96 | 8268 | 4.8847 | 0.24 |
0.0234 | 441.97 | 8287 | 4.8964 | 0.2367 |
0.0278 | 442.99 | 8306 | 4.9161 | 0.2383 |
0.0322 | 444.0 | 8325 | 4.9212 | 0.2367 |
0.038 | 444.96 | 8343 | 4.9251 | 0.24 |
0.0327 | 445.97 | 8362 | 4.9340 | 0.24 |
0.0256 | 446.99 | 8381 | 4.9246 | 0.2417 |
0.0327 | 448.0 | 8400 | 4.9294 | 0.2367 |
0.0246 | 448.96 | 8418 | 4.9311 | 0.2417 |
0.0239 | 449.97 | 8437 | 4.9220 | 0.2383 |
0.0219 | 450.99 | 8456 | 4.9205 | 0.24 |
0.0287 | 452.0 | 8475 | 4.9249 | 0.2367 |
0.0244 | 452.96 | 8493 | 4.9275 | 0.24 |
0.0222 | 453.97 | 8512 | 4.9322 | 0.2417 |
0.0277 | 454.99 | 8531 | 4.9318 | 0.2383 |
0.0315 | 456.0 | 8550 | 4.9291 | 0.2383 |
0.021 | 456.96 | 8568 | 4.9293 | 0.2367 |
0.0288 | 457.97 | 8587 | 4.9233 | 0.2333 |
0.0229 | 458.99 | 8606 | 4.9236 | 0.2383 |
0.0257 | 460.0 | 8625 | 4.9225 | 0.2367 |
0.0291 | 460.96 | 8643 | 4.9222 | 0.2383 |
0.0325 | 461.97 | 8662 | 4.9216 | 0.2367 |
0.0268 | 462.99 | 8681 | 4.9202 | 0.2367 |
0.0156 | 464.0 | 8700 | 4.9175 | 0.2367 |
0.0196 | 464.96 | 8718 | 4.9147 | 0.2333 |
0.0448 | 465.97 | 8737 | 4.9100 | 0.2333 |
0.0232 | 466.99 | 8756 | 4.9088 | 0.2333 |
0.0274 | 468.0 | 8775 | 4.9096 | 0.2367 |
0.029 | 468.96 | 8793 | 4.9105 | 0.2367 |
0.0337 | 469.97 | 8812 | 4.9125 | 0.235 |
0.0178 | 470.99 | 8831 | 4.9120 | 0.235 |
0.0286 | 472.0 | 8850 | 4.9125 | 0.2367 |
0.0159 | 472.96 | 8868 | 4.9102 | 0.2367 |
0.0318 | 473.97 | 8887 | 4.9116 | 0.2383 |
0.0302 | 474.99 | 8906 | 4.9113 | 0.24 |
0.0184 | 476.0 | 8925 | 4.9120 | 0.24 |
0.025 | 476.96 | 8943 | 4.9128 | 0.24 |
0.027 | 477.97 | 8962 | 4.9126 | 0.24 |
0.0298 | 478.99 | 8981 | 4.9130 | 0.24 |
0.0349 | 480.0 | 9000 | 4.9130 | 0.24 |
Framework versions
- Transformers 4.31.0
- Pytorch 1.13.1
- Datasets 2.14.0
- Tokenizers 0.13.3
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microsoft/swinv2-small-patch4-window16-256