kvasir_seg_rtdetr_r18
This model is a fine-tuned version of PekingU/rtdetr_r18vd_coco_o365 on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 4.8559
- Map: 0.6996
- Map 50: 0.9114
- Map 75: 0.768
- Map Small: 0.0
- Map Medium: 0.4886
- Map Large: 0.7135
- Mar 1: 0.7199
- Mar 10: 0.8393
- Mar 100: 0.8915
- Mar Small: 0.0
- Mar Medium: 0.84
- Mar Large: 0.8985
- Map Polyp: 0.6996
- Mar 100 Polyp: 0.8915
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: 0.0001
- train_batch_size: 8
- eval_batch_size: 1
- seed: 42
- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: cosine
- lr_scheduler_warmup_steps: 300
- num_epochs: 150
Training results
Training Loss | Epoch | Step | Validation Loss | Map | Map 50 | Map 75 | Map Small | Map Medium | Map Large | Mar 1 | Mar 10 | Mar 100 | Mar Small | Mar Medium | Mar Large | Map Polyp | Mar 100 Polyp |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
328.7584 | 1.0 | 100 | 105.4353 | 0.0217 | 0.0467 | 0.0164 | 0.0 | 0.0 | 0.0235 | 0.0844 | 0.2213 | 0.2839 | 0.0 | 0.0 | 0.2995 | 0.0217 | 0.2839 |
54.5087 | 2.0 | 200 | 29.3093 | 0.0641 | 0.1127 | 0.0625 | 0.0 | 0.1482 | 0.0671 | 0.2147 | 0.5171 | 0.6886 | 0.0 | 0.24 | 0.7145 | 0.0641 | 0.6886 |
18.273 | 3.0 | 300 | 13.9644 | 0.195 | 0.2841 | 0.2099 | 0.0 | 0.0152 | 0.2089 | 0.3654 | 0.6815 | 0.7872 | 0.0 | 0.59 | 0.801 | 0.195 | 0.7872 |
12.3686 | 4.0 | 400 | 9.2201 | 0.2061 | 0.2977 | 0.2192 | 0.0 | 0.0328 | 0.2194 | 0.3621 | 0.7118 | 0.8924 | 0.0 | 0.7 | 0.9065 | 0.2061 | 0.8924 |
10.3152 | 5.0 | 500 | 7.9569 | 0.4353 | 0.561 | 0.4655 | 0.0 | 0.1308 | 0.4571 | 0.5218 | 0.7815 | 0.8905 | 0.0 | 0.65 | 0.907 | 0.4353 | 0.8905 |
9.877 | 6.0 | 600 | 8.6031 | 0.3128 | 0.399 | 0.3417 | 0.0 | 0.1584 | 0.3279 | 0.4848 | 0.7682 | 0.91 | 0.0 | 0.76 | 0.922 | 0.3128 | 0.91 |
9.3949 | 7.0 | 700 | 7.6619 | 0.5258 | 0.7045 | 0.5629 | 0.0 | 0.1969 | 0.5489 | 0.5844 | 0.7763 | 0.9185 | 0.0 | 0.67 | 0.9355 | 0.5258 | 0.9185 |
8.9883 | 8.0 | 800 | 7.7975 | 0.4233 | 0.57 | 0.4376 | 0.0 | 0.1904 | 0.4408 | 0.5422 | 0.791 | 0.9128 | 0.0 | 0.82 | 0.922 | 0.4233 | 0.9128 |
8.5345 | 9.0 | 900 | 7.6628 | 0.2454 | 0.3437 | 0.2641 | 0.0 | 0.2014 | 0.2574 | 0.391 | 0.7118 | 0.9028 | 0.0 | 0.75 | 0.915 | 0.2454 | 0.9028 |
8.3354 | 10.0 | 1000 | 8.2167 | 0.2949 | 0.4087 | 0.3156 | 0.0 | 0.1208 | 0.3114 | 0.4507 | 0.7199 | 0.8872 | 0.0 | 0.6 | 0.906 | 0.2949 | 0.8872 |
8.044 | 11.0 | 1100 | 7.1574 | 0.4414 | 0.5745 | 0.4718 | 0.0 | 0.2895 | 0.461 | 0.5569 | 0.7905 | 0.9076 | 0.0 | 0.78 | 0.9185 | 0.4414 | 0.9076 |
8.0058 | 12.0 | 1200 | 7.0897 | 0.344 | 0.4723 | 0.3711 | 0.0 | 0.2359 | 0.3603 | 0.5246 | 0.8232 | 0.9137 | 0.0 | 0.78 | 0.925 | 0.344 | 0.9137 |
7.8317 | 13.0 | 1300 | 7.3114 | 0.3671 | 0.5186 | 0.3898 | 0.0 | 0.1734 | 0.3846 | 0.5351 | 0.7711 | 0.9081 | 0.0 | 0.8 | 0.918 | 0.3671 | 0.9081 |
7.5776 | 14.0 | 1400 | 7.5346 | 0.3043 | 0.4337 | 0.3217 | 0.0 | 0.1102 | 0.3199 | 0.473 | 0.7773 | 0.9109 | 0.0 | 0.79 | 0.9215 | 0.3043 | 0.9109 |
7.367 | 15.0 | 1500 | 6.6930 | 0.4188 | 0.5544 | 0.4475 | 0.0 | 0.2315 | 0.4357 | 0.546 | 0.8142 | 0.9218 | 0.0 | 0.84 | 0.9305 | 0.4188 | 0.9218 |
7.249 | 16.0 | 1600 | 6.7257 | 0.4509 | 0.6084 | 0.4975 | 0.0 | 0.2494 | 0.4683 | 0.5981 | 0.8469 | 0.909 | 0.0 | 0.8 | 0.919 | 0.4509 | 0.909 |
7.1063 | 17.0 | 1700 | 7.8123 | 0.3076 | 0.4209 | 0.3293 | 0.0 | 0.1455 | 0.3224 | 0.4943 | 0.7412 | 0.9043 | 0.0 | 0.77 | 0.9155 | 0.3076 | 0.9043 |
7.1784 | 18.0 | 1800 | 7.4297 | 0.3582 | 0.4877 | 0.3739 | 0.0 | 0.1887 | 0.3749 | 0.5071 | 0.7962 | 0.9166 | 0.0 | 0.74 | 0.93 | 0.3582 | 0.9166 |
7.0446 | 19.0 | 1900 | 7.1160 | 0.3486 | 0.4704 | 0.3853 | 0.0 | 0.203 | 0.3635 | 0.5555 | 0.7957 | 0.909 | 0.0 | 0.78 | 0.92 | 0.3486 | 0.909 |
7.0708 | 20.0 | 2000 | 6.9090 | 0.4352 | 0.6138 | 0.4673 | 0.0 | 0.1152 | 0.455 | 0.5341 | 0.7995 | 0.9185 | 0.0 | 0.87 | 0.9255 | 0.4352 | 0.9185 |
7.0069 | 21.0 | 2100 | 6.4302 | 0.4221 | 0.5845 | 0.439 | 0.0 | 0.1887 | 0.44 | 0.5038 | 0.828 | 0.9194 | 0.0 | 0.8 | 0.93 | 0.4221 | 0.9194 |
6.9179 | 22.0 | 2200 | 6.8735 | 0.2883 | 0.4071 | 0.3019 | 0.0 | 0.1738 | 0.301 | 0.4047 | 0.7839 | 0.9009 | 0.0 | 0.77 | 0.912 | 0.2883 | 0.9009 |
6.7794 | 23.0 | 2300 | 6.9011 | 0.4379 | 0.6018 | 0.481 | 0.0 | 0.1178 | 0.4587 | 0.5265 | 0.7915 | 0.9052 | 0.0 | 0.8 | 0.915 | 0.4379 | 0.9052 |
6.9367 | 24.0 | 2400 | 5.8450 | 0.5848 | 0.7835 | 0.6384 | 0.0 | 0.1811 | 0.61 | 0.6313 | 0.8398 | 0.9171 | 0.0 | 0.77 | 0.929 | 0.5848 | 0.9171 |
6.8596 | 25.0 | 2500 | 6.6438 | 0.3867 | 0.5434 | 0.4014 | 0.0 | 0.173 | 0.4041 | 0.5246 | 0.7773 | 0.8995 | 0.0 | 0.77 | 0.9105 | 0.3867 | 0.8995 |
6.7357 | 26.0 | 2600 | 7.0414 | 0.4158 | 0.5564 | 0.4631 | 0.0 | 0.2366 | 0.4349 | 0.5796 | 0.7967 | 0.8948 | 0.0 | 0.72 | 0.908 | 0.4158 | 0.8948 |
6.7968 | 27.0 | 2700 | 6.7433 | 0.528 | 0.7024 | 0.5641 | 0.0 | 0.1794 | 0.5525 | 0.6123 | 0.8573 | 0.9209 | 0.0 | 0.79 | 0.932 | 0.528 | 0.9209 |
6.5425 | 28.0 | 2800 | 6.8662 | 0.4346 | 0.587 | 0.4484 | 0.0 | 0.1637 | 0.4535 | 0.6251 | 0.828 | 0.9109 | 0.0 | 0.82 | 0.92 | 0.4346 | 0.9109 |
6.6149 | 29.0 | 2900 | 7.1492 | 0.4277 | 0.5659 | 0.4601 | 0.0 | 0.357 | 0.4467 | 0.5716 | 0.8237 | 0.9114 | 0.0 | 0.77 | 0.923 | 0.4277 | 0.9114 |
6.4956 | 30.0 | 3000 | 6.4835 | 0.4805 | 0.6497 | 0.5108 | 0.0 | 0.2116 | 0.5006 | 0.6493 | 0.8431 | 0.9081 | 0.0 | 0.78 | 0.919 | 0.4805 | 0.9081 |
6.325 | 31.0 | 3100 | 6.4725 | 0.4354 | 0.5666 | 0.4718 | 0.0 | 0.3062 | 0.4543 | 0.6327 | 0.8403 | 0.9114 | 0.0 | 0.77 | 0.923 | 0.4354 | 0.9114 |
6.4792 | 32.0 | 3200 | 6.5891 | 0.4733 | 0.6166 | 0.4951 | 0.0 | 0.1749 | 0.4961 | 0.646 | 0.8355 | 0.9118 | 0.0 | 0.77 | 0.9235 | 0.4733 | 0.9118 |
6.4267 | 33.0 | 3300 | 6.2471 | 0.5297 | 0.6574 | 0.584 | 0.0 | 0.417 | 0.5506 | 0.6559 | 0.8649 | 0.91 | 0.0 | 0.72 | 0.924 | 0.5297 | 0.91 |
6.4015 | 34.0 | 3400 | 6.2159 | 0.5927 | 0.7575 | 0.6442 | 0.0 | 0.3905 | 0.614 | 0.6559 | 0.8393 | 0.9071 | 0.0 | 0.85 | 0.9145 | 0.5927 | 0.9071 |
6.2961 | 35.0 | 3500 | 6.9543 | 0.4289 | 0.6037 | 0.45 | 0.0 | 0.3703 | 0.442 | 0.4882 | 0.7972 | 0.8815 | 0.0 | 0.81 | 0.8895 | 0.4289 | 0.8815 |
6.1437 | 36.0 | 3600 | 6.2903 | 0.5107 | 0.6672 | 0.5503 | 0.0 | 0.1753 | 0.5298 | 0.6137 | 0.8436 | 0.9095 | 0.0 | 0.8 | 0.9195 | 0.5107 | 0.9095 |
6.1999 | 37.0 | 3700 | 6.4701 | 0.465 | 0.6323 | 0.4888 | 0.0 | 0.2612 | 0.4825 | 0.5555 | 0.7877 | 0.8905 | 0.0 | 0.81 | 0.899 | 0.465 | 0.8905 |
6.1331 | 38.0 | 3800 | 6.0898 | 0.461 | 0.6161 | 0.4959 | 0.0 | 0.1816 | 0.4799 | 0.6327 | 0.8218 | 0.9 | 0.0 | 0.79 | 0.91 | 0.461 | 0.9 |
6.1776 | 39.0 | 3900 | 6.2661 | 0.468 | 0.6355 | 0.502 | 0.0 | 0.3374 | 0.486 | 0.546 | 0.8232 | 0.9062 | 0.0 | 0.8 | 0.916 | 0.468 | 0.9062 |
6.018 | 40.0 | 4000 | 5.8017 | 0.5797 | 0.7618 | 0.6432 | 0.0 | 0.2132 | 0.6023 | 0.6038 | 0.8445 | 0.9043 | 0.0 | 0.85 | 0.9115 | 0.5797 | 0.9043 |
6.1899 | 41.0 | 4100 | 5.7870 | 0.5732 | 0.7472 | 0.6297 | 0.0 | 0.1139 | 0.5978 | 0.6517 | 0.836 | 0.9047 | 0.0 | 0.85 | 0.912 | 0.5732 | 0.9047 |
5.9885 | 42.0 | 4200 | 5.8262 | 0.6162 | 0.793 | 0.6722 | 0.0 | 0.36 | 0.6394 | 0.637 | 0.8573 | 0.9076 | 0.0 | 0.83 | 0.916 | 0.6162 | 0.9076 |
5.9469 | 43.0 | 4300 | 5.9656 | 0.5803 | 0.7559 | 0.622 | 0.0 | 0.4129 | 0.603 | 0.6483 | 0.8384 | 0.9047 | 0.0 | 0.85 | 0.912 | 0.5803 | 0.9047 |
5.9479 | 44.0 | 4400 | 6.0606 | 0.5878 | 0.7564 | 0.6396 | 0.0 | 0.3012 | 0.6089 | 0.6066 | 0.8479 | 0.9043 | 0.0 | 0.84 | 0.912 | 0.5878 | 0.9043 |
5.8736 | 45.0 | 4500 | 6.1277 | 0.5992 | 0.7708 | 0.6414 | 0.0 | 0.25 | 0.6238 | 0.6588 | 0.8474 | 0.9071 | 0.0 | 0.83 | 0.9155 | 0.5992 | 0.9071 |
6.0308 | 46.0 | 4600 | 6.0510 | 0.5644 | 0.7258 | 0.6109 | 0.0 | 0.3322 | 0.5876 | 0.6626 | 0.8474 | 0.9014 | 0.0 | 0.85 | 0.9085 | 0.5644 | 0.9014 |
5.8821 | 47.0 | 4700 | 6.1862 | 0.5191 | 0.651 | 0.5563 | 0.0 | 0.1103 | 0.5429 | 0.6441 | 0.8384 | 0.9114 | 0.0 | 0.82 | 0.9205 | 0.5191 | 0.9114 |
5.8174 | 48.0 | 4800 | 6.2716 | 0.5513 | 0.7038 | 0.5877 | 0.0 | 0.1605 | 0.5752 | 0.6398 | 0.8526 | 0.9142 | 0.0 | 0.84 | 0.9225 | 0.5513 | 0.9142 |
5.8138 | 49.0 | 4900 | 6.0443 | 0.5792 | 0.7603 | 0.6092 | 0.0 | 0.3321 | 0.5998 | 0.6393 | 0.8346 | 0.8981 | 0.0 | 0.79 | 0.908 | 0.5792 | 0.8981 |
5.8482 | 50.0 | 5000 | 6.5761 | 0.4936 | 0.6482 | 0.5428 | 0.0 | 0.289 | 0.5163 | 0.5758 | 0.7943 | 0.8896 | 0.0 | 0.75 | 0.901 | 0.4936 | 0.8896 |
5.7062 | 51.0 | 5100 | 6.1185 | 0.5283 | 0.6686 | 0.5753 | 0.0 | 0.3035 | 0.5505 | 0.6232 | 0.8341 | 0.9118 | 0.0 | 0.87 | 0.9185 | 0.5283 | 0.9118 |
5.6989 | 52.0 | 5200 | 6.0044 | 0.5856 | 0.7479 | 0.6369 | 0.0 | 0.2705 | 0.6085 | 0.6844 | 0.8308 | 0.8962 | 0.0 | 0.82 | 0.9045 | 0.5856 | 0.8962 |
5.5779 | 53.0 | 5300 | 5.9162 | 0.6011 | 0.77 | 0.6466 | 0.0 | 0.3969 | 0.6239 | 0.7028 | 0.8536 | 0.9 | 0.0 | 0.84 | 0.9075 | 0.6011 | 0.9 |
5.5422 | 54.0 | 5400 | 6.1687 | 0.5609 | 0.7387 | 0.6005 | 0.0 | 0.2592 | 0.5814 | 0.6218 | 0.8336 | 0.8995 | 0.0 | 0.84 | 0.907 | 0.5609 | 0.8995 |
5.5615 | 55.0 | 5500 | 7.0190 | 0.456 | 0.631 | 0.4893 | 0.0 | 0.3124 | 0.4725 | 0.5336 | 0.8024 | 0.8886 | 0.0 | 0.83 | 0.896 | 0.456 | 0.8886 |
5.5674 | 56.0 | 5600 | 6.3056 | 0.5218 | 0.7175 | 0.5431 | 0.0 | 0.4512 | 0.5397 | 0.6318 | 0.837 | 0.8967 | 0.0 | 0.86 | 0.903 | 0.5218 | 0.8967 |
5.4516 | 57.0 | 5700 | 5.6783 | 0.6161 | 0.8042 | 0.6533 | 0.0 | 0.4324 | 0.6357 | 0.6716 | 0.8469 | 0.9 | 0.0 | 0.87 | 0.906 | 0.6161 | 0.9 |
5.415 | 58.0 | 5800 | 5.9260 | 0.6019 | 0.7819 | 0.6293 | 0.0 | 0.4337 | 0.6246 | 0.6725 | 0.8408 | 0.9009 | 0.0 | 0.83 | 0.909 | 0.6019 | 0.9009 |
5.5503 | 59.0 | 5900 | 6.1504 | 0.5291 | 0.7104 | 0.5634 | 0.0 | 0.4015 | 0.5479 | 0.591 | 0.8502 | 0.9014 | 0.0 | 0.82 | 0.91 | 0.5291 | 0.9014 |
5.4917 | 60.0 | 6000 | 5.8398 | 0.5809 | 0.7735 | 0.6137 | 0.0 | 0.3969 | 0.6001 | 0.6474 | 0.8573 | 0.8934 | 0.0 | 0.79 | 0.903 | 0.5809 | 0.8934 |
5.5592 | 61.0 | 6100 | 5.7688 | 0.611 | 0.7941 | 0.6522 | 0.0 | 0.3962 | 0.6297 | 0.6408 | 0.8403 | 0.8995 | 0.0 | 0.84 | 0.907 | 0.611 | 0.8995 |
5.3401 | 62.0 | 6200 | 5.7462 | 0.5848 | 0.775 | 0.5963 | 0.0 | 0.4851 | 0.6033 | 0.6536 | 0.8474 | 0.9047 | 0.0 | 0.88 | 0.9105 | 0.5848 | 0.9047 |
5.3558 | 63.0 | 6300 | 5.8356 | 0.5816 | 0.7882 | 0.619 | 0.0 | 0.4334 | 0.5982 | 0.6332 | 0.8223 | 0.8791 | 0.0 | 0.9 | 0.8825 | 0.5816 | 0.8791 |
5.326 | 64.0 | 6400 | 6.2211 | 0.5195 | 0.707 | 0.5443 | 0.0 | 0.3136 | 0.5373 | 0.5886 | 0.8256 | 0.8877 | 0.0 | 0.83 | 0.895 | 0.5195 | 0.8877 |
5.278 | 65.0 | 6500 | 5.3357 | 0.6396 | 0.8254 | 0.6918 | 0.0 | 0.473 | 0.6568 | 0.6773 | 0.8545 | 0.8986 | 0.0 | 0.87 | 0.9045 | 0.6396 | 0.8986 |
5.315 | 66.0 | 6600 | 5.8402 | 0.6183 | 0.8016 | 0.6708 | 0.0 | 0.4752 | 0.6386 | 0.6616 | 0.8602 | 0.9005 | 0.0 | 0.87 | 0.9065 | 0.6183 | 0.9005 |
5.3418 | 67.0 | 6700 | 5.4617 | 0.6167 | 0.8373 | 0.6565 | 0.0 | 0.4112 | 0.6353 | 0.6588 | 0.8474 | 0.8981 | 0.0 | 0.85 | 0.905 | 0.6167 | 0.8981 |
5.2841 | 68.0 | 6800 | 5.4826 | 0.6696 | 0.8578 | 0.7252 | 0.0 | 0.3299 | 0.6891 | 0.6882 | 0.8526 | 0.8981 | 0.0 | 0.87 | 0.904 | 0.6696 | 0.8981 |
5.2984 | 69.0 | 6900 | 5.4558 | 0.6553 | 0.866 | 0.6974 | 0.0 | 0.4049 | 0.671 | 0.6863 | 0.8355 | 0.9 | 0.0 | 0.88 | 0.9055 | 0.6553 | 0.9 |
5.1851 | 70.0 | 7000 | 5.9259 | 0.5741 | 0.7469 | 0.6277 | 0.0 | 0.2257 | 0.5971 | 0.6161 | 0.8303 | 0.8934 | 0.0 | 0.86 | 0.8995 | 0.5741 | 0.8934 |
5.181 | 71.0 | 7100 | 5.4635 | 0.6607 | 0.8592 | 0.7119 | 0.0 | 0.4913 | 0.6761 | 0.6806 | 0.8412 | 0.9024 | 0.0 | 0.84 | 0.91 | 0.6607 | 0.9024 |
5.1508 | 72.0 | 7200 | 5.6232 | 0.611 | 0.8037 | 0.6533 | 0.0 | 0.4713 | 0.6282 | 0.654 | 0.8422 | 0.9052 | 0.0 | 0.89 | 0.9105 | 0.611 | 0.9052 |
5.1352 | 73.0 | 7300 | 5.6329 | 0.6132 | 0.818 | 0.6484 | 0.0 | 0.5055 | 0.6291 | 0.6659 | 0.8408 | 0.8948 | 0.0 | 0.84 | 0.902 | 0.6132 | 0.8948 |
5.0835 | 74.0 | 7400 | 5.2254 | 0.6655 | 0.862 | 0.7302 | 0.0 | 0.4657 | 0.6816 | 0.6948 | 0.8545 | 0.8991 | 0.0 | 0.88 | 0.9045 | 0.6655 | 0.8991 |
5.0506 | 75.0 | 7500 | 5.5285 | 0.6407 | 0.8335 | 0.6843 | 0.0 | 0.3756 | 0.6603 | 0.6673 | 0.8559 | 0.9052 | 0.0 | 0.87 | 0.9115 | 0.6407 | 0.9052 |
5.0889 | 76.0 | 7600 | 5.6099 | 0.604 | 0.8039 | 0.6636 | 0.0 | 0.4564 | 0.6204 | 0.6583 | 0.8308 | 0.8924 | 0.0 | 0.86 | 0.8985 | 0.604 | 0.8924 |
5.0013 | 77.0 | 7700 | 5.2094 | 0.6616 | 0.863 | 0.7203 | 0.0 | 0.3771 | 0.6808 | 0.6962 | 0.8479 | 0.8896 | 0.0 | 0.85 | 0.896 | 0.6616 | 0.8896 |
5.1114 | 78.0 | 7800 | 5.1092 | 0.6651 | 0.8656 | 0.7255 | 0.0 | 0.4837 | 0.6786 | 0.6882 | 0.8488 | 0.8891 | 0.0 | 0.85 | 0.8955 | 0.6651 | 0.8891 |
5.0461 | 79.0 | 7900 | 5.1339 | 0.6623 | 0.8689 | 0.718 | 0.0 | 0.4655 | 0.6796 | 0.6962 | 0.8455 | 0.9033 | 0.0 | 0.86 | 0.91 | 0.6623 | 0.9033 |
5.0452 | 80.0 | 8000 | 5.3328 | 0.6569 | 0.8528 | 0.7302 | 0.0 | 0.4636 | 0.6762 | 0.6948 | 0.8469 | 0.8972 | 0.0 | 0.88 | 0.9025 | 0.6569 | 0.8972 |
5.0501 | 81.0 | 8100 | 5.5217 | 0.6503 | 0.8424 | 0.6965 | 0.0 | 0.408 | 0.6679 | 0.673 | 0.8431 | 0.8957 | 0.0 | 0.86 | 0.902 | 0.6503 | 0.8957 |
4.9118 | 82.0 | 8200 | 5.6498 | 0.6337 | 0.8333 | 0.6797 | 0.0 | 0.3812 | 0.6538 | 0.6597 | 0.8289 | 0.8938 | 0.0 | 0.84 | 0.901 | 0.6337 | 0.8938 |
4.971 | 83.0 | 8300 | 5.7732 | 0.6249 | 0.823 | 0.6661 | 0.0 | 0.467 | 0.6435 | 0.6559 | 0.8389 | 0.891 | 0.0 | 0.78 | 0.901 | 0.6249 | 0.891 |
4.8744 | 84.0 | 8400 | 5.3769 | 0.678 | 0.8753 | 0.738 | 0.0 | 0.4127 | 0.6943 | 0.6981 | 0.8517 | 0.9005 | 0.0 | 0.9 | 0.905 | 0.678 | 0.9005 |
4.9024 | 85.0 | 8500 | 5.2106 | 0.6799 | 0.8813 | 0.7143 | 0.0 | 0.392 | 0.6986 | 0.7033 | 0.8427 | 0.8943 | 0.0 | 0.84 | 0.9015 | 0.6799 | 0.8943 |
4.8361 | 86.0 | 8600 | 5.1924 | 0.6726 | 0.8596 | 0.7193 | 0.0 | 0.3602 | 0.6921 | 0.6981 | 0.8521 | 0.9005 | 0.0 | 0.86 | 0.907 | 0.6726 | 0.9005 |
4.7713 | 87.0 | 8700 | 5.2097 | 0.6786 | 0.8854 | 0.7263 | 0.0 | 0.389 | 0.6958 | 0.6853 | 0.8488 | 0.8991 | 0.0 | 0.87 | 0.905 | 0.6786 | 0.8991 |
4.8765 | 88.0 | 8800 | 5.4051 | 0.6566 | 0.8497 | 0.7137 | 0.0 | 0.4111 | 0.6757 | 0.6773 | 0.8398 | 0.8825 | 0.0 | 0.82 | 0.89 | 0.6566 | 0.8825 |
4.7893 | 89.0 | 8900 | 5.3679 | 0.6497 | 0.8468 | 0.7021 | 0.0 | 0.4852 | 0.6671 | 0.6886 | 0.8393 | 0.8967 | 0.0 | 0.86 | 0.903 | 0.6497 | 0.8967 |
4.7177 | 90.0 | 9000 | 5.3805 | 0.6533 | 0.8489 | 0.7066 | 0.0 | 0.4542 | 0.6711 | 0.6919 | 0.8313 | 0.8915 | 0.0 | 0.82 | 0.8995 | 0.6533 | 0.8915 |
4.7715 | 91.0 | 9100 | 5.6189 | 0.6267 | 0.8128 | 0.6736 | 0.0 | 0.4737 | 0.6424 | 0.6564 | 0.8427 | 0.8967 | 0.0 | 0.86 | 0.903 | 0.6267 | 0.8967 |
4.7119 | 92.0 | 9200 | 5.5511 | 0.6398 | 0.8312 | 0.6803 | 0.0 | 0.5786 | 0.6559 | 0.6526 | 0.8318 | 0.8929 | 0.0 | 0.83 | 0.9005 | 0.6398 | 0.8929 |
4.695 | 93.0 | 9300 | 5.5682 | 0.6327 | 0.8241 | 0.667 | 0.0 | 0.4086 | 0.6499 | 0.6716 | 0.8327 | 0.8924 | 0.0 | 0.85 | 0.899 | 0.6327 | 0.8924 |
4.6644 | 94.0 | 9400 | 5.3228 | 0.662 | 0.855 | 0.6994 | 0.0 | 0.3843 | 0.68 | 0.6858 | 0.8464 | 0.8962 | 0.0 | 0.87 | 0.902 | 0.662 | 0.8962 |
4.6613 | 95.0 | 9500 | 5.2617 | 0.6644 | 0.8642 | 0.7088 | 0.0 | 0.5257 | 0.6779 | 0.6929 | 0.8488 | 0.8981 | 0.0 | 0.83 | 0.906 | 0.6644 | 0.8981 |
4.6428 | 96.0 | 9600 | 5.0369 | 0.6893 | 0.8848 | 0.7569 | 0.0 | 0.4619 | 0.7064 | 0.709 | 0.8583 | 0.8934 | 0.0 | 0.82 | 0.9015 | 0.6893 | 0.8934 |
4.6383 | 97.0 | 9700 | 5.3712 | 0.6373 | 0.8179 | 0.6922 | 0.0 | 0.4024 | 0.6536 | 0.6664 | 0.8488 | 0.8991 | 0.0 | 0.89 | 0.904 | 0.6373 | 0.8991 |
4.6614 | 98.0 | 9800 | 5.2165 | 0.6599 | 0.857 | 0.7168 | 0.0 | 0.3705 | 0.6784 | 0.6891 | 0.8403 | 0.8882 | 0.0 | 0.86 | 0.894 | 0.6599 | 0.8882 |
4.6073 | 99.0 | 9900 | 5.2039 | 0.6479 | 0.8478 | 0.6905 | 0.0 | 0.4192 | 0.666 | 0.6825 | 0.8445 | 0.8877 | 0.0 | 0.83 | 0.895 | 0.6479 | 0.8877 |
4.5726 | 100.0 | 10000 | 5.2745 | 0.663 | 0.8686 | 0.7038 | 0.0 | 0.4939 | 0.6774 | 0.6886 | 0.8431 | 0.8848 | 0.0 | 0.85 | 0.891 | 0.663 | 0.8848 |
4.5516 | 101.0 | 10100 | 5.1948 | 0.6682 | 0.8786 | 0.7233 | 0.0 | 0.5113 | 0.6813 | 0.7066 | 0.8389 | 0.8863 | 0.0 | 0.87 | 0.8915 | 0.6682 | 0.8863 |
4.5178 | 102.0 | 10200 | 5.0016 | 0.6808 | 0.8885 | 0.7253 | 0.0 | 0.4145 | 0.6975 | 0.6991 | 0.8398 | 0.8882 | 0.0 | 0.88 | 0.893 | 0.6808 | 0.8882 |
4.554 | 103.0 | 10300 | 5.1041 | 0.6713 | 0.8764 | 0.7146 | 0.0 | 0.484 | 0.6839 | 0.7028 | 0.8365 | 0.8896 | 0.0 | 0.87 | 0.895 | 0.6713 | 0.8896 |
4.5047 | 104.0 | 10400 | 5.0536 | 0.6733 | 0.8881 | 0.7346 | 0.0 | 0.5161 | 0.6861 | 0.69 | 0.8313 | 0.8801 | 0.0 | 0.84 | 0.8865 | 0.6733 | 0.8801 |
4.4769 | 105.0 | 10500 | 5.0607 | 0.6881 | 0.9005 | 0.7435 | 0.0 | 0.5438 | 0.6998 | 0.7137 | 0.8389 | 0.882 | 0.0 | 0.82 | 0.8895 | 0.6881 | 0.882 |
4.4684 | 106.0 | 10600 | 5.0023 | 0.6854 | 0.8926 | 0.7468 | 0.0 | 0.5582 | 0.6987 | 0.718 | 0.8408 | 0.8953 | 0.0 | 0.82 | 0.9035 | 0.6854 | 0.8953 |
4.5203 | 107.0 | 10700 | 5.0049 | 0.6807 | 0.8826 | 0.7457 | 0.0 | 0.554 | 0.6952 | 0.7171 | 0.8645 | 0.8943 | 0.0 | 0.83 | 0.902 | 0.6807 | 0.8943 |
4.413 | 108.0 | 10800 | 4.9532 | 0.6846 | 0.8939 | 0.7492 | 0.0 | 0.5038 | 0.6991 | 0.718 | 0.8403 | 0.8915 | 0.0 | 0.81 | 0.9 | 0.6846 | 0.8915 |
4.4614 | 109.0 | 10900 | 4.9174 | 0.6956 | 0.8992 | 0.7565 | 0.0 | 0.4832 | 0.7107 | 0.7218 | 0.8427 | 0.8953 | 0.0 | 0.84 | 0.9025 | 0.6956 | 0.8953 |
4.4055 | 110.0 | 11000 | 5.0199 | 0.6802 | 0.8868 | 0.7409 | 0.0 | 0.4514 | 0.6963 | 0.7076 | 0.8346 | 0.8991 | 0.0 | 0.82 | 0.9075 | 0.6802 | 0.8991 |
4.3637 | 111.0 | 11100 | 4.9812 | 0.6814 | 0.8892 | 0.7393 | 0.0 | 0.5097 | 0.696 | 0.7171 | 0.8469 | 0.8919 | 0.0 | 0.79 | 0.9015 | 0.6814 | 0.8919 |
4.4024 | 112.0 | 11200 | 4.9323 | 0.6884 | 0.9042 | 0.7445 | 0.0 | 0.5403 | 0.7008 | 0.7133 | 0.845 | 0.8915 | 0.0 | 0.82 | 0.8995 | 0.6884 | 0.8915 |
4.3255 | 113.0 | 11300 | 4.8589 | 0.6922 | 0.9051 | 0.7643 | 0.0 | 0.5214 | 0.7066 | 0.7114 | 0.8417 | 0.8905 | 0.0 | 0.82 | 0.8985 | 0.6922 | 0.8905 |
4.3582 | 114.0 | 11400 | 4.9238 | 0.6879 | 0.9075 | 0.749 | 0.0 | 0.4796 | 0.7023 | 0.7147 | 0.8374 | 0.8877 | 0.0 | 0.81 | 0.896 | 0.6879 | 0.8877 |
4.287 | 115.0 | 11500 | 4.9863 | 0.6886 | 0.9018 | 0.7404 | 0.0 | 0.4966 | 0.703 | 0.7166 | 0.8408 | 0.8867 | 0.0 | 0.83 | 0.894 | 0.6886 | 0.8867 |
4.3159 | 116.0 | 11600 | 5.0250 | 0.6752 | 0.8889 | 0.7215 | 0.0 | 0.5872 | 0.6885 | 0.6948 | 0.8455 | 0.8948 | 0.0 | 0.82 | 0.903 | 0.6752 | 0.8948 |
4.3536 | 117.0 | 11700 | 4.8935 | 0.6867 | 0.8959 | 0.7413 | 0.0 | 0.4453 | 0.7024 | 0.7142 | 0.8398 | 0.8872 | 0.0 | 0.82 | 0.895 | 0.6867 | 0.8872 |
4.2804 | 118.0 | 11800 | 4.9059 | 0.6874 | 0.9026 | 0.7391 | 0.0 | 0.4907 | 0.701 | 0.7137 | 0.8403 | 0.8919 | 0.0 | 0.84 | 0.899 | 0.6874 | 0.8919 |
4.2833 | 119.0 | 11900 | 4.9931 | 0.679 | 0.8909 | 0.7321 | 0.0 | 0.5342 | 0.6925 | 0.7085 | 0.846 | 0.8953 | 0.0 | 0.84 | 0.9025 | 0.679 | 0.8953 |
4.294 | 120.0 | 12000 | 4.9152 | 0.6839 | 0.8974 | 0.7506 | 0.0 | 0.5001 | 0.6977 | 0.728 | 0.8469 | 0.8877 | 0.0 | 0.83 | 0.895 | 0.6839 | 0.8877 |
4.2876 | 121.0 | 12100 | 4.8559 | 0.6996 | 0.9114 | 0.768 | 0.0 | 0.4886 | 0.7135 | 0.7199 | 0.8393 | 0.8915 | 0.0 | 0.84 | 0.8985 | 0.6996 | 0.8915 |
4.3188 | 122.0 | 12200 | 5.0836 | 0.6661 | 0.8779 | 0.7081 | 0.0 | 0.5014 | 0.6801 | 0.6981 | 0.8403 | 0.8919 | 0.0 | 0.83 | 0.8995 | 0.6661 | 0.8919 |
4.2945 | 123.0 | 12300 | 4.9716 | 0.6945 | 0.9015 | 0.7443 | 0.0 | 0.5274 | 0.7081 | 0.7185 | 0.8436 | 0.8929 | 0.0 | 0.83 | 0.9005 | 0.6945 | 0.8929 |
4.2278 | 124.0 | 12400 | 4.9418 | 0.686 | 0.8984 | 0.7362 | 0.0 | 0.4882 | 0.6988 | 0.7204 | 0.8469 | 0.8867 | 0.0 | 0.83 | 0.894 | 0.686 | 0.8867 |
4.2593 | 125.0 | 12500 | 5.0332 | 0.686 | 0.9005 | 0.7381 | 0.0 | 0.5344 | 0.6971 | 0.7209 | 0.8408 | 0.8858 | 0.0 | 0.85 | 0.892 | 0.686 | 0.8858 |
4.2182 | 126.0 | 12600 | 4.9317 | 0.6852 | 0.8955 | 0.7404 | 0.0 | 0.5508 | 0.6976 | 0.7223 | 0.8441 | 0.8886 | 0.0 | 0.84 | 0.8955 | 0.6852 | 0.8886 |
4.2638 | 127.0 | 12700 | 5.0511 | 0.6708 | 0.8849 | 0.7274 | 0.0 | 0.5834 | 0.683 | 0.7123 | 0.8393 | 0.8886 | 0.0 | 0.85 | 0.895 | 0.6708 | 0.8886 |
4.1952 | 128.0 | 12800 | 5.0145 | 0.6722 | 0.889 | 0.7223 | 0.0 | 0.5595 | 0.6845 | 0.7052 | 0.8346 | 0.8825 | 0.0 | 0.84 | 0.889 | 0.6722 | 0.8825 |
4.2047 | 129.0 | 12900 | 4.9855 | 0.6842 | 0.8966 | 0.732 | 0.0 | 0.5326 | 0.6973 | 0.7175 | 0.8398 | 0.8806 | 0.0 | 0.84 | 0.887 | 0.6842 | 0.8806 |
4.215 | 130.0 | 13000 | 4.9706 | 0.6808 | 0.8958 | 0.7319 | 0.0 | 0.5291 | 0.6942 | 0.7114 | 0.8332 | 0.8877 | 0.0 | 0.83 | 0.895 | 0.6808 | 0.8877 |
4.2377 | 131.0 | 13100 | 4.9718 | 0.6839 | 0.898 | 0.7366 | 0.0 | 0.5537 | 0.6973 | 0.7104 | 0.8351 | 0.881 | 0.0 | 0.82 | 0.8885 | 0.6839 | 0.881 |
4.1521 | 132.0 | 13200 | 4.9658 | 0.6859 | 0.8964 | 0.745 | 0.0 | 0.5394 | 0.6986 | 0.7152 | 0.8384 | 0.8801 | 0.0 | 0.85 | 0.886 | 0.6859 | 0.8801 |
4.205 | 133.0 | 13300 | 4.9849 | 0.6792 | 0.8912 | 0.7382 | 0.0 | 0.4949 | 0.693 | 0.7081 | 0.8322 | 0.8839 | 0.0 | 0.83 | 0.891 | 0.6792 | 0.8839 |
4.1716 | 134.0 | 13400 | 4.9999 | 0.6804 | 0.8935 | 0.7385 | 0.0 | 0.4934 | 0.6937 | 0.7038 | 0.8408 | 0.8834 | 0.0 | 0.82 | 0.891 | 0.6804 | 0.8834 |
4.1556 | 135.0 | 13500 | 5.0120 | 0.6811 | 0.8936 | 0.7433 | 0.0 | 0.5101 | 0.6943 | 0.7019 | 0.8417 | 0.8815 | 0.0 | 0.82 | 0.889 | 0.6811 | 0.8815 |
4.1656 | 136.0 | 13600 | 5.0309 | 0.674 | 0.8867 | 0.7315 | 0.0 | 0.5147 | 0.6871 | 0.7066 | 0.8365 | 0.882 | 0.0 | 0.84 | 0.8885 | 0.674 | 0.882 |
4.1715 | 137.0 | 13700 | 4.9570 | 0.6795 | 0.8966 | 0.7313 | 0.0 | 0.4992 | 0.6932 | 0.7109 | 0.8313 | 0.8834 | 0.0 | 0.83 | 0.8905 | 0.6795 | 0.8834 |
4.1291 | 138.0 | 13800 | 4.9760 | 0.6796 | 0.8925 | 0.7315 | 0.0 | 0.511 | 0.6934 | 0.7161 | 0.8336 | 0.8872 | 0.0 | 0.84 | 0.894 | 0.6796 | 0.8872 |
4.1406 | 139.0 | 13900 | 4.9690 | 0.6851 | 0.8992 | 0.7308 | 0.0 | 0.5089 | 0.6988 | 0.7114 | 0.8294 | 0.8815 | 0.0 | 0.84 | 0.888 | 0.6851 | 0.8815 |
4.1242 | 140.0 | 14000 | 4.9718 | 0.6788 | 0.8946 | 0.7239 | 0.0 | 0.4992 | 0.6924 | 0.7038 | 0.8322 | 0.8829 | 0.0 | 0.84 | 0.8895 | 0.6788 | 0.8829 |
4.1337 | 141.0 | 14100 | 4.9832 | 0.6771 | 0.8921 | 0.7255 | 0.0 | 0.4862 | 0.6907 | 0.7095 | 0.8355 | 0.882 | 0.0 | 0.82 | 0.8895 | 0.6771 | 0.882 |
4.1766 | 142.0 | 14200 | 4.9979 | 0.6767 | 0.8893 | 0.7238 | 0.0 | 0.5086 | 0.6902 | 0.7147 | 0.8403 | 0.8834 | 0.0 | 0.84 | 0.89 | 0.6767 | 0.8834 |
4.158 | 143.0 | 14300 | 4.9638 | 0.6823 | 0.8977 | 0.7327 | 0.0 | 0.5184 | 0.6953 | 0.7104 | 0.8351 | 0.8863 | 0.0 | 0.84 | 0.893 | 0.6823 | 0.8863 |
4.1759 | 144.0 | 14400 | 4.9966 | 0.6756 | 0.8865 | 0.7228 | 0.0 | 0.5223 | 0.6885 | 0.7071 | 0.8384 | 0.8825 | 0.0 | 0.84 | 0.889 | 0.6756 | 0.8825 |
4.122 | 145.0 | 14500 | 4.9467 | 0.6819 | 0.8952 | 0.7302 | 0.0 | 0.5193 | 0.695 | 0.7152 | 0.8379 | 0.8858 | 0.0 | 0.83 | 0.893 | 0.6819 | 0.8858 |
4.1834 | 146.0 | 14600 | 4.9808 | 0.6808 | 0.895 | 0.7261 | 0.0 | 0.5239 | 0.6937 | 0.7057 | 0.8322 | 0.8867 | 0.0 | 0.83 | 0.894 | 0.6808 | 0.8867 |
4.1443 | 147.0 | 14700 | 4.9647 | 0.6848 | 0.9002 | 0.7371 | 0.0 | 0.5254 | 0.6979 | 0.7076 | 0.837 | 0.8825 | 0.0 | 0.84 | 0.889 | 0.6848 | 0.8825 |
4.1243 | 148.0 | 14800 | 5.0032 | 0.6754 | 0.8847 | 0.7296 | 0.0 | 0.525 | 0.6883 | 0.7104 | 0.8389 | 0.8844 | 0.0 | 0.84 | 0.891 | 0.6754 | 0.8844 |
4.1306 | 149.0 | 14900 | 4.9693 | 0.6777 | 0.8919 | 0.7318 | 0.0 | 0.5181 | 0.6902 | 0.7118 | 0.8336 | 0.8848 | 0.0 | 0.84 | 0.8915 | 0.6777 | 0.8848 |
4.1316 | 150.0 | 15000 | 5.0121 | 0.6732 | 0.8882 | 0.7185 | 0.0 | 0.5121 | 0.6864 | 0.7137 | 0.8332 | 0.8834 | 0.0 | 0.84 | 0.89 | 0.6732 | 0.8834 |
Framework versions
- Transformers 4.53.0.dev0
- Pytorch 2.7.1+cu126
- Datasets 3.6.0
- Tokenizers 0.21.1
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PekingU/rtdetr_r18vd_coco_o365