segformer-b5-finetuned-IDD-L2_v2
This model is a fine-tuned version of nvidia/mit-b5 on the IDD 20K Semantic Segmentation Dataset dataset. It achieves the following results on the evaluation set:
- Loss: 0.5563
- Mean Iou: 0.7180
- Mean Accuracy: 0.8224
- Overall Accuracy: 0.9083
- Accuracy Road: 0.9716
- Accuracy Parking: 0.7949
- Accuracy Sidewalk: 0.8240
- Accuracy Rail track: 0.6408
- Accuracy Person: 0.8057
- Accuracy Rider: 0.8434
- Accuracy Motorcycle: 0.8762
- Accuracy Autorickshaw: 0.9451
- Accuracy Truck: 0.9122
- Accuracy Curb: 0.8112
- Accuracy Fence: 0.5699
- Accuracy Billboard: 0.7605
- Accuracy Pole: 0.6010
- Accuracy Building: 0.8678
- Accuracy Vegetation: 0.9495
- Accuracy Sky: 0.9841
- Iou Road: 0.9391
- Iou Parking: 0.6620
- Iou Sidewalk: 0.6707
- Iou Rail track: 0.5025
- Iou Person: 0.6726
- Iou Rider: 0.7228
- Iou Motorcycle: 0.7637
- Iou Autorickshaw: 0.8882
- Iou Truck: 0.8506
- Iou Curb: 0.6721
- Iou Fence: 0.4571
- Iou Billboard: 0.6238
- Iou Pole: 0.4831
- Iou Building: 0.7293
- Iou Vegetation: 0.8792
- Iou Sky: 0.9707
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: 0.0006
- train_batch_size: 64
- eval_batch_size: 64
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 50
Training results
Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Road | Accuracy Parking | Accuracy Sidewalk | Accuracy Rail track | Accuracy Person | Accuracy Rider | Accuracy Motorcycle | Accuracy Autorickshaw | Accuracy Truck | Accuracy Curb | Accuracy Fence | Accuracy Billboard | Accuracy Pole | Accuracy Building | Accuracy Vegetation | Accuracy Sky | Iou Road | Iou Parking | Iou Sidewalk | Iou Rail track | Iou Person | Iou Rider | Iou Motorcycle | Iou Autorickshaw | Iou Truck | Iou Curb | Iou Fence | Iou Billboard | Iou Pole | Iou Building | Iou Vegetation | Iou Sky |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0.3096 | 1.0 | 202 | 0.3310 | 0.6476 | 0.7663 | 0.8841 | 0.9538 | 0.7998 | 0.7838 | 0.5755 | 0.6912 | 0.7355 | 0.8445 | 0.9518 | 0.8603 | 0.7173 | 0.3997 | 0.6938 | 0.4456 | 0.8868 | 0.9531 | 0.9690 | 0.9256 | 0.6317 | 0.5876 | 0.4378 | 0.5705 | 0.5911 | 0.6722 | 0.8070 | 0.7758 | 0.6255 | 0.3351 | 0.5507 | 0.3663 | 0.6693 | 0.8551 | 0.9600 |
0.2786 | 2.0 | 404 | 0.3369 | 0.6560 | 0.7917 | 0.8774 | 0.8968 | 0.8571 | 0.8009 | 0.5009 | 0.7221 | 0.8105 | 0.8267 | 0.9102 | 0.9216 | 0.8204 | 0.6046 | 0.6927 | 0.5244 | 0.8650 | 0.9354 | 0.9773 | 0.8834 | 0.5556 | 0.5941 | 0.4215 | 0.6054 | 0.6340 | 0.6926 | 0.8403 | 0.7757 | 0.6229 | 0.3671 | 0.5681 | 0.4130 | 0.6967 | 0.8610 | 0.9641 |
0.2541 | 3.0 | 606 | 0.3013 | 0.6796 | 0.7930 | 0.8958 | 0.9724 | 0.7579 | 0.8132 | 0.5424 | 0.7483 | 0.8020 | 0.8235 | 0.9296 | 0.9107 | 0.8067 | 0.5309 | 0.7415 | 0.5359 | 0.8420 | 0.9502 | 0.9806 | 0.9336 | 0.6384 | 0.6194 | 0.4623 | 0.6185 | 0.6505 | 0.7102 | 0.8534 | 0.8099 | 0.6446 | 0.3983 | 0.5839 | 0.4236 | 0.6975 | 0.8641 | 0.9660 |
0.2304 | 4.0 | 808 | 0.3055 | 0.6860 | 0.8016 | 0.8947 | 0.9493 | 0.8219 | 0.7667 | 0.5809 | 0.7948 | 0.7780 | 0.8393 | 0.9303 | 0.9033 | 0.7869 | 0.5968 | 0.7070 | 0.5882 | 0.8711 | 0.9259 | 0.9851 | 0.9250 | 0.6310 | 0.6435 | 0.4815 | 0.6264 | 0.6589 | 0.7188 | 0.8609 | 0.8095 | 0.6519 | 0.4044 | 0.5840 | 0.4376 | 0.7066 | 0.8697 | 0.9671 |
0.214 | 5.0 | 1010 | 0.3138 | 0.6845 | 0.7921 | 0.8967 | 0.9526 | 0.8481 | 0.8431 | 0.4857 | 0.7539 | 0.7570 | 0.8772 | 0.9463 | 0.8889 | 0.7298 | 0.4582 | 0.7475 | 0.5890 | 0.8661 | 0.9449 | 0.9850 | 0.9289 | 0.6438 | 0.6386 | 0.4351 | 0.6379 | 0.6594 | 0.7182 | 0.8578 | 0.8239 | 0.6402 | 0.3870 | 0.5965 | 0.4537 | 0.6955 | 0.8695 | 0.9666 |
0.2029 | 6.0 | 1212 | 0.3123 | 0.6914 | 0.8010 | 0.8988 | 0.9697 | 0.7612 | 0.8111 | 0.6453 | 0.7988 | 0.8621 | 0.8112 | 0.9377 | 0.9028 | 0.7567 | 0.5211 | 0.7047 | 0.5390 | 0.8494 | 0.9638 | 0.9822 | 0.9339 | 0.6378 | 0.6746 | 0.4754 | 0.6271 | 0.6660 | 0.7143 | 0.8682 | 0.8305 | 0.6344 | 0.4264 | 0.5947 | 0.4335 | 0.7168 | 0.8614 | 0.9679 |
0.1837 | 7.0 | 1414 | 0.3201 | 0.6963 | 0.8009 | 0.9008 | 0.9614 | 0.8304 | 0.7910 | 0.5696 | 0.7538 | 0.8212 | 0.8642 | 0.9357 | 0.9092 | 0.7900 | 0.5475 | 0.6914 | 0.5137 | 0.9004 | 0.9509 | 0.9841 | 0.9337 | 0.6534 | 0.6600 | 0.4621 | 0.6489 | 0.6881 | 0.7289 | 0.8715 | 0.8325 | 0.6717 | 0.4265 | 0.5842 | 0.4306 | 0.7074 | 0.8725 | 0.9683 |
0.1904 | 8.0 | 1616 | 0.3075 | 0.6946 | 0.8092 | 0.8997 | 0.9693 | 0.7558 | 0.7707 | 0.6996 | 0.7802 | 0.8379 | 0.8572 | 0.9428 | 0.8965 | 0.7714 | 0.5436 | 0.7467 | 0.6316 | 0.8216 | 0.9398 | 0.9827 | 0.9350 | 0.6371 | 0.6389 | 0.4958 | 0.6434 | 0.6665 | 0.7272 | 0.8646 | 0.8259 | 0.6533 | 0.4153 | 0.5983 | 0.4638 | 0.7058 | 0.8745 | 0.9687 |
0.166 | 9.0 | 1818 | 0.3127 | 0.7018 | 0.8110 | 0.9030 | 0.9725 | 0.7634 | 0.8258 | 0.6332 | 0.7766 | 0.8286 | 0.8336 | 0.9274 | 0.9101 | 0.8199 | 0.5639 | 0.7524 | 0.5788 | 0.8569 | 0.9506 | 0.9828 | 0.9342 | 0.6427 | 0.6429 | 0.4986 | 0.6563 | 0.6966 | 0.7359 | 0.8724 | 0.8262 | 0.6580 | 0.4284 | 0.6059 | 0.4654 | 0.7232 | 0.8738 | 0.9687 |
0.157 | 10.0 | 2020 | 0.3267 | 0.7024 | 0.8168 | 0.9020 | 0.9604 | 0.8061 | 0.7791 | 0.6743 | 0.8065 | 0.8319 | 0.8585 | 0.9401 | 0.9024 | 0.7924 | 0.5971 | 0.7363 | 0.5982 | 0.8637 | 0.9412 | 0.9811 | 0.9341 | 0.6525 | 0.6635 | 0.5021 | 0.6506 | 0.6902 | 0.7353 | 0.8638 | 0.8235 | 0.6649 | 0.4250 | 0.6045 | 0.4686 | 0.7166 | 0.8754 | 0.9686 |
0.1543 | 11.0 | 2222 | 0.3260 | 0.7009 | 0.8131 | 0.9029 | 0.9753 | 0.7483 | 0.8429 | 0.6313 | 0.7917 | 0.8380 | 0.8368 | 0.9411 | 0.8959 | 0.7904 | 0.5871 | 0.7533 | 0.5913 | 0.8523 | 0.9509 | 0.9824 | 0.9341 | 0.6377 | 0.6377 | 0.4966 | 0.6583 | 0.6951 | 0.7325 | 0.8603 | 0.8235 | 0.6620 | 0.4303 | 0.6088 | 0.4709 | 0.7213 | 0.8763 | 0.9689 |
0.1474 | 12.0 | 2424 | 0.3394 | 0.7054 | 0.8179 | 0.9028 | 0.9585 | 0.8439 | 0.8303 | 0.6732 | 0.7800 | 0.8231 | 0.8755 | 0.9453 | 0.8985 | 0.7896 | 0.5814 | 0.7545 | 0.5047 | 0.8994 | 0.9452 | 0.9842 | 0.9351 | 0.6593 | 0.6707 | 0.5076 | 0.6632 | 0.6995 | 0.7427 | 0.8737 | 0.8403 | 0.6595 | 0.4371 | 0.6068 | 0.4317 | 0.7151 | 0.8752 | 0.9693 |
0.1365 | 13.0 | 2626 | 0.3347 | 0.7121 | 0.8220 | 0.9063 | 0.9706 | 0.7858 | 0.8210 | 0.6734 | 0.8003 | 0.8490 | 0.8637 | 0.9461 | 0.9108 | 0.7885 | 0.6000 | 0.7537 | 0.5916 | 0.8648 | 0.9510 | 0.9815 | 0.9387 | 0.6604 | 0.6668 | 0.5029 | 0.6702 | 0.7067 | 0.7480 | 0.8793 | 0.8403 | 0.6713 | 0.4449 | 0.6162 | 0.4739 | 0.7280 | 0.8774 | 0.9689 |
0.1301 | 14.0 | 2828 | 0.3412 | 0.7148 | 0.8159 | 0.9073 | 0.9734 | 0.7725 | 0.8092 | 0.6343 | 0.7902 | 0.8236 | 0.8692 | 0.9424 | 0.9058 | 0.8016 | 0.5709 | 0.7403 | 0.6210 | 0.8633 | 0.9524 | 0.9838 | 0.9384 | 0.6549 | 0.6718 | 0.5043 | 0.6695 | 0.7121 | 0.7544 | 0.8832 | 0.8444 | 0.6744 | 0.4519 | 0.6165 | 0.4869 | 0.7252 | 0.8787 | 0.9696 |
0.1216 | 15.0 | 3030 | 0.3623 | 0.7137 | 0.8187 | 0.9071 | 0.9686 | 0.8045 | 0.8266 | 0.6700 | 0.8050 | 0.8177 | 0.8601 | 0.9466 | 0.9172 | 0.8057 | 0.5325 | 0.7487 | 0.5887 | 0.8770 | 0.9476 | 0.9830 | 0.9390 | 0.6654 | 0.6707 | 0.5055 | 0.6697 | 0.7121 | 0.7563 | 0.8813 | 0.8468 | 0.6702 | 0.4311 | 0.6210 | 0.4756 | 0.7260 | 0.8795 | 0.9699 |
0.1198 | 16.0 | 3232 | 0.3660 | 0.7154 | 0.8230 | 0.9073 | 0.9703 | 0.8029 | 0.8357 | 0.6354 | 0.8038 | 0.8289 | 0.8623 | 0.9484 | 0.9166 | 0.8085 | 0.6043 | 0.7602 | 0.5904 | 0.8719 | 0.9444 | 0.9839 | 0.9385 | 0.6613 | 0.6717 | 0.4995 | 0.6695 | 0.7130 | 0.7542 | 0.8825 | 0.8511 | 0.6757 | 0.4554 | 0.6205 | 0.4779 | 0.7279 | 0.8782 | 0.9699 |
0.1264 | 17.0 | 3434 | 0.3688 | 0.7093 | 0.8161 | 0.9037 | 0.9631 | 0.7818 | 0.7960 | 0.7013 | 0.8166 | 0.8203 | 0.8650 | 0.9403 | 0.9087 | 0.7833 | 0.5580 | 0.7223 | 0.5917 | 0.8796 | 0.9515 | 0.9789 | 0.9339 | 0.6401 | 0.6720 | 0.4989 | 0.6648 | 0.7075 | 0.7501 | 0.8823 | 0.8481 | 0.6613 | 0.4408 | 0.6131 | 0.4704 | 0.7195 | 0.8767 | 0.9687 |
0.137 | 18.0 | 3636 | 0.3583 | 0.7079 | 0.8131 | 0.9048 | 0.9699 | 0.7900 | 0.8168 | 0.6048 | 0.8107 | 0.8355 | 0.8609 | 0.9340 | 0.9144 | 0.7944 | 0.4969 | 0.7738 | 0.6219 | 0.8578 | 0.9431 | 0.9840 | 0.9366 | 0.6536 | 0.6658 | 0.5010 | 0.6672 | 0.7036 | 0.7478 | 0.8792 | 0.8352 | 0.6600 | 0.4237 | 0.6080 | 0.4789 | 0.7174 | 0.8782 | 0.9695 |
0.1243 | 19.0 | 3838 | 0.3671 | 0.7050 | 0.8140 | 0.9045 | 0.9728 | 0.7609 | 0.8216 | 0.6357 | 0.7975 | 0.8456 | 0.8801 | 0.9328 | 0.8930 | 0.7846 | 0.5696 | 0.7238 | 0.5972 | 0.8748 | 0.9539 | 0.9808 | 0.9370 | 0.6470 | 0.6367 | 0.4900 | 0.6577 | 0.7019 | 0.7449 | 0.8665 | 0.8285 | 0.6600 | 0.4545 | 0.6079 | 0.4741 | 0.7283 | 0.8765 | 0.9693 |
0.1139 | 20.0 | 4040 | 0.3773 | 0.7114 | 0.8169 | 0.9063 | 0.9745 | 0.7752 | 0.8003 | 0.6377 | 0.7977 | 0.8502 | 0.8648 | 0.9407 | 0.9017 | 0.8282 | 0.5676 | 0.7387 | 0.6023 | 0.8613 | 0.9465 | 0.9837 | 0.9388 | 0.6584 | 0.6593 | 0.5051 | 0.6649 | 0.7108 | 0.7508 | 0.8775 | 0.8388 | 0.6628 | 0.4501 | 0.6150 | 0.4735 | 0.7273 | 0.8790 | 0.9698 |
0.107 | 21.0 | 4242 | 0.3894 | 0.7156 | 0.8208 | 0.9075 | 0.9698 | 0.8161 | 0.8183 | 0.6471 | 0.7960 | 0.8217 | 0.8852 | 0.9457 | 0.9072 | 0.8157 | 0.5433 | 0.7691 | 0.6085 | 0.8623 | 0.9432 | 0.9830 | 0.9399 | 0.6685 | 0.6703 | 0.5096 | 0.6752 | 0.7144 | 0.7542 | 0.8816 | 0.8473 | 0.6670 | 0.4446 | 0.6210 | 0.4815 | 0.7263 | 0.8791 | 0.9701 |
0.1031 | 22.0 | 4444 | 0.4017 | 0.7151 | 0.8233 | 0.9073 | 0.9691 | 0.8062 | 0.8372 | 0.6409 | 0.8117 | 0.8351 | 0.8776 | 0.9459 | 0.9121 | 0.8086 | 0.5799 | 0.7538 | 0.6018 | 0.8625 | 0.9452 | 0.9853 | 0.9387 | 0.6634 | 0.6669 | 0.5031 | 0.6714 | 0.7145 | 0.7572 | 0.8839 | 0.8469 | 0.6665 | 0.4540 | 0.6171 | 0.4809 | 0.7264 | 0.8800 | 0.9702 |
0.0999 | 23.0 | 4646 | 0.4116 | 0.7157 | 0.8202 | 0.9077 | 0.9743 | 0.7844 | 0.8315 | 0.6443 | 0.7960 | 0.8279 | 0.8840 | 0.9517 | 0.8990 | 0.8163 | 0.5712 | 0.7390 | 0.6063 | 0.8684 | 0.9476 | 0.9821 | 0.9395 | 0.6627 | 0.6683 | 0.5113 | 0.6759 | 0.7177 | 0.7575 | 0.8790 | 0.8417 | 0.6645 | 0.4521 | 0.6198 | 0.4838 | 0.7280 | 0.8797 | 0.9703 |
0.0963 | 24.0 | 4848 | 0.4264 | 0.7153 | 0.8177 | 0.9074 | 0.9754 | 0.7781 | 0.8163 | 0.6371 | 0.8127 | 0.8306 | 0.8785 | 0.9477 | 0.9128 | 0.7785 | 0.5563 | 0.7605 | 0.5915 | 0.8720 | 0.9529 | 0.9827 | 0.9389 | 0.6555 | 0.6780 | 0.5042 | 0.6689 | 0.7179 | 0.7590 | 0.8842 | 0.8467 | 0.6665 | 0.4506 | 0.6248 | 0.4772 | 0.7244 | 0.8784 | 0.9703 |
0.096 | 25.0 | 5050 | 0.4291 | 0.7157 | 0.8208 | 0.9078 | 0.9727 | 0.7987 | 0.8335 | 0.6217 | 0.8103 | 0.8348 | 0.8773 | 0.9458 | 0.9083 | 0.8045 | 0.5717 | 0.7563 | 0.5977 | 0.8668 | 0.9508 | 0.9825 | 0.9392 | 0.6624 | 0.6659 | 0.5007 | 0.6680 | 0.7168 | 0.7586 | 0.8855 | 0.8497 | 0.6674 | 0.4571 | 0.6224 | 0.4799 | 0.7274 | 0.8794 | 0.9702 |
0.0926 | 26.0 | 5252 | 0.4360 | 0.7169 | 0.8230 | 0.9081 | 0.9721 | 0.7966 | 0.8304 | 0.6249 | 0.8104 | 0.8352 | 0.8746 | 0.9530 | 0.9080 | 0.8115 | 0.5851 | 0.7736 | 0.5962 | 0.8616 | 0.9495 | 0.9848 | 0.9396 | 0.6643 | 0.6679 | 0.5000 | 0.6711 | 0.7208 | 0.7626 | 0.8836 | 0.8481 | 0.6672 | 0.4583 | 0.6277 | 0.4808 | 0.7288 | 0.8794 | 0.9704 |
0.0903 | 27.0 | 5454 | 0.4453 | 0.7166 | 0.8226 | 0.9077 | 0.9726 | 0.7853 | 0.8258 | 0.6282 | 0.8004 | 0.8374 | 0.8824 | 0.9457 | 0.9191 | 0.8191 | 0.5907 | 0.7600 | 0.5891 | 0.8771 | 0.9470 | 0.9820 | 0.9392 | 0.6602 | 0.6705 | 0.5029 | 0.6762 | 0.7191 | 0.7619 | 0.8867 | 0.8472 | 0.6657 | 0.4559 | 0.6253 | 0.4776 | 0.7277 | 0.8797 | 0.9702 |
0.093 | 28.0 | 5656 | 0.4438 | 0.7152 | 0.8195 | 0.9072 | 0.9696 | 0.7980 | 0.8227 | 0.6421 | 0.7945 | 0.8561 | 0.8705 | 0.9487 | 0.9011 | 0.8025 | 0.5575 | 0.7460 | 0.5975 | 0.8694 | 0.9504 | 0.9847 | 0.9372 | 0.6581 | 0.6650 | 0.5061 | 0.6746 | 0.7209 | 0.7549 | 0.8822 | 0.8461 | 0.6640 | 0.4536 | 0.6201 | 0.4814 | 0.7290 | 0.8786 | 0.9706 |
0.0883 | 29.0 | 5858 | 0.4514 | 0.7173 | 0.8231 | 0.9079 | 0.9714 | 0.7987 | 0.8199 | 0.6475 | 0.8239 | 0.8308 | 0.8722 | 0.9480 | 0.9129 | 0.8073 | 0.5782 | 0.7659 | 0.5917 | 0.8685 | 0.9516 | 0.9807 | 0.9395 | 0.6652 | 0.6729 | 0.5059 | 0.6700 | 0.7222 | 0.7621 | 0.8844 | 0.8489 | 0.6674 | 0.4604 | 0.6219 | 0.4785 | 0.7282 | 0.8790 | 0.9700 |
0.0857 | 30.0 | 6060 | 0.4478 | 0.7175 | 0.8225 | 0.9081 | 0.9691 | 0.8046 | 0.8208 | 0.6461 | 0.8021 | 0.8401 | 0.8844 | 0.9456 | 0.9117 | 0.8035 | 0.5546 | 0.7730 | 0.6106 | 0.8596 | 0.9510 | 0.9836 | 0.9387 | 0.6648 | 0.6688 | 0.5043 | 0.6730 | 0.7209 | 0.7629 | 0.8874 | 0.8509 | 0.6693 | 0.4518 | 0.6229 | 0.4867 | 0.7293 | 0.8788 | 0.9703 |
0.0852 | 31.0 | 6262 | 0.4704 | 0.7165 | 0.8207 | 0.9078 | 0.9735 | 0.7878 | 0.8214 | 0.6576 | 0.8043 | 0.8423 | 0.8666 | 0.9484 | 0.9023 | 0.8110 | 0.5632 | 0.7524 | 0.5969 | 0.8748 | 0.9448 | 0.9844 | 0.9387 | 0.6608 | 0.6739 | 0.5054 | 0.6715 | 0.7218 | 0.7640 | 0.8829 | 0.8412 | 0.6700 | 0.4513 | 0.6232 | 0.4796 | 0.7300 | 0.8799 | 0.9706 |
0.0813 | 32.0 | 6464 | 0.4642 | 0.7173 | 0.8239 | 0.9080 | 0.9698 | 0.7989 | 0.8283 | 0.6422 | 0.8068 | 0.8390 | 0.8813 | 0.9479 | 0.9081 | 0.8147 | 0.5751 | 0.7772 | 0.5907 | 0.8678 | 0.9499 | 0.9842 | 0.9388 | 0.6639 | 0.6757 | 0.5069 | 0.6708 | 0.7210 | 0.7603 | 0.8852 | 0.8482 | 0.6683 | 0.4588 | 0.6207 | 0.4786 | 0.7296 | 0.8797 | 0.9708 |
0.0807 | 33.0 | 6666 | 0.4811 | 0.7177 | 0.8218 | 0.9079 | 0.9710 | 0.8003 | 0.8216 | 0.6509 | 0.7969 | 0.8468 | 0.8685 | 0.9483 | 0.9088 | 0.8122 | 0.5717 | 0.7543 | 0.5995 | 0.8662 | 0.9477 | 0.9843 | 0.9387 | 0.6627 | 0.6763 | 0.5087 | 0.6744 | 0.7237 | 0.7632 | 0.8847 | 0.8476 | 0.6656 | 0.4574 | 0.6202 | 0.4806 | 0.7295 | 0.8799 | 0.9707 |
0.0804 | 34.0 | 6868 | 0.4824 | 0.7176 | 0.8220 | 0.9079 | 0.9699 | 0.7993 | 0.8269 | 0.6392 | 0.8077 | 0.8321 | 0.8793 | 0.9479 | 0.9114 | 0.8028 | 0.5786 | 0.7535 | 0.5934 | 0.8784 | 0.9469 | 0.9849 | 0.9384 | 0.6621 | 0.6708 | 0.5042 | 0.6736 | 0.7208 | 0.7631 | 0.8879 | 0.8515 | 0.6696 | 0.4597 | 0.6227 | 0.4789 | 0.7280 | 0.8794 | 0.9706 |
0.0769 | 35.0 | 7070 | 0.4960 | 0.7178 | 0.8214 | 0.9081 | 0.9694 | 0.8053 | 0.8223 | 0.6416 | 0.7990 | 0.8403 | 0.8779 | 0.9476 | 0.9132 | 0.8100 | 0.5511 | 0.7574 | 0.6043 | 0.8715 | 0.9481 | 0.9829 | 0.9386 | 0.6632 | 0.6749 | 0.5031 | 0.6727 | 0.7218 | 0.7654 | 0.8878 | 0.8495 | 0.6725 | 0.4490 | 0.6229 | 0.4840 | 0.7285 | 0.8798 | 0.9706 |
0.0776 | 36.0 | 7272 | 0.4918 | 0.7168 | 0.8219 | 0.9077 | 0.9697 | 0.8043 | 0.8247 | 0.6536 | 0.8009 | 0.8346 | 0.8787 | 0.9517 | 0.9077 | 0.8046 | 0.5543 | 0.7730 | 0.5920 | 0.8680 | 0.9473 | 0.9847 | 0.9387 | 0.6631 | 0.6732 | 0.5020 | 0.6755 | 0.7227 | 0.7651 | 0.8844 | 0.8483 | 0.6669 | 0.4485 | 0.6235 | 0.4788 | 0.7277 | 0.8795 | 0.9704 |
0.0782 | 37.0 | 7474 | 0.4938 | 0.7171 | 0.8237 | 0.9081 | 0.9731 | 0.7905 | 0.8343 | 0.6444 | 0.8066 | 0.8508 | 0.8759 | 0.9471 | 0.9091 | 0.8169 | 0.5733 | 0.7636 | 0.5973 | 0.8642 | 0.9479 | 0.9843 | 0.9392 | 0.6621 | 0.6678 | 0.5046 | 0.6731 | 0.7221 | 0.7623 | 0.8866 | 0.8501 | 0.6702 | 0.4521 | 0.6232 | 0.4812 | 0.7300 | 0.8791 | 0.9706 |
0.0758 | 38.0 | 7676 | 0.5168 | 0.7151 | 0.8202 | 0.9069 | 0.9760 | 0.7477 | 0.8282 | 0.6616 | 0.8080 | 0.8463 | 0.8742 | 0.9456 | 0.9139 | 0.8158 | 0.5488 | 0.7629 | 0.5967 | 0.8654 | 0.9481 | 0.9845 | 0.9359 | 0.6395 | 0.6683 | 0.5066 | 0.6746 | 0.7230 | 0.7636 | 0.8883 | 0.8498 | 0.6677 | 0.4439 | 0.6222 | 0.4794 | 0.7285 | 0.8797 | 0.9706 |
0.0745 | 39.0 | 7878 | 0.5100 | 0.7173 | 0.8203 | 0.9081 | 0.9725 | 0.7948 | 0.8194 | 0.6488 | 0.8033 | 0.8417 | 0.8719 | 0.9457 | 0.9111 | 0.8140 | 0.5465 | 0.7558 | 0.5942 | 0.8723 | 0.9471 | 0.9850 | 0.9388 | 0.6622 | 0.6752 | 0.5043 | 0.6732 | 0.7239 | 0.7649 | 0.8869 | 0.8501 | 0.6683 | 0.4472 | 0.6225 | 0.4804 | 0.7295 | 0.8793 | 0.9708 |
0.0719 | 40.0 | 8080 | 0.5147 | 0.7181 | 0.8233 | 0.9083 | 0.9706 | 0.8003 | 0.8253 | 0.6494 | 0.8033 | 0.8491 | 0.8741 | 0.9453 | 0.9125 | 0.8069 | 0.5725 | 0.7652 | 0.5952 | 0.8685 | 0.9493 | 0.9847 | 0.9391 | 0.6636 | 0.6737 | 0.5047 | 0.6761 | 0.7237 | 0.7627 | 0.8859 | 0.8501 | 0.6725 | 0.4535 | 0.6223 | 0.4818 | 0.7291 | 0.8796 | 0.9706 |
0.0731 | 41.0 | 8282 | 0.5221 | 0.7173 | 0.8217 | 0.9083 | 0.9726 | 0.7939 | 0.8299 | 0.6356 | 0.8109 | 0.8419 | 0.8685 | 0.9448 | 0.9132 | 0.8095 | 0.5581 | 0.7649 | 0.6038 | 0.8674 | 0.9478 | 0.9846 | 0.9393 | 0.6625 | 0.6710 | 0.5008 | 0.6714 | 0.7237 | 0.7655 | 0.8859 | 0.8475 | 0.6690 | 0.4523 | 0.6234 | 0.4846 | 0.7296 | 0.8798 | 0.9708 |
0.0723 | 42.0 | 8484 | 0.5245 | 0.7176 | 0.8230 | 0.9084 | 0.9711 | 0.7990 | 0.8275 | 0.6417 | 0.8100 | 0.8396 | 0.8831 | 0.9465 | 0.9126 | 0.8083 | 0.5616 | 0.7649 | 0.6050 | 0.8640 | 0.9497 | 0.9839 | 0.9396 | 0.6645 | 0.6709 | 0.5026 | 0.6707 | 0.7224 | 0.7624 | 0.8864 | 0.8493 | 0.6709 | 0.4531 | 0.6237 | 0.4845 | 0.7304 | 0.8794 | 0.9706 |
0.0706 | 43.0 | 8686 | 0.5327 | 0.7176 | 0.8226 | 0.9081 | 0.9710 | 0.7981 | 0.8270 | 0.6415 | 0.8121 | 0.8409 | 0.8774 | 0.9466 | 0.9109 | 0.8068 | 0.5685 | 0.7562 | 0.6078 | 0.8638 | 0.9498 | 0.9833 | 0.9389 | 0.6618 | 0.6714 | 0.5029 | 0.6722 | 0.7222 | 0.7637 | 0.8858 | 0.8482 | 0.6700 | 0.4576 | 0.6225 | 0.4857 | 0.7297 | 0.8788 | 0.9706 |
0.0709 | 44.0 | 8888 | 0.5422 | 0.7179 | 0.8229 | 0.9082 | 0.9721 | 0.7964 | 0.8261 | 0.6365 | 0.8063 | 0.8440 | 0.8737 | 0.9464 | 0.9125 | 0.8077 | 0.5823 | 0.7622 | 0.5988 | 0.8687 | 0.9480 | 0.9843 | 0.9394 | 0.6630 | 0.6712 | 0.5026 | 0.6733 | 0.7231 | 0.7639 | 0.8876 | 0.8503 | 0.6704 | 0.4573 | 0.6245 | 0.4814 | 0.7285 | 0.8794 | 0.9707 |
0.0683 | 45.0 | 9090 | 0.5411 | 0.7182 | 0.8223 | 0.9083 | 0.9722 | 0.7947 | 0.8254 | 0.6432 | 0.8020 | 0.8436 | 0.8730 | 0.9457 | 0.9137 | 0.8080 | 0.5735 | 0.7592 | 0.6024 | 0.8688 | 0.9483 | 0.9836 | 0.9390 | 0.6613 | 0.6734 | 0.5018 | 0.6729 | 0.7237 | 0.7636 | 0.8871 | 0.8498 | 0.6718 | 0.4586 | 0.6245 | 0.4837 | 0.7292 | 0.8796 | 0.9707 |
0.0686 | 46.0 | 9292 | 0.5469 | 0.7182 | 0.8228 | 0.9083 | 0.9715 | 0.7973 | 0.8247 | 0.6366 | 0.8079 | 0.8475 | 0.8720 | 0.9456 | 0.9139 | 0.8086 | 0.5793 | 0.7554 | 0.6059 | 0.8661 | 0.9495 | 0.9834 | 0.9388 | 0.6614 | 0.6704 | 0.5012 | 0.6729 | 0.7241 | 0.7626 | 0.8875 | 0.8501 | 0.6724 | 0.4604 | 0.6232 | 0.4853 | 0.7301 | 0.8795 | 0.9707 |
0.0673 | 47.0 | 9494 | 0.5504 | 0.7178 | 0.8220 | 0.9082 | 0.9735 | 0.7857 | 0.8243 | 0.6351 | 0.8083 | 0.8416 | 0.8741 | 0.9473 | 0.9124 | 0.8112 | 0.5724 | 0.7629 | 0.6056 | 0.8660 | 0.9475 | 0.9847 | 0.9389 | 0.6585 | 0.6707 | 0.5021 | 0.6726 | 0.7233 | 0.7642 | 0.8870 | 0.8504 | 0.6718 | 0.4571 | 0.6235 | 0.4844 | 0.7298 | 0.8795 | 0.9707 |
0.0667 | 48.0 | 9696 | 0.5545 | 0.7179 | 0.8221 | 0.9083 | 0.9722 | 0.7925 | 0.8240 | 0.6389 | 0.8065 | 0.8420 | 0.8738 | 0.9461 | 0.9132 | 0.8114 | 0.5671 | 0.7628 | 0.6023 | 0.8671 | 0.9491 | 0.9843 | 0.9389 | 0.6613 | 0.6711 | 0.5024 | 0.6729 | 0.7229 | 0.7634 | 0.8876 | 0.8501 | 0.6722 | 0.4564 | 0.6232 | 0.4844 | 0.7297 | 0.8794 | 0.9707 |
0.0677 | 49.0 | 9898 | 0.5565 | 0.7179 | 0.8224 | 0.9083 | 0.9719 | 0.7950 | 0.8279 | 0.6404 | 0.8029 | 0.8418 | 0.8759 | 0.9477 | 0.9114 | 0.8106 | 0.5707 | 0.7605 | 0.6001 | 0.8690 | 0.9480 | 0.9844 | 0.9390 | 0.6622 | 0.6699 | 0.5027 | 0.6732 | 0.7231 | 0.7639 | 0.8872 | 0.8502 | 0.6717 | 0.4576 | 0.6238 | 0.4826 | 0.7293 | 0.8795 | 0.9707 |
0.0674 | 50.0 | 10100 | 0.5563 | 0.7180 | 0.8224 | 0.9083 | 0.9716 | 0.7949 | 0.8240 | 0.6408 | 0.8057 | 0.8434 | 0.8762 | 0.9451 | 0.9122 | 0.8112 | 0.5699 | 0.7605 | 0.6010 | 0.8678 | 0.9495 | 0.9841 | 0.9391 | 0.6620 | 0.6707 | 0.5025 | 0.6726 | 0.7228 | 0.7637 | 0.8882 | 0.8506 | 0.6721 | 0.4571 | 0.6238 | 0.4831 | 0.7293 | 0.8792 | 0.9707 |
Framework versions
- Transformers 4.42.4
- Pytorch 2.3.1+cu121
- Datasets 2.19.1
- Tokenizers 0.19.1
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Base model
nvidia/mit-b5