mobilenetv2-typecoffee-3
This model is a fine-tuned version of google/mobilenet_v2_1.0_224 on the Master-Rapha7/TypeCoffee_64x64 dataset. It achieves the following results on the evaluation set:
- Loss: 0.4428
- Accuracy: 0.8733
- Precision: 0.8809
- Recall: 0.8742
- F1: 0.8751
- Precision Durariadorio 64x64: 0.9512
- Recall Durariadorio 64x64: 0.8125
- F1 Durariadorio 64x64: 0.8764
- Precision Mole 64x64: 0.9357
- Recall Mole 64x64: 0.9097
- F1 Mole 64x64: 0.9225
- Precision Quebrado 64x64: 0.8059
- Recall Quebrado 64x64: 0.9514
- F1 Quebrado 64x64: 0.8726
- Precision Riadorio 64x64: 0.7707
- Recall Riadorio 64x64: 0.7961
- F1 Riadorio 64x64: 0.7832
- Precision Riofechado 64x64: 0.9412
- Recall Riofechado 64x64: 0.9014
- F1 Riofechado 64x64: 0.9209
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: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- num_epochs: 100.0
Training results
Training Loss | Epoch | Step | Validation Loss | Accuracy | Precision | Recall | F1 | Precision Durariadorio 64x64 | Recall Durariadorio 64x64 | F1 Durariadorio 64x64 | Precision Mole 64x64 | Recall Mole 64x64 | F1 Mole 64x64 | Precision Quebrado 64x64 | Recall Quebrado 64x64 | F1 Quebrado 64x64 | Precision Riadorio 64x64 | Recall Riadorio 64x64 | F1 Riadorio 64x64 | Precision Riofechado 64x64 | Recall Riofechado 64x64 | F1 Riofechado 64x64 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1.8339 | 1.0 | 364 | 1.3719 | 0.3815 | 0.5231 | 0.3834 | 0.3480 | 0.3265 | 0.2222 | 0.2645 | 0.2779 | 0.8472 | 0.4185 | 0.75 | 0.6042 | 0.6692 | 0.3860 | 0.1447 | 0.2105 | 0.875 | 0.0986 | 0.1772 |
0.8841 | 2.0 | 728 | 1.2402 | 0.4959 | 0.6099 | 0.4958 | 0.4690 | 0.4345 | 0.4375 | 0.4360 | 0.75 | 0.25 | 0.375 | 0.9231 | 0.25 | 0.3934 | 0.5254 | 0.6118 | 0.5653 | 0.4164 | 0.9296 | 0.5752 |
0.9358 | 3.0 | 1092 | 0.5863 | 0.7975 | 0.8044 | 0.8001 | 0.7957 | 0.6630 | 0.8472 | 0.7439 | 0.8403 | 0.6944 | 0.7605 | 0.8503 | 0.9861 | 0.9132 | 0.7417 | 0.5855 | 0.6544 | 0.9265 | 0.8873 | 0.9065 |
0.5744 | 4.0 | 1456 | 0.5526 | 0.8058 | 0.8012 | 0.8085 | 0.8009 | 0.784 | 0.6806 | 0.7286 | 0.8 | 0.8056 | 0.8028 | 0.8606 | 0.9861 | 0.9191 | 0.736 | 0.6053 | 0.6643 | 0.8253 | 0.9648 | 0.8896 |
3.8423 | 5.0 | 1820 | 2.2945 | 0.4545 | 0.5793 | 0.4494 | 0.4180 | 0.4943 | 0.2986 | 0.3723 | 0.4118 | 0.6806 | 0.5131 | 1.0 | 0.2361 | 0.3820 | 0.3994 | 0.8487 | 0.5432 | 0.5909 | 0.1831 | 0.2796 |
0.9289 | 6.0 | 2184 | 1.0301 | 0.6736 | 0.7565 | 0.6724 | 0.6429 | 1.0 | 0.1806 | 0.3059 | 0.8067 | 0.6667 | 0.7300 | 0.6606 | 1.0 | 0.7956 | 0.5106 | 0.7895 | 0.6202 | 0.8047 | 0.7254 | 0.7630 |
1.4282 | 7.0 | 2548 | 2.2074 | 0.4573 | 0.6324 | 0.4593 | 0.4141 | 0.3813 | 0.7917 | 0.5147 | 0.3992 | 0.7014 | 0.5088 | 1.0 | 0.0625 | 0.1176 | 0.7925 | 0.2763 | 0.4098 | 0.5893 | 0.4648 | 0.5197 |
0.8611 | 8.0 | 2912 | 0.7746 | 0.7879 | 0.8003 | 0.7895 | 0.7744 | 0.8732 | 0.4306 | 0.5767 | 0.8759 | 0.8819 | 0.8789 | 0.8218 | 0.9931 | 0.8994 | 0.7222 | 0.6842 | 0.7027 | 0.7083 | 0.9577 | 0.8144 |
0.9293 | 9.0 | 3276 | 1.0409 | 0.7107 | 0.7522 | 0.7112 | 0.7095 | 0.8068 | 0.4931 | 0.6121 | 0.9545 | 0.7292 | 0.8268 | 0.5975 | 1.0 | 0.7481 | 0.5952 | 0.6579 | 0.625 | 0.8067 | 0.6761 | 0.7356 |
0.1113 | 10.0 | 3640 | 1.3318 | 0.6474 | 0.7588 | 0.6525 | 0.6272 | 0.9048 | 0.3958 | 0.5507 | 0.4537 | 0.9861 | 0.6214 | 0.8846 | 0.6389 | 0.7419 | 0.8542 | 0.2697 | 0.41 | 0.6970 | 0.9718 | 0.8118 |
0.5141 | 11.0 | 4004 | 1.3893 | 0.6653 | 0.7754 | 0.6668 | 0.6485 | 0.4462 | 0.9792 | 0.6130 | 0.9667 | 0.2014 | 0.3333 | 0.8898 | 0.7847 | 0.8339 | 0.7107 | 0.5658 | 0.6300 | 0.8636 | 0.8028 | 0.8321 |
0.2037 | 12.0 | 4368 | 1.9170 | 0.6405 | 0.7596 | 0.6422 | 0.6220 | 0.9032 | 0.1944 | 0.32 | 0.9121 | 0.5764 | 0.7064 | 0.7901 | 0.8889 | 0.8366 | 0.7699 | 0.5724 | 0.6566 | 0.4225 | 0.9789 | 0.5902 |
0.7657 | 13.0 | 4732 | 1.2913 | 0.7094 | 0.7793 | 0.7150 | 0.6832 | 0.5721 | 0.8819 | 0.6940 | 0.9737 | 0.5139 | 0.6727 | 0.7989 | 0.9653 | 0.8742 | 0.9091 | 0.2632 | 0.4082 | 0.6429 | 0.9507 | 0.7670 |
1.7904 | 14.0 | 5096 | 1.5750 | 0.5771 | 0.7363 | 0.5736 | 0.5883 | 0.6311 | 0.5347 | 0.5789 | 1.0 | 0.3403 | 0.5078 | 0.8972 | 0.6667 | 0.7649 | 0.3607 | 0.8684 | 0.5097 | 0.7927 | 0.4577 | 0.5804 |
1.8144 | 15.0 | 5460 | 0.8439 | 0.7397 | 0.7902 | 0.7404 | 0.7316 | 0.5870 | 0.9375 | 0.7219 | 0.7258 | 0.9375 | 0.8182 | 0.8605 | 0.7708 | 0.8132 | 0.7931 | 0.6053 | 0.6866 | 0.9846 | 0.4507 | 0.6184 |
0.787 | 16.0 | 5824 | 0.7087 | 0.7851 | 0.7908 | 0.7871 | 0.7813 | 0.8349 | 0.6319 | 0.7194 | 0.7862 | 0.8681 | 0.8251 | 0.8092 | 0.8542 | 0.8311 | 0.7967 | 0.6447 | 0.7127 | 0.7268 | 0.9366 | 0.8185 |
1.6885 | 17.0 | 6188 | 1.1906 | 0.6667 | 0.8084 | 0.6644 | 0.6495 | 1.0 | 0.2014 | 0.3353 | 1.0 | 0.6111 | 0.7586 | 0.6825 | 1.0 | 0.8113 | 0.4396 | 0.8618 | 0.5822 | 0.92 | 0.6479 | 0.7603 |
0.7317 | 18.0 | 6552 | 0.9377 | 0.7342 | 0.7888 | 0.7337 | 0.7421 | 0.7063 | 0.7847 | 0.7434 | 0.9036 | 0.5208 | 0.6608 | 0.8643 | 0.8403 | 0.8521 | 0.5064 | 0.7763 | 0.6130 | 0.9636 | 0.7465 | 0.8413 |
1.1095 | 19.0 | 6916 | 1.2331 | 0.7548 | 0.7869 | 0.7556 | 0.7375 | 0.9091 | 0.3472 | 0.5025 | 0.8926 | 0.75 | 0.8151 | 0.8114 | 0.9861 | 0.8903 | 0.6550 | 0.7368 | 0.6935 | 0.6667 | 0.9577 | 0.7861 |
0.3625 | 20.0 | 7280 | 0.9931 | 0.7410 | 0.7846 | 0.7424 | 0.7329 | 0.6329 | 0.9097 | 0.7464 | 0.9853 | 0.4653 | 0.6321 | 0.8673 | 0.6806 | 0.7626 | 0.7357 | 0.6776 | 0.7055 | 0.7020 | 0.9789 | 0.8176 |
0.9243 | 21.0 | 7644 | 1.7097 | 0.6309 | 0.7730 | 0.6292 | 0.5856 | 0.9032 | 0.1944 | 0.32 | 1.0 | 0.2222 | 0.3636 | 0.6792 | 1.0 | 0.8090 | 0.4197 | 0.8421 | 0.5602 | 0.8630 | 0.8873 | 0.875 |
1.4692 | 22.0 | 8008 | 3.5682 | 0.4518 | 0.6827 | 0.4515 | 0.4158 | 0.8696 | 0.1389 | 0.2395 | 0.8615 | 0.3889 | 0.5359 | 0.76 | 0.1319 | 0.2249 | 0.62 | 0.6118 | 0.6159 | 0.3024 | 0.9859 | 0.4628 |
0.11 | 23.0 | 8372 | 1.5003 | 0.6983 | 0.7763 | 0.6972 | 0.6926 | 0.8889 | 0.2778 | 0.4233 | 0.7656 | 0.6806 | 0.7206 | 0.8733 | 0.9097 | 0.8912 | 0.4496 | 0.8224 | 0.5814 | 0.904 | 0.7958 | 0.8464 |
0.1686 | 24.0 | 8736 | 0.7475 | 0.7837 | 0.8280 | 0.7834 | 0.7885 | 0.7288 | 0.8958 | 0.8037 | 1.0 | 0.5903 | 0.7424 | 0.8864 | 0.8125 | 0.8478 | 0.5905 | 0.8158 | 0.6851 | 0.9344 | 0.8028 | 0.8636 |
2.2972 | 25.0 | 9100 | 2.4067 | 0.6433 | 0.7428 | 0.6423 | 0.5978 | 0.9375 | 0.1042 | 0.1875 | 0.8514 | 0.4375 | 0.5780 | 0.7833 | 0.9792 | 0.8704 | 0.44 | 0.7961 | 0.5667 | 0.7017 | 0.8944 | 0.7864 |
0.7441 | 26.0 | 9464 | 1.5594 | 0.6736 | 0.8149 | 0.6714 | 0.6613 | 0.7969 | 0.7083 | 0.75 | 1.0 | 0.1597 | 0.2754 | 0.8731 | 0.8125 | 0.8417 | 0.4134 | 0.8947 | 0.5655 | 0.9911 | 0.7817 | 0.8740 |
0.2518 | 27.0 | 9828 | 1.4697 | 0.6956 | 0.7674 | 0.6954 | 0.6803 | 1.0 | 0.2778 | 0.4348 | 0.7642 | 0.6528 | 0.7041 | 0.8623 | 0.8264 | 0.8440 | 0.4979 | 0.7763 | 0.6067 | 0.7128 | 0.9437 | 0.8121 |
0.8784 | 28.0 | 10192 | 1.6700 | 0.6391 | 0.7410 | 0.6380 | 0.6292 | 0.95 | 0.2639 | 0.4130 | 0.7048 | 0.5139 | 0.5944 | 0.7065 | 0.9861 | 0.8232 | 0.4116 | 0.75 | 0.5315 | 0.9320 | 0.6761 | 0.7837 |
1.1915 | 29.0 | 10556 | 0.9770 | 0.7975 | 0.8223 | 0.7984 | 0.7919 | 0.9351 | 0.5 | 0.6516 | 0.9058 | 0.8681 | 0.8865 | 0.8759 | 0.8819 | 0.8789 | 0.7030 | 0.7632 | 0.7319 | 0.6915 | 0.9789 | 0.8105 |
0.2653 | 30.0 | 10920 | 0.6579 | 0.8499 | 0.8601 | 0.8510 | 0.8497 | 0.9550 | 0.7361 | 0.8314 | 0.8759 | 0.8819 | 0.8789 | 0.7688 | 0.9931 | 0.8667 | 0.7877 | 0.7566 | 0.7718 | 0.9130 | 0.8873 | 0.9 |
0.6757 | 31.0 | 11284 | 1.1712 | 0.7204 | 0.7686 | 0.7212 | 0.7020 | 0.6450 | 0.7569 | 0.6965 | 1.0 | 0.2986 | 0.4599 | 0.8759 | 0.8819 | 0.8789 | 0.5815 | 0.7039 | 0.6369 | 0.7405 | 0.9648 | 0.8379 |
0.1863 | 32.0 | 11648 | 0.7389 | 0.7824 | 0.8141 | 0.7817 | 0.7839 | 0.7355 | 0.7917 | 0.7625 | 0.8947 | 0.8264 | 0.8592 | 0.825 | 0.9167 | 0.8684 | 0.6154 | 0.7895 | 0.6916 | 1.0 | 0.5845 | 0.7378 |
4.8154 | 33.0 | 12012 | 2.8633 | 0.6143 | 0.7092 | 0.6140 | 0.5631 | 0.7808 | 0.3958 | 0.5253 | 1.0 | 0.1111 | 0.2 | 0.6636 | 0.9861 | 0.7933 | 0.4756 | 0.7039 | 0.5676 | 0.6263 | 0.8732 | 0.7294 |
0.3842 | 34.0 | 12376 | 0.5939 | 0.8430 | 0.8488 | 0.8459 | 0.8397 | 0.9084 | 0.8264 | 0.8655 | 0.7727 | 0.9444 | 0.85 | 0.8070 | 0.9583 | 0.8762 | 0.8411 | 0.5921 | 0.6950 | 0.9149 | 0.9085 | 0.9117 |
0.9703 | 35.0 | 12740 | 2.1655 | 0.5317 | 0.7189 | 0.5326 | 0.5165 | 0.3357 | 0.9722 | 0.4991 | 0.7703 | 0.7917 | 0.7808 | 0.8649 | 0.2222 | 0.3536 | 0.7867 | 0.3882 | 0.5198 | 0.8367 | 0.2887 | 0.4293 |
4.9934 | 36.0 | 13104 | 1.3484 | 0.6860 | 0.8082 | 0.6833 | 0.7067 | 0.8390 | 0.6875 | 0.7557 | 0.9434 | 0.6944 | 0.8 | 0.8632 | 0.5694 | 0.6862 | 0.4198 | 0.8947 | 0.5714 | 0.9759 | 0.5704 | 0.72 |
0.1061 | 37.0 | 13468 | 1.9914 | 0.6047 | 0.7035 | 0.6071 | 0.5994 | 0.7606 | 0.375 | 0.5023 | 0.4167 | 0.9722 | 0.5833 | 0.9 | 0.4375 | 0.5888 | 0.6634 | 0.4408 | 0.5296 | 0.7770 | 0.8099 | 0.7931 |
1.1014 | 38.0 | 13832 | 0.7707 | 0.8278 | 0.8347 | 0.8294 | 0.8284 | 0.7432 | 0.7639 | 0.7534 | 0.9825 | 0.7778 | 0.8682 | 0.8808 | 0.9236 | 0.9017 | 0.7415 | 0.7171 | 0.7291 | 0.8253 | 0.9648 | 0.8896 |
0.4693 | 39.0 | 14196 | 0.8032 | 0.7796 | 0.8153 | 0.7806 | 0.7751 | 0.9595 | 0.4931 | 0.6514 | 0.8897 | 0.8403 | 0.8643 | 0.8759 | 0.8333 | 0.8541 | 0.7107 | 0.7434 | 0.7267 | 0.6409 | 0.9930 | 0.7790 |
0.03 | 40.0 | 14560 | 2.2705 | 0.6212 | 0.7527 | 0.6183 | 0.6087 | 0.8983 | 0.3681 | 0.5222 | 0.9821 | 0.3819 | 0.55 | 0.6278 | 0.9722 | 0.7629 | 0.4348 | 0.8553 | 0.5765 | 0.8202 | 0.5141 | 0.6320 |
1.0635 | 41.0 | 14924 | 0.8656 | 0.7700 | 0.8146 | 0.7694 | 0.7701 | 0.8731 | 0.8125 | 0.8417 | 0.9610 | 0.5139 | 0.6697 | 0.8917 | 0.7431 | 0.8106 | 0.5822 | 0.8618 | 0.6950 | 0.7647 | 0.9155 | 0.8333 |
1.7808 | 42.0 | 15288 | 0.4428 | 0.8733 | 0.8809 | 0.8742 | 0.8751 | 0.9512 | 0.8125 | 0.8764 | 0.9357 | 0.9097 | 0.9225 | 0.8059 | 0.9514 | 0.8726 | 0.7707 | 0.7961 | 0.7832 | 0.9412 | 0.9014 | 0.9209 |
1.2959 | 43.0 | 15652 | 2.8245 | 0.5386 | 0.6741 | 0.5340 | 0.5194 | 0.4741 | 0.3819 | 0.4231 | 0.7273 | 0.8333 | 0.7767 | 0.8627 | 0.3056 | 0.4513 | 0.3796 | 0.8816 | 0.5307 | 0.9268 | 0.2676 | 0.4153 |
1.0648 | 44.0 | 16016 | 2.2485 | 0.6419 | 0.7630 | 0.6411 | 0.6168 | 0.9714 | 0.2361 | 0.3799 | 0.9667 | 0.4028 | 0.5686 | 0.8182 | 0.8125 | 0.8153 | 0.4706 | 0.7895 | 0.5897 | 0.5880 | 0.9648 | 0.7307 |
1.6683 | 45.0 | 16380 | 1.3286 | 0.7576 | 0.8073 | 0.7586 | 0.7488 | 0.9492 | 0.3889 | 0.5517 | 0.8794 | 0.8611 | 0.8702 | 0.8971 | 0.8472 | 0.8714 | 0.7365 | 0.7171 | 0.7267 | 0.5744 | 0.9789 | 0.7240 |
1.4987 | 46.0 | 16744 | 1.4056 | 0.6915 | 0.7938 | 0.6885 | 0.6877 | 0.7051 | 0.7639 | 0.7333 | 1.0 | 0.7292 | 0.8434 | 0.7958 | 0.7847 | 0.7902 | 0.4679 | 0.8618 | 0.6065 | 1.0 | 0.3028 | 0.4649 |
0.1716 | 47.0 | 17108 | 0.9573 | 0.7645 | 0.8122 | 0.7645 | 0.7661 | 0.9310 | 0.5625 | 0.7013 | 0.6438 | 0.9792 | 0.7769 | 0.8561 | 0.8264 | 0.8410 | 0.6298 | 0.75 | 0.6847 | 1.0 | 0.7042 | 0.8264 |
1.2902 | 48.0 | 17472 | 0.7744 | 0.8168 | 0.8580 | 0.8163 | 0.8245 | 0.8905 | 0.8472 | 0.8683 | 0.9901 | 0.6944 | 0.8163 | 0.8333 | 0.9028 | 0.8667 | 0.5936 | 0.8553 | 0.7008 | 0.9823 | 0.7817 | 0.8706 |
1.074 | 49.0 | 17836 | 5.5839 | 0.4105 | 0.6861 | 0.4055 | 0.3065 | 1.0 | 0.0486 | 0.0927 | 1.0 | 0.0556 | 0.1053 | 0.4780 | 0.9792 | 0.6424 | 0.3159 | 0.7961 | 0.4523 | 0.6364 | 0.1479 | 0.24 |
0.3016 | 50.0 | 18200 | 1.3900 | 0.7273 | 0.7944 | 0.7266 | 0.7389 | 0.7636 | 0.5833 | 0.6614 | 0.9457 | 0.6042 | 0.7373 | 0.8176 | 0.9028 | 0.8581 | 0.4727 | 0.7961 | 0.5931 | 0.9725 | 0.7465 | 0.8446 |
0.7923 | 51.0 | 18564 | 1.1039 | 0.7369 | 0.8038 | 0.7354 | 0.7273 | 1.0 | 0.5417 | 0.7027 | 0.7394 | 0.9653 | 0.8373 | 0.5917 | 0.8958 | 0.7127 | 0.7029 | 0.8092 | 0.7523 | 0.9851 | 0.4648 | 0.6316 |
0.079 | 52.0 | 18928 | 0.9145 | 0.7686 | 0.8069 | 0.7685 | 0.7712 | 0.8440 | 0.6389 | 0.7273 | 0.9804 | 0.6944 | 0.8130 | 0.8974 | 0.7292 | 0.8046 | 0.6188 | 0.8224 | 0.7062 | 0.6939 | 0.9577 | 0.8047 |
0.7387 | 53.0 | 19292 | 1.1572 | 0.7645 | 0.8182 | 0.7636 | 0.7750 | 0.7744 | 0.7153 | 0.7437 | 0.9896 | 0.6597 | 0.7917 | 0.8699 | 0.7431 | 0.8015 | 0.5347 | 0.8618 | 0.6599 | 0.9225 | 0.8380 | 0.8782 |
0.4333 | 54.0 | 19656 | 0.8459 | 0.7727 | 0.8256 | 0.7723 | 0.7789 | 0.9074 | 0.6806 | 0.7778 | 0.9681 | 0.6319 | 0.7647 | 0.8814 | 0.7222 | 0.7939 | 0.5458 | 0.8618 | 0.6684 | 0.8253 | 0.9648 | 0.8896 |
0.135 | 55.0 | 20020 | 0.9281 | 0.7534 | 0.8099 | 0.7532 | 0.7554 | 0.6813 | 0.7569 | 0.7171 | 1.0 | 0.4583 | 0.6286 | 0.8613 | 0.8194 | 0.8399 | 0.5439 | 0.8158 | 0.6526 | 0.9630 | 0.9155 | 0.9386 |
1.4615 | 56.0 | 20384 | 1.5940 | 0.7245 | 0.7685 | 0.7254 | 0.7098 | 0.6688 | 0.7153 | 0.6913 | 1.0 | 0.3333 | 0.5 | 0.8121 | 0.9306 | 0.8673 | 0.5544 | 0.7039 | 0.6203 | 0.8072 | 0.9437 | 0.8701 |
0.6157 | 57.0 | 20748 | 0.7882 | 0.7810 | 0.8076 | 0.7860 | 0.7739 | 0.5907 | 0.9722 | 0.7349 | 0.9580 | 0.7917 | 0.8669 | 0.8129 | 0.875 | 0.8428 | 0.7273 | 0.3684 | 0.4891 | 0.9493 | 0.9225 | 0.9357 |
0.2383 | 58.0 | 21112 | 1.1022 | 0.7466 | 0.8318 | 0.7452 | 0.7589 | 0.8739 | 0.6736 | 0.7608 | 0.9895 | 0.6528 | 0.7866 | 0.9022 | 0.5764 | 0.7034 | 0.4842 | 0.9079 | 0.6316 | 0.9091 | 0.9155 | 0.9123 |
0.0679 | 59.0 | 21476 | 1.0813 | 0.7851 | 0.8158 | 0.7855 | 0.7816 | 0.8411 | 0.625 | 0.7171 | 1.0 | 0.6111 | 0.7586 | 0.8408 | 0.9167 | 0.8771 | 0.7289 | 0.7961 | 0.7610 | 0.6683 | 0.9789 | 0.7943 |
2.4259 | 60.0 | 21840 | 2.6947 | 0.5909 | 0.7476 | 0.5867 | 0.5688 | 0.5792 | 0.8125 | 0.6763 | 0.9252 | 0.6875 | 0.7888 | 0.8261 | 0.3958 | 0.5352 | 0.4074 | 0.8684 | 0.5546 | 1.0 | 0.1690 | 0.2892 |
0.011 | 61.0 | 22204 | 0.8938 | 0.7603 | 0.8205 | 0.7599 | 0.7670 | 0.9647 | 0.5694 | 0.7162 | 0.9905 | 0.7222 | 0.8353 | 0.6753 | 0.9097 | 0.7751 | 0.5616 | 0.8092 | 0.6631 | 0.9106 | 0.7887 | 0.8453 |
0.4961 | 62.0 | 22568 | 1.7525 | 0.6915 | 0.8236 | 0.6889 | 0.7159 | 0.9681 | 0.6319 | 0.7647 | 0.9327 | 0.6736 | 0.7823 | 0.8739 | 0.6736 | 0.7608 | 0.4121 | 0.8947 | 0.5643 | 0.9310 | 0.5704 | 0.7074 |
0.0413 | 63.0 | 22932 | 0.7127 | 0.8264 | 0.8341 | 0.8281 | 0.8268 | 0.7673 | 0.8472 | 0.8053 | 0.9576 | 0.7847 | 0.8626 | 0.8797 | 0.8125 | 0.8448 | 0.7622 | 0.7171 | 0.7390 | 0.8035 | 0.9789 | 0.8825 |
1.2568 | 64.0 | 23296 | 3.7240 | 0.5055 | 0.7495 | 0.5005 | 0.5234 | 0.9649 | 0.3819 | 0.5473 | 0.8171 | 0.4653 | 0.5929 | 0.8056 | 0.4028 | 0.5370 | 0.3028 | 0.9145 | 0.4550 | 0.8571 | 0.3380 | 0.4848 |
0.3057 | 65.0 | 23660 | 1.0150 | 0.7479 | 0.7988 | 0.7474 | 0.7517 | 0.9109 | 0.6389 | 0.7510 | 0.6233 | 0.9306 | 0.7465 | 0.8409 | 0.7708 | 0.8043 | 0.6190 | 0.7697 | 0.6862 | 1.0 | 0.6268 | 0.7706 |
0.5195 | 66.0 | 24024 | 7.4947 | 0.3953 | 0.6566 | 0.3941 | 0.3246 | 0.5714 | 0.0278 | 0.0530 | 1.0 | 0.2014 | 0.3353 | 0.8947 | 0.1181 | 0.2086 | 0.5323 | 0.6513 | 0.5858 | 0.2845 | 0.9718 | 0.4402 |
0.0658 | 67.0 | 24388 | 0.5080 | 0.8320 | 0.8389 | 0.8330 | 0.8335 | 0.7892 | 0.9097 | 0.8452 | 0.9609 | 0.8542 | 0.9044 | 0.848 | 0.7361 | 0.7881 | 0.7188 | 0.7566 | 0.7372 | 0.8776 | 0.9085 | 0.8927 |
1.3597 | 68.0 | 24752 | 1.2537 | 0.7576 | 0.8153 | 0.7580 | 0.7413 | 1.0 | 0.3056 | 0.4681 | 0.6812 | 0.9792 | 0.8034 | 0.8506 | 0.9097 | 0.8792 | 0.5765 | 0.7434 | 0.6494 | 0.968 | 0.8521 | 0.9064 |
1.0185 | 69.0 | 25116 | 0.6910 | 0.8237 | 0.8381 | 0.8252 | 0.8283 | 0.7167 | 0.8958 | 0.7963 | 0.9535 | 0.8542 | 0.9011 | 0.8686 | 0.8264 | 0.8470 | 0.6839 | 0.6974 | 0.6906 | 0.968 | 0.8521 | 0.9064 |
1.5741 | 70.0 | 25480 | 4.0807 | 0.5826 | 0.7741 | 0.5802 | 0.5317 | 0.9583 | 0.1597 | 0.2738 | 0.9412 | 0.1111 | 0.1988 | 0.7791 | 0.9306 | 0.8481 | 0.3548 | 0.8684 | 0.5038 | 0.8369 | 0.8310 | 0.8339 |
0.0528 | 71.0 | 25844 | 0.9495 | 0.7645 | 0.8058 | 0.7642 | 0.7715 | 0.7257 | 0.8819 | 0.7962 | 0.9516 | 0.8194 | 0.8806 | 0.7879 | 0.7222 | 0.7536 | 0.5637 | 0.7566 | 0.6461 | 1.0 | 0.6408 | 0.7811 |
2.4556 | 72.0 | 26208 | 3.1869 | 0.5620 | 0.6926 | 0.5614 | 0.5393 | 0.7326 | 0.4375 | 0.5478 | 0.8246 | 0.6528 | 0.7287 | 1.0 | 0.1597 | 0.2754 | 0.4234 | 0.6908 | 0.525 | 0.4824 | 0.8662 | 0.6196 |
1.1308 | 73.0 | 26572 | 1.5193 | 0.7452 | 0.8115 | 0.7445 | 0.7366 | 0.8468 | 0.6528 | 0.7373 | 1.0 | 0.3611 | 0.5306 | 0.8562 | 0.9097 | 0.8822 | 0.5221 | 0.8553 | 0.6484 | 0.8323 | 0.9437 | 0.8845 |
0.1167 | 74.0 | 26936 | 1.2731 | 0.7094 | 0.7975 | 0.7074 | 0.7241 | 0.7478 | 0.5972 | 0.6641 | 0.9333 | 0.7778 | 0.8485 | 0.8538 | 0.7708 | 0.8102 | 0.4523 | 0.8421 | 0.5885 | 1.0 | 0.5493 | 0.7091 |
0.2747 | 75.0 | 27300 | 0.5770 | 0.8650 | 0.8689 | 0.8674 | 0.8623 | 0.9048 | 0.7917 | 0.8444 | 0.8718 | 0.9444 | 0.9067 | 0.8274 | 0.9653 | 0.8910 | 0.8957 | 0.6776 | 0.7715 | 0.8447 | 0.9577 | 0.8977 |
0.7676 | 76.0 | 27664 | 0.9433 | 0.8030 | 0.8342 | 0.8030 | 0.8042 | 0.9107 | 0.7083 | 0.7969 | 1.0 | 0.6458 | 0.7848 | 0.7611 | 0.9514 | 0.8457 | 0.6477 | 0.8224 | 0.7246 | 0.8514 | 0.8873 | 0.8690 |
0.8577 | 77.0 | 28028 | 1.2856 | 0.7521 | 0.7730 | 0.7578 | 0.7285 | 0.7016 | 0.9306 | 0.8 | 0.6290 | 0.9653 | 0.7616 | 0.8377 | 0.8958 | 0.8658 | 0.7059 | 0.2368 | 0.3547 | 0.9908 | 0.7606 | 0.8606 |
0.3569 | 78.0 | 28392 | 1.0886 | 0.7741 | 0.8440 | 0.7733 | 0.7850 | 0.9506 | 0.5347 | 0.6844 | 0.9826 | 0.7847 | 0.8726 | 0.8623 | 0.8264 | 0.8440 | 0.5077 | 0.8684 | 0.6408 | 0.9167 | 0.8521 | 0.8832 |
0.8389 | 79.0 | 28756 | 2.0285 | 0.6226 | 0.8028 | 0.6193 | 0.6470 | 0.9178 | 0.4653 | 0.6175 | 0.9368 | 0.6181 | 0.7448 | 0.8333 | 0.6944 | 0.7576 | 0.3566 | 0.875 | 0.5067 | 0.9692 | 0.4437 | 0.6087 |
1.0882 | 80.0 | 29120 | 1.5803 | 0.6970 | 0.7947 | 0.6953 | 0.6929 | 0.8652 | 0.5347 | 0.6609 | 0.9815 | 0.3681 | 0.5354 | 0.7010 | 0.9444 | 0.8047 | 0.4781 | 0.8618 | 0.6150 | 0.9478 | 0.7676 | 0.8482 |
0.6209 | 81.0 | 29484 | 1.2037 | 0.7796 | 0.8182 | 0.7853 | 0.7647 | 0.5755 | 0.9792 | 0.7249 | 0.8797 | 0.8125 | 0.8448 | 0.8693 | 0.9236 | 0.8956 | 0.8519 | 0.3026 | 0.4466 | 0.9149 | 0.9085 | 0.9117 |
0.1106 | 82.0 | 29848 | 0.6860 | 0.8168 | 0.8427 | 0.8176 | 0.8179 | 0.9775 | 0.6042 | 0.7468 | 0.7473 | 0.9444 | 0.8344 | 0.8551 | 0.8194 | 0.8369 | 0.6556 | 0.7763 | 0.7108 | 0.9781 | 0.9437 | 0.9606 |
0.0101 | 83.0 | 30212 | 6.1928 | 0.4904 | 0.6662 | 0.4894 | 0.4496 | 0.8571 | 0.0833 | 0.1519 | 0.9245 | 0.3403 | 0.4975 | 0.6543 | 0.3681 | 0.4711 | 0.5381 | 0.6974 | 0.6074 | 0.3570 | 0.9577 | 0.5201 |
0.9885 | 84.0 | 30576 | 1.1667 | 0.7479 | 0.7940 | 0.7517 | 0.7439 | 0.8571 | 0.625 | 0.7229 | 0.8193 | 0.9444 | 0.8774 | 0.8843 | 0.7431 | 0.8075 | 0.8554 | 0.4671 | 0.6043 | 0.5538 | 0.9789 | 0.7074 |
0.078 | 85.0 | 30940 | 0.7273 | 0.8168 | 0.8514 | 0.8164 | 0.8224 | 0.9905 | 0.7222 | 0.8353 | 0.8725 | 0.9028 | 0.8874 | 0.7590 | 0.875 | 0.8129 | 0.635 | 0.8355 | 0.7216 | 1.0 | 0.7465 | 0.8548 |
1.4247 | 86.0 | 31304 | 1.0005 | 0.7769 | 0.8310 | 0.7813 | 0.7733 | 0.5586 | 0.9931 | 0.715 | 0.9907 | 0.7361 | 0.8446 | 0.8611 | 0.8611 | 0.8611 | 0.8732 | 0.4079 | 0.5561 | 0.8716 | 0.9085 | 0.8897 |
0.3335 | 87.0 | 31668 | 1.4127 | 0.7617 | 0.7912 | 0.7621 | 0.7646 | 0.8947 | 0.5903 | 0.7113 | 0.8681 | 0.8681 | 0.8681 | 0.8621 | 0.6944 | 0.7692 | 0.5659 | 0.7632 | 0.6499 | 0.7651 | 0.8944 | 0.8247 |
0.0995 | 88.0 | 32032 | 1.0813 | 0.7658 | 0.8151 | 0.7675 | 0.7694 | 0.5738 | 0.9722 | 0.7216 | 0.9464 | 0.7361 | 0.8281 | 0.8377 | 0.8958 | 0.8658 | 0.7177 | 0.5855 | 0.6449 | 1.0 | 0.6479 | 0.7863 |
1.8463 | 89.0 | 32396 | 3.0008 | 0.5716 | 0.7663 | 0.5672 | 0.5426 | 0.9643 | 0.375 | 0.54 | 0.9359 | 0.5069 | 0.6577 | 0.5895 | 0.9375 | 0.7239 | 0.3871 | 0.8684 | 0.5355 | 0.9545 | 0.1479 | 0.2561 |
0.0148 | 90.0 | 32760 | 0.5001 | 0.8623 | 0.8811 | 0.8622 | 0.8675 | 0.9021 | 0.8958 | 0.8990 | 0.9597 | 0.8264 | 0.8881 | 0.8806 | 0.8194 | 0.8489 | 0.6786 | 0.875 | 0.7644 | 0.9845 | 0.8944 | 0.9373 |
0.2192 | 91.0 | 33124 | 0.6181 | 0.8595 | 0.8669 | 0.8606 | 0.8587 | 0.9630 | 0.7222 | 0.8254 | 0.9060 | 0.9375 | 0.9215 | 0.8639 | 0.8819 | 0.8729 | 0.7947 | 0.7895 | 0.7921 | 0.8070 | 0.9718 | 0.8818 |
2.2473 | 92.0 | 33488 | 0.6960 | 0.8306 | 0.8506 | 0.8301 | 0.8323 | 0.9344 | 0.7917 | 0.8571 | 0.9433 | 0.9236 | 0.9333 | 0.7333 | 0.9167 | 0.8148 | 0.7095 | 0.8355 | 0.7674 | 0.9327 | 0.6831 | 0.7886 |
0.0272 | 93.0 | 33852 | 1.6524 | 0.6584 | 0.7209 | 0.6600 | 0.6521 | 0.5794 | 0.8611 | 0.6927 | 0.6182 | 0.9444 | 0.7473 | 0.9012 | 0.5069 | 0.6489 | 0.5328 | 0.4803 | 0.5052 | 0.9730 | 0.5070 | 0.6667 |
0.0859 | 94.0 | 34216 | 1.7388 | 0.6529 | 0.8228 | 0.6502 | 0.6715 | 0.9375 | 0.625 | 0.75 | 0.9818 | 0.375 | 0.5427 | 0.8322 | 0.8264 | 0.8293 | 0.375 | 0.8684 | 0.5238 | 0.9875 | 0.5563 | 0.7117 |
0.6228 | 95.0 | 34580 | 1.6017 | 0.6570 | 0.8381 | 0.6528 | 0.6709 | 0.9252 | 0.6875 | 0.7888 | 1.0 | 0.7917 | 0.8837 | 0.8795 | 0.5069 | 0.6432 | 0.3856 | 0.9539 | 0.5492 | 1.0 | 0.3239 | 0.4894 |
0.3703 | 96.0 | 34944 | 1.7469 | 0.6970 | 0.7750 | 0.6965 | 0.6883 | 0.5455 | 0.9583 | 0.6952 | 0.9839 | 0.4236 | 0.5922 | 0.9231 | 0.5 | 0.6486 | 0.6464 | 0.7697 | 0.7027 | 0.7763 | 0.8310 | 0.8027 |
2.6558 | 97.0 | 35308 | 1.6194 | 0.7025 | 0.8071 | 0.7008 | 0.7179 | 0.9070 | 0.5417 | 0.6783 | 0.9062 | 0.8056 | 0.8529 | 0.7945 | 0.8056 | 0.8 | 0.4276 | 0.8158 | 0.5611 | 1.0 | 0.5352 | 0.6972 |
1.1283 | 98.0 | 35672 | 1.3466 | 0.7287 | 0.8044 | 0.7269 | 0.7223 | 0.9579 | 0.6319 | 0.7615 | 0.7657 | 0.9306 | 0.8401 | 0.7901 | 0.8889 | 0.8366 | 0.5083 | 0.8026 | 0.6224 | 1.0 | 0.3803 | 0.5510 |
2.2577 | 99.0 | 36036 | 0.7778 | 0.7920 | 0.8171 | 0.7929 | 0.7984 | 0.7143 | 0.9028 | 0.7975 | 0.928 | 0.8056 | 0.8625 | 0.8359 | 0.7431 | 0.7868 | 0.6158 | 0.7171 | 0.6626 | 0.9912 | 0.7958 | 0.8828 |
0.8955 | 100.0 | 36400 | 1.7110 | 0.7369 | 0.8185 | 0.7359 | 0.7259 | 0.98 | 0.3403 | 0.5052 | 0.9663 | 0.5972 | 0.7382 | 0.7901 | 0.9931 | 0.88 | 0.5116 | 0.8684 | 0.6439 | 0.8446 | 0.8803 | 0.8621 |
Framework versions
- Transformers 4.48.3
- Pytorch 2.5.1+cu124
- Datasets 3.3.2
- Tokenizers 0.21.0
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google/mobilenet_v2_1.0_224