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eungitoto/segformer-b0-finetuned-segments-sidewalk-2
segformer-b0-finetuned-segments-sidewalk-2 is a image segmentation model from eungitoto. Use it for the image segmentation task on the model card, and read the license before you ship it in a product. It is set up for transformers. The card lists the license as other.
should probably proofread and complete it, then remove this comment. --
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From the Hugging Face model README
This model is a fine-tuned version of nvidia/mit-b0 on the segments/sidewalk-semantic dataset. It achieves the following results on the evaluation set:
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The following hyperparameters were used during training:
| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Flat-road | Accuracy Flat-sidewalk | Accuracy Flat-crosswalk | Accuracy Flat-cyclinglane | Accuracy Flat-parkingdriveway | Accuracy Flat-railtrack | Accuracy Flat-curb | Accuracy Human-person | Accuracy Human-rider | Accuracy Vehicle-car | Accuracy Vehicle-truck | Accuracy Vehicle-bus | Accuracy Vehicle-tramtrain | Accuracy Vehicle-motorcycle | Accuracy Vehicle-bicycle | Accuracy Vehicle-caravan | Accuracy Vehicle-cartrailer | Accuracy Construction-building | Accuracy Construction-door | Accuracy Construction-wall | Accuracy Construction-fenceguardrail | Accuracy Construction-bridge | Accuracy Construction-tunnel | Accuracy Construction-stairs | Accuracy Object-pole | Accuracy Object-trafficsign | Accuracy Object-trafficlight | Accuracy Nature-vegetation | Accuracy Nature-terrain | Accuracy Sky | Accuracy Void-ground | Accuracy Void-dynamic | Accuracy Void-static | Accuracy Void-unclear | Iou Unlabeled | Iou Flat-road | Iou Flat-sidewalk | Iou Flat-crosswalk | Iou Flat-cyclinglane | Iou Flat-parkingdriveway | Iou Flat-railtrack | Iou Flat-curb | Iou Human-person | Iou Human-rider | Iou Vehicle-car | Iou Vehicle-truck | Iou Vehicle-bus | Iou Vehicle-tramtrain | Iou Vehicle-motorcycle | Iou Vehicle-bicycle | Iou Vehicle-caravan | Iou Vehicle-cartrailer | Iou Construction-building | Iou Construction-door | Iou Construction-wall | Iou Construction-fenceguardrail | Iou Construction-bridge | Iou Construction-tunnel | Iou Construction-stairs | Iou Object-pole | Iou Object-trafficsign | Iou Object-trafficlight | Iou Nature-vegetation | Iou Nature-terrain | Iou Sky | Iou Void-ground | Iou Void-dynamic | Iou Void-static | Iou Void-unclear |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2.6363 | 0.4 | 20 | 3.0746 | 0.0958 | 0.1387 | 0.6097 | nan | 0.4923 | 0.9140 | 0.0023 | 0.0115 | 0.0163 | 0.0 | 0.0012 | 0.0 | 0.0 | 0.7446 | 0.0010 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9002 | 0.0 | 0.0074 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8330 | 0.0676 | 0.7219 | 0.0 | 0.0 | 0.0033 | 0.0 | nan | 0.3615 | 0.6272 | 0.0023 | 0.0115 | 0.0138 | 0.0 | 0.0012 | 0.0 | 0.0 | 0.4781 | 0.0004 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3994 | 0.0 | 0.0072 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6074 | 0.0646 | 0.6789 | 0.0 | 0.0 | 0.0033 | 0.0 |
| 2.1728 | 0.8 | 40 | 2.1331 | 0.1057 | 0.1504 | 0.6493 | nan | 0.7183 | 0.9087 | 0.0 | 0.0011 | 0.0031 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.7912 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8617 | 0.0 | 0.0025 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9374 | 0.0054 | 0.8823 | 0.0 | 0.0 | 0.0004 | 0.0 | nan | 0.4086 | 0.6905 | 0.0 | 0.0011 | 0.0030 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.5711 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4771 | 0.0 | 0.0025 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6142 | 0.0053 | 0.8190 | 0.0 | 0.0 | 0.0004 | 0.0 |
| 1.8992 | 1.2 | 60 | 1.7800 | 0.1102 | 0.1549 | 0.6621 | nan | 0.6924 | 0.9401 | 0.0 | 0.0144 | 0.0013 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.8627 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8730 | 0.0 | 0.0008 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9193 | 0.0615 | 0.9003 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4255 | 0.6860 | 0.0 | 0.0144 | 0.0013 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.5819 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4994 | 0.0 | 0.0008 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6468 | 0.0608 | 0.8313 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.8919 | 1.6 | 80 | 1.6335 | 0.1201 | 0.1629 | 0.6809 | nan | 0.7313 | 0.9424 | 0.0 | 0.0501 | 0.0008 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.8569 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8876 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9397 | 0.2331 | 0.8972 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4467 | 0.7033 | 0.0 | 0.0501 | 0.0008 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.6179 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5237 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6657 | 0.2237 | 0.8501 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.63 | 2.0 | 100 | 1.4813 | 0.1342 | 0.1756 | 0.7089 | nan | 0.8218 | 0.9389 | 0.0 | 0.2047 | 0.0006 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8384 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8802 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9479 | 0.4267 | 0.9098 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4844 | 0.7364 | 0.0 | 0.2025 | 0.0006 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6453 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5371 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6948 | 0.4056 | 0.8548 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.3523 | 2.4 | 120 | 1.3727 | 0.1467 | 0.1884 | 0.7335 | nan | 0.8524 | 0.9382 | 0.0 | 0.4096 | 0.0009 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8653 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8659 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9450 | 0.5996 | 0.9273 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5341 | 0.7489 | 0.0 | 0.4011 | 0.0009 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6377 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5535 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7173 | 0.5393 | 0.8549 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.2951 | 2.8 | 140 | 1.2957 | 0.1511 | 0.1932 | 0.7407 | nan | 0.8465 | 0.9414 | 0.0 | 0.4159 | 0.0029 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8951 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8775 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9327 | 0.7282 | 0.9275 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5327 | 0.7570 | 0.0 | 0.4072 | 0.0029 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6595 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5523 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7399 | 0.6208 | 0.8658 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.3024 | 3.2 | 160 | 1.2389 | 0.1536 | 0.1941 | 0.7464 | nan | 0.8844 | 0.9356 | 0.0 | 0.5074 | 0.0044 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8589 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8984 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9380 | 0.6688 | 0.9035 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5543 | 0.7672 | 0.0 | 0.4812 | 0.0043 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6749 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5517 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7351 | 0.5888 | 0.8655 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.3291 | 3.6 | 180 | 1.1719 | 0.1582 | 0.1970 | 0.7516 | nan | 0.7975 | 0.9658 | 0.0001 | 0.5346 | 0.0113 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8905 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9044 | 0.0 | 0.0003 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9127 | 0.7531 | 0.9290 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5791 | 0.7373 | 0.0001 | 0.5120 | 0.0111 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6910 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5522 | 0.0 | 0.0003 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7708 | 0.6519 | 0.8725 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.171 | 4.0 | 200 | 1.1129 | 0.1583 | 0.1982 | 0.7564 | nan | 0.8861 | 0.9498 | 0.0 | 0.5324 | 0.0266 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8824 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8648 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9478 | 0.7150 | 0.9343 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5772 | 0.7708 | 0.0 | 0.5090 | 0.0259 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6945 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5713 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7383 | 0.6220 | 0.8744 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.2553 | 4.4 | 220 | 1.0982 | 0.1597 | 0.2022 | 0.7524 | nan | 0.9524 | 0.8937 | 0.0 | 0.5760 | 0.0539 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.8626 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9018 | 0.0 | 0.0006 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9364 | 0.7568 | 0.9400 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5187 | 0.7967 | 0.0 | 0.5249 | 0.0509 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.6982 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5609 | 0.0 | 0.0006 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7580 | 0.6483 | 0.8736 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.9428 | 4.8 | 240 | 1.0357 | 0.1662 | 0.2074 | 0.7694 | nan | 0.9300 | 0.9359 | 0.0074 | 0.6225 | 0.0780 | 0.0 | 0.0007 | 0.0 | 0.0 | 0.8966 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9012 | 0.0 | 0.0023 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9207 | 0.8155 | 0.9398 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5795 | 0.7982 | 0.0074 | 0.5725 | 0.0727 | 0.0 | 0.0007 | 0.0 | 0.0 | 0.7107 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5673 | 0.0 | 0.0023 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7794 | 0.6826 | 0.8785 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.9843 | 5.2 | 260 | 0.9881 | 0.1689 | 0.2087 | 0.7706 | nan | 0.8682 | 0.9574 | 0.0704 | 0.6251 | 0.0810 | 0.0 | 0.0020 | 0.0 | 0.0 | 0.9139 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8783 | 0.0 | 0.0051 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9202 | 0.8331 | 0.9406 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6115 | 0.7686 | 0.0704 | 0.5919 | 0.0731 | 0.0 | 0.0020 | 0.0 | 0.0 | 0.7004 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5797 | 0.0 | 0.0050 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7766 | 0.6863 | 0.8784 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.9274 | 5.6 | 280 | 0.9701 | 0.1738 | 0.2166 | 0.7794 | nan | 0.9171 | 0.9276 | 0.1062 | 0.7376 | 0.1365 | 0.0 | 0.0097 | 0.0 | 0.0 | 0.9144 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8870 | 0.0 | 0.0102 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9297 | 0.8383 | 0.9493 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6165 | 0.8027 | 0.1059 | 0.6193 | 0.1201 | 0.0 | 0.0096 | 0.0 | 0.0 | 0.6958 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5848 | 0.0 | 0.0101 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7777 | 0.6882 | 0.8794 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.8762 | 6.0 | 300 | 0.9369 | 0.1850 | 0.2257 | 0.7864 | nan | 0.9056 | 0.9452 | 0.4152 | 0.6530 | 0.1945 | 0.0 | 0.0313 | 0.0 | 0.0 | 0.9224 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8770 | 0.0 | 0.0269 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9266 | 0.8372 | 0.9387 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6408 | 0.8042 | 0.3904 | 0.6126 | 0.1521 | 0.0 | 0.0310 | 0.0 | 0.0 | 0.6888 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5874 | 0.0 | 0.0257 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7821 | 0.6954 | 0.8809 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.8044 | 6.4 | 320 | 0.9197 | 0.1903 | 0.2308 | 0.7896 | nan | 0.9174 | 0.9437 | 0.5151 | 0.6212 | 0.2095 | 0.0 | 0.0733 | 0.0 | 0.0 | 0.9091 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8953 | 0.0 | 0.0558 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9174 | 0.8372 | 0.9511 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6400 | 0.8072 | 0.4651 | 0.5881 | 0.1706 | 0.0 | 0.0714 | 0.0 | 0.0 | 0.7168 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5855 | 0.0 | 0.0512 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7905 | 0.7010 | 0.8817 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.7438 | 6.8 | 340 | 0.8776 | 0.1934 | 0.2344 | 0.7940 | nan | 0.9134 | 0.9414 | 0.5616 | 0.6671 | 0.2014 | 0.0 | 0.0966 | 0.0 | 0.0 | 0.9162 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9011 | 0.0 | 0.0716 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9231 | 0.8347 | 0.9422 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6545 | 0.8114 | 0.4818 | 0.6313 | 0.1657 | 0.0 | 0.0933 | 0.0 | 0.0 | 0.7053 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5874 | 0.0 | 0.0639 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7945 | 0.6990 | 0.8886 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.9671 | 7.2 | 360 | 0.8704 | 0.1975 | 0.2399 | 0.7955 | nan | 0.8871 | 0.9408 | 0.5863 | 0.6940 | 0.2363 | 0.0 | 0.1439 | 0.0 | 0.0 | 0.9029 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8684 | 0.0 | 0.1670 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9291 | 0.8532 | 0.9471 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6532 | 0.8126 | 0.4632 | 0.6345 | 0.1855 | 0.0 | 0.1361 | 0.0 | 0.0 | 0.7283 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5977 | 0.0 | 0.1406 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7862 | 0.6935 | 0.8840 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.8191 | 7.6 | 380 | 0.8422 | 0.2048 | 0.2442 | 0.8033 | nan | 0.9159 | 0.9441 | 0.5265 | 0.7238 | 0.2684 | 0.0 | 0.1784 | 0.0003 | 0.0 | 0.8799 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8603 | 0.0 | 0.2762 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.9402 | 0.8318 | 0.9551 | 0.0 | 0.0 | 0.0005 | 0.0 | nan | 0.6939 | 0.8112 | 0.4965 | 0.6614 | 0.2087 | 0.0 | 0.1667 | 0.0003 | 0.0 | 0.7490 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6063 | 0.0 | 0.2037 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.7830 | 0.7000 | 0.8823 | 0.0 | 0.0 | 0.0005 | 0.0 |
| 0.8005 | 8.0 | 400 | 0.8414 | 0.1996 | 0.2372 | 0.7972 | nan | 0.9003 | 0.9492 | 0.5198 | 0.6659 | 0.1888 | 0.0 | 0.2424 | 0.0000 | 0.0 | 0.9048 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9291 | 0.0 | 0.1105 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.9216 | 0.7883 | 0.9434 | 0.0 | 0.0 | 0.0001 | 0.0 | nan | 0.6719 | 0.8049 | 0.4991 | 0.6372 | 0.1537 | 0.0 | 0.2152 | 0.0000 | 0.0 | 0.7254 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5841 | 0.0 | 0.0940 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.8047 | 0.7032 | 0.8927 | 0.0 | 0.0 | 0.0001 | 0.0 |
| 0.9294 | 8.4 | 420 | 0.8182 | 0.2036 | 0.2430 | 0.8029 | nan | 0.9269 | 0.9482 | 0.5270 | 0.6550 | 0.2482 | 0.0 | 0.2108 | 0.0002 | 0.0 | 0.9167 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8894 | 0.0 | 0.2316 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0004 | 0.0 | 0.0 | 0.9295 | 0.8273 | 0.9512 | 0.0 | 0.0 | 0.0007 | 0.0 | nan | 0.6841 | 0.8133 | 0.4924 | 0.6336 | 0.1979 | 0.0 | 0.1916 | 0.0002 | 0.0 | 0.7197 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6065 | 0.0 | 0.1800 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0004 | 0.0 | 0.0 | 0.8014 | 0.7111 | 0.8901 | 0.0 | 0.0 | 0.0007 | 0.0 |
| 0.7301 | 8.8 | 440 | 0.8036 | 0.2086 | 0.2527 | 0.8061 | nan | 0.9223 | 0.9419 | 0.5814 | 0.6931 | 0.2747 | 0.0 | 0.2847 | 0.0053 | 0.0 | 0.9361 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8273 | 0.0 | 0.3837 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.9300 | 0.8531 | 0.9561 | 0.0 | 0.0 | 0.0008 | 0.0 | nan | 0.6964 | 0.8218 | 0.5116 | 0.6603 | 0.2195 | 0.0 | 0.2440 | 0.0053 | 0.0 | 0.6847 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6037 | 0.0 | 0.2526 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.7979 | 0.7074 | 0.8852 | 0.0 | 0.0 | 0.0008 | 0.0 |
| 0.6754 | 9.2 | 460 | 0.7868 | 0.2083 | 0.2482 | 0.8070 | nan | 0.9098 | 0.9432 | 0.5608 | 0.7545 | 0.2089 | 0.0 | 0.2884 | 0.0073 | 0.0 | 0.9000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8991 | 0.0 | 0.2473 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.9193 | 0.8499 | 0.9478 | 0.0 | 0.0 | 0.0023 | 0.0 | nan | 0.6748 | 0.8194 | 0.5305 | 0.6745 | 0.1787 | 0.0 | 0.2438 | 0.0073 | 0.0 | 0.7486 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6100 | 0.0 | 0.1831 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.8067 | 0.7069 | 0.8942 | 0.0 | 0.0 | 0.0023 | 0.0 |
| 0.7499 | 9.6 | 480 | 0.7756 | 0.2112 | 0.2511 | 0.8109 | nan | 0.9109 | 0.9429 | 0.5288 | 0.7550 | 0.2927 | 0.0 | 0.2838 | 0.0126 | 0.0 | 0.9117 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9054 | 0.0 | 0.2797 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0005 | 0.0 | 0.0 | 0.9263 | 0.8295 | 0.9522 | 0.0 | 0.0 | 0.0039 | 0.0 | nan | 0.7098 | 0.8209 | 0.4936 | 0.7004 | 0.2259 | 0.0 | 0.2461 | 0.0126 | 0.0 | 0.7399 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6058 | 0.0 | 0.1980 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0005 | 0.0 | 0.0 | 0.8077 | 0.7226 | 0.8942 | 0.0 | 0.0 | 0.0039 | 0.0 |
| 0.5878 | 10.0 | 500 | 0.7564 | 0.2131 | 0.2568 | 0.8123 | nan | 0.9099 | 0.9388 | 0.5922 | 0.7452 | 0.3135 | 0.0 | 0.2995 | 0.0235 | 0.0 | 0.9165 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8776 | 0.0 | 0.3744 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0008 | 0.0 | 0.0 | 0.9301 | 0.8555 | 0.9495 | 0.0 | 0.0 | 0.0047 | 0.0 | nan | 0.6945 | 0.8339 | 0.4657 | 0.6925 | 0.2436 | 0.0 | 0.2602 | 0.0235 | 0.0 | 0.7350 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6171 | 0.0 | 0.2630 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0008 | 0.0 | 0.0 | 0.7991 | 0.7150 | 0.8956 | 0.0 | 0.0 | 0.0046 | 0.0 |
| 0.874 | 10.4 | 520 | 0.7601 | 0.2169 | 0.2584 | 0.8133 | nan | 0.9144 | 0.9378 | 0.5474 | 0.7449 | 0.3350 | 0.0 | 0.3237 | 0.0738 | 0.0 | 0.9292 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8918 | 0.0 | 0.3508 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0019 | 0.0 | 0.0 | 0.9232 | 0.8450 | 0.9579 | 0.0 | 0.0 | 0.0086 | 0.0 | nan | 0.7030 | 0.8214 | 0.5211 | 0.6962 | 0.2497 | 0.0 | 0.2740 | 0.0735 | 0.0 | 0.7398 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6252 | 0.0 | 0.2396 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0019 | 0.0 | 0.0 | 0.8120 | 0.7134 | 0.8942 | 0.0 | 0.0 | 0.0084 | 0.0 |
| 0.5957 | 10.8 | 540 | 0.7557 | 0.2115 | 0.2534 | 0.8114 | nan | 0.8494 | 0.9518 | 0.6034 | 0.7916 | 0.2467 | 0.0 | 0.3290 | 0.0558 | 0.0 | 0.9140 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9268 | 0.0 | 0.2114 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0043 | 0.0 | 0.0 | 0.9189 | 0.8608 | 0.9472 | 0.0 | 0.0 | 0.0041 | 0.0 | nan | 0.7069 | 0.8234 | 0.4749 | 0.6717 | 0.2108 | 0.0 | 0.2916 | 0.0557 | 0.0 | 0.7444 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6064 | 0.0 | 0.1714 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0043 | 0.0 | 0.0 | 0.8108 | 0.7131 | 0.9005 | 0.0 | 0.0 | 0.0040 | 0.0 |
| 0.5981 | 11.2 | 560 | 0.7396 | 0.2223 | 0.2641 | 0.8176 | nan | 0.8798 | 0.9418 | 0.5376 | 0.8258 | 0.2915 | 0.0 | 0.3517 | 0.1215 | 0.0 | 0.9240 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8754 | 0.0 | 0.4492 | 0.0029 | 0.0 | 0.0 | 0.0 | 0.0095 | 0.0 | 0.0 | 0.9420 | 0.8361 | 0.9583 | 0.0 | 0.0 | 0.0309 | 0.0 | nan | 0.7188 | 0.8224 | 0.5170 | 0.7030 | 0.2402 | 0.0 | 0.2981 | 0.1202 | 0.0 | 0.7507 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6314 | 0.0 | 0.3022 | 0.0028 | 0.0 | 0.0 | 0.0 | 0.0095 | 0.0 | 0.0 | 0.8028 | 0.7141 | 0.8963 | 0.0 | 0.0 | 0.0295 | 0.0 |
| 0.5177 | 11.6 | 580 | 0.7403 | 0.2227 | 0.2665 | 0.8144 | nan | 0.9070 | 0.9314 | 0.6047 | 0.7349 | 0.3815 | 0.0 | 0.3395 | 0.1778 | 0.0 | 0.9082 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8715 | 0.0 | 0.4334 | 0.0040 | 0.0 | 0.0 | 0.0 | 0.0100 | 0.0 | 0.0 | 0.9464 | 0.8180 | 0.9571 | 0.0 | 0.0 | 0.0353 | 0.0 | nan | 0.6983 | 0.8321 | 0.4714 | 0.6965 | 0.2653 | 0.0 | 0.2899 | 0.1731 | 0.0 | 0.7622 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6327 | 0.0 | 0.2963 | 0.0038 | 0.0 | 0.0 | 0.0 | 0.0100 | 0.0 | 0.0 | 0.7972 | 0.7113 | 0.8992 | 0.0 | 0.0 | 0.0334 | 0.0 |
| 0.5689 | 12.0 | 600 | 0.7382 | 0.2237 | 0.2642 | 0.8176 | nan | 0.9339 | 0.9440 | 0.5055 | 0.7365 | 0.3006 | 0.0 | 0.3610 | 0.1763 | 0.0 | 0.9328 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.8772 | 0.0 | 0.4224 | 0.0153 | 0.0 | 0.0 | 0.0 | 0.0108 | 0.0 | 0.0 | 0.9320 | 0.8401 | 0.9553 | 0.0 | 0.0 | 0.0391 | 0.0 | nan | 0.7077 | 0.8244 | 0.4863 | 0.7017 | 0.2403 | 0.0 | 0.3038 | 0.1720 | 0.0 | 0.7422 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.6333 | 0.0 | 0.2928 | 0.0142 | 0.0 | 0.0 | 0.0 | 0.0108 | 0.0 | 0.0 | 0.8130 | 0.7274 | 0.8999 | 0.0 | 0.0 | 0.0366 | 0.0 |
| 0.6379 | 12.4 | 620 | 0.7284 | 0.2260 | 0.2674 | 0.8171 | nan | 0.8613 | 0.9554 | 0.5848 | 0.7909 | 0.2547 | 0.0 | 0.3498 | 0.2235 | 0.0 | 0.9240 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0011 | 0.0 | 0.0 | 0.8959 | 0.0 | 0.4200 | 0.0197 | 0.0 | 0.0 | 0.0 | 0.0173 | 0.0 | 0.0 | 0.9153 | 0.8660 | 0.9535 | 0.0 | 0.0 | 0.0598 | 0.0 | nan | 0.7209 | 0.8117 | 0.5001 | 0.7144 | 0.2080 | 0.0 | 0.3020 | 0.2141 | 0.0 | 0.7682 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0011 | 0.0 | 0.0 | 0.6390 | 0.0 | 0.2812 | 0.0188 | 0.0 | 0.0 | 0.0 | 0.0172 | 0.0 | 0.0 | 0.8154 | 0.7159 | 0.9029 | 0.0 | 0.0 | 0.0546 | 0.0 |
| 0.5772 | 12.8 | 640 | 0.7187 | 0.2317 | 0.2755 | 0.8213 | nan | 0.9200 | 0.9479 | 0.5902 | 0.7480 | 0.2776 | 0.0 | 0.3621 | 0.3136 | 0.0 | 0.9321 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0023 | 0.0 | 0.0 | 0.8618 | 0.0 | 0.4991 | 0.0422 | 0.0 | 0.0 | 0.0 | 0.0430 | 0.0 | 0.0 | 0.9282 | 0.8676 | 0.9574 | 0.0 | 0.0 | 0.0742 | 0.0 | nan | 0.7049 | 0.8337 | 0.4961 | 0.7056 | 0.2336 | 0.0 | 0.3085 | 0.2828 | 0.0 | 0.7610 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0023 | 0.0 | 0.0 | 0.6438 | 0.0 | 0.3241 | 0.0375 | 0.0 | 0.0 | 0.0 | 0.0427 | 0.0 | 0.0 | 0.8137 | 0.7203 | 0.9018 | 0.0 | 0.0 | 0.0667 | 0.0 |
| 0.6958 | 13.2 | 660 | 0.6981 | 0.2346 | 0.2795 | 0.8243 | nan | 0.9034 | 0.9373 | 0.6079 | 0.8121 | 0.3564 | 0.0 | 0.3662 | 0.3246 | 0.0 | 0.9333 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0022 | 0.0 | 0.0 | 0.8780 | 0.0 | 0.4743 | 0.0491 | 0.0 | 0.0 | 0.0 | 0.0335 | 0.0 | 0.0 | 0.9305 | 0.8584 | 0.9573 | 0.0 | 0.0 | 0.0779 | 0.0 | nan | 0.7277 | 0.8370 | 0.4877 | 0.7263 | 0.2627 | 0.0 | 0.3095 | 0.2965 | 0.0 | 0.7655 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0022 | 0.0 | 0.0 | 0.6538 | 0.0 | 0.3213 | 0.0434 | 0.0 | 0.0 | 0.0 | 0.0333 | 0.0 | 0.0 | 0.8126 | 0.7263 | 0.9021 | 0.0 | 0.0 | 0.0692 | 0.0 |
| 0.6015 | 13.6 | 680 | 0.7058 | 0.2382 | 0.2808 | 0.8256 | nan | 0.9422 | 0.9404 | 0.5065 | 0.7814 | 0.3153 | 0.0 | 0.3763 | 0.3868 | 0.0 | 0.9294 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0052 | 0.0 | 0.0 | 0.9027 | 0.0 | 0.4368 | 0.1332 | 0.0 | 0.0 | 0.0 | 0.0725 | 0.0 | 0.0 | 0.9198 | 0.8596 | 0.9627 | 0.0 | 0.0 | 0.0749 | 0.0 | nan | 0.7195 | 0.8358 | 0.4934 | 0.7243 | 0.2502 | 0.0 | 0.3068 | 0.3232 | 0.0 | 0.7693 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0052 | 0.0 | 0.0 | 0.6496 | 0.0 | 0.3222 | 0.1099 | 0.0 | 0.0 | 0.0 | 0.0713 | 0.0 | 0.0 | 0.8216 | 0.7279 | 0.9005 | 0.0 | 0.0 | 0.0679 | 0.0 |
| 0.5698 | 14.0 | 700 | 0.6973 | 0.2374 | 0.2806 | 0.8240 | nan | 0.9140 | 0.9468 | 0.5788 | 0.7557 | 0.3021 | 0.0 | 0.3873 | 0.3988 | 0.0 | 0.9359 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0113 | 0.0 | 0.0 | 0.9088 | 0.0 | 0.3731 | 0.1032 | 0.0 | 0.0 | 0.0 | 0.0816 | 0.0 | 0.0 | 0.9156 | 0.8763 | 0.9563 | 0.0 | 0.0 | 0.0937 | 0.0 | nan | 0.7136 | 0.8338 | 0.4892 | 0.7176 | 0.2411 | 0.0 | 0.3250 | 0.3327 | 0.0 | 0.7658 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0113 | 0.0 | 0.0 | 0.6525 | 0.0 | 0.3009 | 0.0915 | 0.0 | 0.0 | 0.0 | 0.0804 | 0.0 | 0.0 | 0.8157 | 0.7135 | 0.9056 | 0.0 | 0.0 | 0.0825 | 0.0 |
| 0.6438 | 14.4 | 720 | 0.6984 | 0.2417 | 0.2849 | 0.8258 | nan | 0.9185 | 0.9511 | 0.5585 | 0.7586 | 0.3002 | 0.0 | 0.3864 | 0.4324 | 0.0 | 0.9399 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0168 | 0.0 | 0.0 | 0.8707 | 0.0 | 0.4506 | 0.1372 | 0.0 | 0.0 | 0.0 | 0.0670 | 0.0 | 0.0 | 0.9270 | 0.8638 | 0.9586 | 0.0 | 0.0 | 0.1479 | 0.0 | nan | 0.7374 | 0.8238 | 0.5275 | 0.7116 | 0.2414 | 0.0 | 0.3184 | 0.3475 | 0.0 | 0.7622 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0167 | 0.0 | 0.0 | 0.6636 | 0.0 | 0.3196 | 0.1092 | 0.0 | 0.0 | 0.0 | 0.0661 | 0.0 | 0.0 | 0.8193 | 0.7246 | 0.9037 | 0.0 | 0.0 | 0.1249 | 0.0 |
| 0.4882 | 14.8 | 740 | 0.6937 | 0.2419 | 0.2838 | 0.8280 | nan | 0.9320 | 0.9493 | 0.5035 | 0.7776 | 0.2815 | 0.0 | 0.4022 | 0.4547 | 0.0 | 0.9293 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0157 | 0.0 | 0.0 | 0.9167 | 0.0 | 0.3765 | 0.1535 | 0.0 | 0.0 | 0.0 | 0.0903 | 0.0 | 0.0 | 0.9199 | 0.8638 | 0.9618 | 0.0 | 0.0 | 0.1214 | 0.0 | nan | 0.7364 | 0.8293 | 0.4922 | 0.7276 | 0.2350 | 0.0 | 0.3321 | 0.3528 | 0.0 | 0.7749 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0157 | 0.0 | 0.0 | 0.6534 | 0.0 | 0.2906 | 0.1250 | 0.0 | 0.0 | 0.0 | 0.0889 | 0.0 | 0.0 | 0.8270 | 0.7322 | 0.9064 | 0.0 | 0.0 | 0.1054 | 0.0 |
| 0.4693 | 15.2 | 760 | 0.6931 | 0.2437 | 0.2883 | 0.8248 | nan | 0.9276 | 0.9436 | 0.5805 | 0.7401 | 0.3161 | 0.0 | 0.4023 | 0.4731 | 0.0 | 0.9225 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0212 | 0.0 | 0.0 | 0.8888 | 0.0 | 0.4353 | 0.1921 | 0.0 | 0.0 | 0.0 | 0.0994 | 0.0 | 0.0 | 0.9260 | 0.8468 | 0.9584 | 0.0 | 0.0 | 0.1281 | 0.0 | nan | 0.7061 | 0.8324 | 0.5132 | 0.7048 | 0.2545 | 0.0 | 0.3326 | 0.3620 | 0.0 | 0.7827 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0212 | 0.0 | 0.0 | 0.6548 | 0.0 | 0.3164 | 0.1357 | 0.0 | 0.0 | 0.0 | 0.0970 | 0.0 | 0.0 | 0.8211 | 0.7338 | 0.9070 | 0.0 | 0.0 | 0.1113 | 0.0 |
| 0.5884 | 15.6 | 780 | 0.6870 | 0.2460 | 0.2919 | 0.8280 | nan | 0.8965 | 0.9478 | 0.5938 | 0.7779 | 0.3113 | 0.0 | 0.4136 | 0.5281 | 0.0 | 0.9223 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0379 | 0.0 | 0.0 | 0.9103 | 0.0 | 0.3960 | 0.1587 | 0.0 | 0.0 | 0.0 | 0.1163 | 0.0 | 0.0 | 0.9203 | 0.8756 | 0.9641 | 0.0 | 0.0 | 0.1551 | 0.0 | nan | 0.7291 | 0.8308 | 0.5095 | 0.7130 | 0.2456 | 0.0 | 0.3393 | 0.3730 | 0.0 | 0.7832 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0378 | 0.0 | 0.0 | 0.6676 | 0.0 | 0.3097 | 0.1280 | 0.0 | 0.0 | 0.0 | 0.1127 | 0.0 | 0.0 | 0.8267 | 0.7249 | 0.9050 | 0.0 | 0.0 | 0.1296 | 0.0 |
| 0.4822 | 16.0 | 800 | 0.6822 | 0.2490 | 0.2929 | 0.8277 | nan | 0.8592 | 0.9535 | 0.5867 | 0.8150 | 0.2845 | 0.0 | 0.4140 | 0.5151 | 0.0 | 0.9363 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0563 | 0.0 | 0.0 | 0.8924 | 0.0 | 0.3955 | 0.2003 | 0.0 | 0.0 | 0.0 | 0.1470 | 0.0 | 0.0 | 0.9358 | 0.8603 | 0.9569 | 0.0 | 0.0 | 0.1481 | 0.0 | nan | 0.7180 | 0.8218 | 0.5548 | 0.7288 | 0.2424 | 0.0 | 0.3294 | 0.3797 | 0.0 | 0.7752 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0562 | 0.0 | 0.0 | 0.6685 | 0.0 | 0.3157 | 0.1505 | 0.0 | 0.0 | 0.0 | 0.1400 | 0.0 | 0.0 | 0.8201 | 0.7296 | 0.9095 | 0.0 | 0.0 | 0.1267 | 0.0 |
| 0.4741 | 16.4 | 820 | 0.6827 | 0.2488 | 0.2926 | 0.8283 | nan | 0.8902 | 0.9524 | 0.5983 | 0.7742 | 0.3112 | 0.0 | 0.4137 | 0.4934 | 0.0 | 0.9314 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0730 | 0.0 | 0.0 | 0.8856 | 0.0 | 0.4433 | 0.1811 | 0.0 | 0.0 | 0.0 | 0.1122 | 0.0 | 0.0 | 0.9397 | 0.8325 | 0.9600 | 0.0 | 0.0 | 0.1564 | 0.0 | nan | 0.7279 | 0.8282 | 0.5455 | 0.7332 | 0.2494 | 0.0 | 0.3343 | 0.3734 | 0.0 | 0.7841 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0729 | 0.0 | 0.0 | 0.6686 | 0.0 | 0.3175 | 0.1309 | 0.0 | 0.0 | 0.0 | 0.1090 | 0.0 | 0.0 | 0.8181 | 0.7275 | 0.9094 | 0.0 | 0.0 | 0.1289 | 0.0 |
| 0.5164 | 16.8 | 840 | 0.6803 | 0.2488 | 0.2928 | 0.8309 | nan | 0.9067 | 0.9498 | 0.5655 | 0.8037 | 0.3081 | 0.0 | 0.4061 | 0.5493 | 0.0 | 0.9276 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0686 | 0.0 | 0.0 | 0.9156 | 0.0 | 0.3162 | 0.1933 | 0.0 | 0.0 | 0.0 | 0.1543 | 0.0 | 0.0 | 0.9273 | 0.8698 | 0.9604 | 0.0 | 0.0 | 0.1324 | 0.0 | nan | 0.7404 | 0.8309 | 0.5307 | 0.7191 | 0.2548 | 0.0 | 0.3371 | 0.3740 | 0.0 | 0.7897 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0685 | 0.0 | 0.0 | 0.6642 | 0.0 | 0.2698 | 0.1508 | 0.0 | 0.0 | 0.0 | 0.1469 | 0.0 | 0.0 | 0.8258 | 0.7322 | 0.9105 | 0.0 | 0.0 | 0.1132 | 0.0 |
| 0.4384 | 17.2 | 860 | 0.6711 | 0.2512 | 0.2978 | 0.8313 | nan | 0.9294 | 0.9412 | 0.5986 | 0.7805 | 0.3288 | 0.0 | 0.4120 | 0.5585 | 0.0 | 0.9350 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0621 | 0.0 | 0.0 | 0.8890 | 0.0 | 0.4228 | 0.1557 | 0.0 | 0.0 | 0.0 | 0.1642 | 0.0 | 0.0 | 0.9272 | 0.8743 | 0.9600 | 0.0 | 0.0 | 0.1852 | 0.0 | nan | 0.7282 | 0.8363 | 0.5214 | 0.7324 | 0.2651 | 0.0 | 0.3417 | 0.3806 | 0.0 | 0.7894 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0620 | 0.0 | 0.0 | 0.6730 | 0.0 | 0.3112 | 0.1257 | 0.0 | 0.0 | 0.0 | 0.1559 | 0.0 | 0.0 | 0.8215 | 0.7310 | 0.9109 | 0.0 | 0.0 | 0.1533 | 0.0 |
| 0.4316 | 17.6 | 880 | 0.6659 | 0.2556 | 0.3047 | 0.8338 | nan | 0.9368 | 0.9390 | 0.5718 | 0.8247 | 0.3282 | 0.0 | 0.4395 | 0.5804 | 0.0 | 0.9423 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0993 | 0.0 | 0.0 | 0.8502 | 0.0 | 0.4347 | 0.2537 | 0.0 | 0.0 | 0.0 | 0.2004 | 0.0 | 0.0 | 0.9375 | 0.8574 | 0.9656 | 0.0 | 0.0 | 0.1969 | 0.0 | nan | 0.7368 | 0.8437 | 0.5323 | 0.7437 | 0.2656 | 0.0 | 0.3588 | 0.3788 | 0.0 | 0.7690 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0989 | 0.0 | 0.0 | 0.6726 | 0.0 | 0.3185 | 0.1661 | 0.0 | 0.0 | 0.0 | 0.1845 | 0.0 | 0.0 | 0.8227 | 0.7293 | 0.9084 | 0.0 | 0.0 | 0.1607 | 0.0 |
| 0.4505 | 18.0 | 900 | 0.6758 | 0.2542 | 0.2989 | 0.8298 | nan | 0.9136 | 0.9505 | 0.5574 | 0.7432 | 0.2982 | 0.0 | 0.4386 | 0.5360 | 0.0 | 0.9437 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1767 | 0.0 | 0.0 | 0.9093 | 0.0 | 0.4136 | 0.2006 | 0.0 | 0.0 | 0.0 | 0.1824 | 0.0 | 0.0 | 0.9305 | 0.8321 | 0.9575 | 0.0 | 0.0 | 0.1794 | 0.0 | nan | 0.7194 | 0.8331 | 0.5212 | 0.7112 | 0.2453 | 0.0 | 0.3458 | 0.3758 | 0.0 | 0.7782 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1753 | 0.0 | 0.0 | 0.6756 | 0.0 | 0.3193 | 0.1549 | 0.0 | 0.0 | 0.0 | 0.1715 | 0.0 | 0.0 | 0.8259 | 0.7307 | 0.9115 | 0.0 | 0.0 | 0.1480 | 0.0 |
| 0.4388 | 18.4 | 920 | 0.6661 | 0.2565 | 0.3072 | 0.8297 | nan | 0.8822 | 0.9428 | 0.6160 | 0.8143 | 0.3081 | 0.0 | 0.4454 | 0.5414 | 0.0 | 0.9279 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2064 | 0.0 | 0.0 | 0.8709 | 0.0 | 0.4429 | 0.2824 | 0.0 | 0.0 | 0.0 | 0.1963 | 0.0 | 0.0 | 0.9268 | 0.8822 | 0.9626 | 0.0 | 0.0 | 0.1975 | 0.0 | nan | 0.7157 | 0.8393 | 0.4520 | 0.7274 | 0.2555 | 0.0 | 0.3630 | 0.3766 | 0.0 | 0.8002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2041 | 0.0 | 0.0 | 0.6728 | 0.0 | 0.3199 | 0.1873 | 0.0 | 0.0 | 0.0 | 0.1827 | 0.0 | 0.0 | 0.8220 | 0.7298 | 0.9113 | 0.0 | 0.0 | 0.1622 | 0.0 |
| 0.361 | 18.8 | 940 | 0.6628 | 0.2605 | 0.3096 | 0.8323 | nan | 0.8951 | 0.9452 | 0.5626 | 0.8170 | 0.3278 | 0.0 | 0.4493 | 0.5721 | 0.0 | 0.9407 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2403 | 0.0 | 0.0 | 0.8579 | 0.0 | 0.4486 | 0.2506 | 0.0 | 0.0 | 0.0 | 0.1961 | 0.0 | 0.0 | 0.9287 | 0.8857 | 0.9658 | 0.0 | 0.0 | 0.2412 | 0.0 | nan | 0.7357 | 0.8323 | 0.5378 | 0.7362 | 0.2625 | 0.0 | 0.3491 | 0.3683 | 0.0 | 0.7867 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2364 | 0.0 | 0.0 | 0.6806 | 0.0 | 0.3224 | 0.1758 | 0.0 | 0.0 | 0.0 | 0.1821 | 0.0 | 0.0 | 0.8223 | 0.7321 | 0.9113 | 0.0 | 0.0 | 0.1866 | 0.0 |
| 0.3828 | 19.2 | 960 | 0.6739 | 0.2605 | 0.3097 | 0.8287 | nan | 0.8388 | 0.9556 | 0.5834 | 0.8373 | 0.2736 | 0.0 | 0.4234 | 0.6044 | 0.0 | 0.9343 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2668 | 0.0 | 0.0 | 0.8799 | 0.0 | 0.4288 | 0.2738 | 0.0 | 0.0 | 0.0 | 0.2310 | 0.0 | 0.0 | 0.9154 | 0.8914 | 0.9607 | 0.0 | 0.0 | 0.2327 | 0.0 | nan | 0.7156 | 0.8243 | 0.5543 | 0.6957 | 0.2336 | 0.0 | 0.3482 | 0.3805 | 0.0 | 0.7961 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2613 | 0.0 | 0.0 | 0.6838 | 0.0 | 0.3288 | 0.1820 | 0.0 | 0.0 | 0.0 | 0.2107 | 0.0 | 0.0 | 0.8227 | 0.7190 | 0.9134 | 0.0 | 0.0 | 0.1857 | 0.0 |
| 0.6092 | 19.6 | 980 | 0.6651 | 0.2619 | 0.3102 | 0.8331 | nan | 0.9454 | 0.9455 | 0.5339 | 0.7741 | 0.3170 | 0.0 | 0.4542 | 0.6123 | 0.0 | 0.9329 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2972 | 0.0 | 0.0 | 0.9051 | 0.0 | 0.3950 | 0.2431 | 0.0 | 0.0 | 0.0 | 0.2317 | 0.0 | 0.0 | 0.9022 | 0.8711 | 0.9631 | 0.0 | 0.0 | 0.2214 | 0.0 | nan | 0.7209 | 0.8382 | 0.5155 | 0.7300 | 0.2616 | 0.0 | 0.3551 | 0.3647 | 0.0 | 0.7986 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2900 | 0.0 | 0.0 | 0.6842 | 0.0 | 0.3113 | 0.1817 | 0.0 | 0.0 | 0.0 | 0.2123 | 0.0 | 0.0 | 0.8260 | 0.7207 | 0.9135 | 0.0 | 0.0 | 0.1808 | 0.0 |
| 0.4141 | 20.0 | 1000 | 0.6641 | 0.2647 | 0.3139 | 0.8316 | nan | 0.9264 | 0.9481 | 0.5341 | 0.7649 | 0.3226 | 0.0 | 0.4334 | 0.5668 | 0.0 | 0.9405 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3605 | 0.0 | 0.0 | 0.8534 | 0.0 | 0.4698 | 0.2992 | 0.0 | 0.0 | 0.0 | 0.2259 | 0.0 | 0.0 | 0.9166 | 0.8909 | 0.9625 | 0.0 | 0.0 | 0.2556 | 0.0 | nan | 0.7208 | 0.8365 | 0.5058 | 0.7259 | 0.2609 | 0.0 | 0.3563 | 0.3898 | 0.0 | 0.7969 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3435 | 0.0 | 0.0 | 0.6834 | 0.0 | 0.3347 | 0.1917 | 0.0 | 0.0 | 0.0 | 0.2066 | 0.0 | 0.0 | 0.8200 | 0.7153 | 0.9160 | 0.0 | 0.0 | 0.1970 | 0.0 |
| 0.4172 | 20.4 | 1020 | 0.6580 | 0.2638 | 0.3124 | 0.8320 | nan | 0.8716 | 0.9580 | 0.6106 | 0.7824 | 0.2688 | 0.0 | 0.4657 | 0.5675 | 0.0 | 0.9364 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3450 | 0.0 | 0.0 | 0.8929 | 0.0 | 0.4323 | 0.3108 | 0.0 | 0.0 | 0.0 | 0.2097 | 0.0 | 0.0 | 0.9226 | 0.8574 | 0.9667 | 0.0 | 0.0 | 0.2240 | 0.0 | nan | 0.7318 | 0.8241 | 0.5236 | 0.7430 | 0.2310 | 0.0 | 0.3535 | 0.3745 | 0.0 | 0.8019 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3327 | 0.0 | 0.0 | 0.6804 | 0.0 | 0.3154 | 0.2001 | 0.0 | 0.0 | 0.0 | 0.1933 | 0.0 | 0.0 | 0.8345 | 0.7404 | 0.9137 | 0.0 | 0.0 | 0.1768 | 0.0 |
| 0.4116 | 20.8 | 1040 | 0.6727 | 0.2634 | 0.3088 | 0.8344 | nan | 0.8931 | 0.9598 | 0.6058 | 0.7902 | 0.2737 | 0.0 | 0.4378 | 0.5670 | 0.0 | 0.9385 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3090 | 0.0 | 0.0 | 0.8957 | 0.0 | 0.3829 | 0.2471 | 0.0 | 0.0 | 0.0 | 0.2405 | 0.0 | 0.0 | 0.9260 | 0.8616 | 0.9612 | 0.0 | 0.0 | 0.2085 | 0.0 | nan | 0.7426 | 0.8232 | 0.5412 | 0.7417 | 0.2388 | 0.0 | 0.3514 | 0.3729 | 0.0 | 0.7984 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2989 | 0.0 | 0.0 | 0.6842 | 0.0 | 0.3072 | 0.1826 | 0.0 | 0.0 | 0.0 | 0.2174 | 0.0 | 0.0 | 0.8303 | 0.7357 | 0.9163 | 0.0 | 0.0 | 0.1736 | 0.0 |
The model card is truncated. Read the rest on Hugging Face.