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queue_detection

Object Detection
Transformers
Safetensors
conditional_detr
Generated from Trainer
Inference Endpoints
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queue_detection_cctv

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  1. README.md +115 -114
  2. model.safetensors +1 -1
README.md CHANGED
@@ -1,4 +1,5 @@
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  ---
 
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  base_model: microsoft/conditional-detr-resnet-50
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  tags:
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  - generated_from_trainer
@@ -14,23 +15,23 @@ should probably proofread and complete it, then remove this comment. -->
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  This model is a fine-tuned version of [microsoft/conditional-detr-resnet-50](https://huggingface.co/microsoft/conditional-detr-resnet-50) on the None dataset.
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  It achieves the following results on the evaluation set:
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- - Loss: 0.1272
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- - Map: 0.9568
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  - Map 50: 0.99
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- - Map 75: 0.9848
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  - Map Small: -1.0
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- - Map Medium: 0.3143
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- - Map Large: 0.9595
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- - Mar 1: 0.5045
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- - Mar 10: 0.9717
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- - Mar 100: 0.9726
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  - Mar Small: -1.0
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- - Mar Medium: 0.3385
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- - Mar Large: 0.9755
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- - Map Cashier: 0.9619
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- - Mar 100 Cashier: 0.9762
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- - Map Cx: 0.9517
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- - Mar 100 Cx: 0.9689
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  ## Model description
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@@ -62,106 +63,106 @@ The following hyperparameters were used during training:
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  | 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 Cashier | Mar 100 Cashier | Map Cx | Mar 100 Cx |
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  |:-------------:|:-----:|:-----:|:---------------:|:------:|:------:|:------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:---------:|:----------:|:---------:|:-----------:|:---------------:|:------:|:----------:|
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- | No log | 1.0 | 218 | 1.5947 | 0.1037 | 0.2081 | 0.0994 | -1.0 | 0.0 | 0.1045 | 0.1112 | 0.4448 | 0.653 | -1.0 | 0.0 | 0.6572 | 0.1294 | 0.7485 | 0.0781 | 0.5574 |
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- | No log | 2.0 | 436 | 1.0934 | 0.4778 | 0.7426 | 0.5557 | -1.0 | 0.0229 | 0.4814 | 0.3004 | 0.6849 | 0.7512 | -1.0 | 0.0321 | 0.7576 | 0.601 | 0.7972 | 0.3545 | 0.7051 |
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- | 3.1068 | 3.0 | 654 | 0.7608 | 0.6462 | 0.9281 | 0.7527 | -1.0 | 0.0299 | 0.6507 | 0.3721 | 0.7442 | 0.7711 | -1.0 | 0.135 | 0.775 | 0.6921 | 0.7955 | 0.6003 | 0.7467 |
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- | 3.1068 | 4.0 | 872 | 0.6540 | 0.6954 | 0.9464 | 0.8364 | -1.0 | 0.0542 | 0.7002 | 0.388 | 0.775 | 0.7902 | -1.0 | 0.0692 | 0.7955 | 0.7573 | 0.8344 | 0.6336 | 0.746 |
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- | 0.7588 | 5.0 | 1090 | 0.6223 | 0.7027 | 0.95 | 0.8391 | -1.0 | 0.0579 | 0.7069 | 0.3914 | 0.7837 | 0.7985 | -1.0 | 0.0909 | 0.8028 | 0.7656 | 0.8441 | 0.6397 | 0.7528 |
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- | 0.7588 | 6.0 | 1308 | 0.5348 | 0.7501 | 0.9656 | 0.8984 | 0.0 | 0.0968 | 0.7554 | 0.4118 | 0.8153 | 0.8279 | 0.0 | 0.1731 | 0.8324 | 0.806 | 0.8711 | 0.6942 | 0.7846 |
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- | 0.6174 | 7.0 | 1526 | 0.5323 | 0.7528 | 0.9746 | 0.886 | -1.0 | 0.0842 | 0.7577 | 0.4157 | 0.8095 | 0.8257 | -1.0 | 0.1886 | 0.8304 | 0.8005 | 0.8658 | 0.7051 | 0.7856 |
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- | 0.6174 | 8.0 | 1744 | 0.5789 | 0.737 | 0.9678 | 0.887 | -1.0 | 0.0531 | 0.7425 | 0.4079 | 0.7946 | 0.8054 | -1.0 | 0.125 | 0.8104 | 0.7745 | 0.8372 | 0.6995 | 0.7737 |
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- | 0.6174 | 9.0 | 1962 | 0.5023 | 0.7836 | 0.9714 | 0.9179 | -1.0 | 0.0266 | 0.7896 | 0.4282 | 0.8393 | 0.8508 | -1.0 | 0.0846 | 0.8564 | 0.8213 | 0.8846 | 0.7459 | 0.817 |
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- | 0.5475 | 10.0 | 2180 | 0.5080 | 0.7568 | 0.981 | 0.9186 | 0.0 | 0.0688 | 0.7606 | 0.4136 | 0.8076 | 0.8229 | 0.0 | 0.1833 | 0.8263 | 0.7922 | 0.8499 | 0.7214 | 0.796 |
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- | 0.5475 | 11.0 | 2398 | 0.4572 | 0.7963 | 0.9776 | 0.9388 | 0.0 | 0.0675 | 0.8052 | 0.4392 | 0.8446 | 0.8527 | 0.0 | 0.1029 | 0.8618 | 0.821 | 0.8758 | 0.7717 | 0.8297 |
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- | 0.496 | 12.0 | 2616 | 0.4583 | 0.7857 | 0.982 | 0.9407 | 0.0 | 0.0544 | 0.7915 | 0.4294 | 0.8359 | 0.847 | 0.0 | 0.1458 | 0.8519 | 0.8104 | 0.8715 | 0.761 | 0.8225 |
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- | 0.496 | 13.0 | 2834 | 0.4713 | 0.7798 | 0.9842 | 0.9263 | -1.0 | 0.0345 | 0.7841 | 0.4252 | 0.8336 | 0.8471 | -1.0 | 0.15 | 0.8509 | 0.809 | 0.8666 | 0.7506 | 0.8276 |
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- | 0.4736 | 14.0 | 3052 | 0.4737 | 0.7981 | 0.9755 | 0.9349 | -1.0 | 0.0411 | 0.8053 | 0.4378 | 0.8461 | 0.8529 | -1.0 | 0.0969 | 0.8595 | 0.8479 | 0.8891 | 0.7483 | 0.8167 |
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- | 0.4736 | 15.0 | 3270 | 0.4283 | 0.8069 | 0.9795 | 0.9315 | 0.0 | 0.0677 | 0.8154 | 0.4431 | 0.8546 | 0.864 | 0.0 | 0.1222 | 0.872 | 0.8486 | 0.9028 | 0.7651 | 0.8252 |
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- | 0.4736 | 16.0 | 3488 | 0.3926 | 0.8155 | 0.9871 | 0.9422 | -1.0 | 0.2416 | 0.8196 | 0.4471 | 0.8586 | 0.8695 | -1.0 | 0.4643 | 0.8726 | 0.8548 | 0.8985 | 0.7762 | 0.8404 |
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- | 0.4422 | 17.0 | 3706 | 0.3744 | 0.831 | 0.9837 | 0.9552 | -1.0 | 0.102 | 0.836 | 0.4535 | 0.872 | 0.8778 | -1.0 | 0.2192 | 0.8816 | 0.8738 | 0.9129 | 0.7882 | 0.8428 |
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- | 0.4422 | 18.0 | 3924 | 0.3688 | 0.8199 | 0.9879 | 0.9515 | -1.0 | 0.0956 | 0.8244 | 0.4481 | 0.8655 | 0.8716 | -1.0 | 0.2444 | 0.8742 | 0.8532 | 0.8972 | 0.7866 | 0.8461 |
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- | 0.3889 | 19.0 | 4142 | 0.3579 | 0.8291 | 0.9881 | 0.9546 | -1.0 | 0.1279 | 0.8348 | 0.4546 | 0.8706 | 0.8758 | -1.0 | 0.3321 | 0.8806 | 0.8664 | 0.9081 | 0.7918 | 0.8435 |
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- | 0.3889 | 20.0 | 4360 | 0.3596 | 0.8268 | 0.9879 | 0.9539 | -1.0 | 0.0657 | 0.8319 | 0.452 | 0.8688 | 0.8757 | -1.0 | 0.1958 | 0.8796 | 0.8594 | 0.9077 | 0.7942 | 0.8437 |
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- | 0.3854 | 21.0 | 4578 | 0.3641 | 0.8164 | 0.9883 | 0.957 | -1.0 | 0.1198 | 0.8209 | 0.4489 | 0.8648 | 0.87 | -1.0 | 0.25 | 0.8728 | 0.855 | 0.9016 | 0.7778 | 0.8384 |
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- | 0.3854 | 22.0 | 4796 | 0.3602 | 0.8292 | 0.9825 | 0.9497 | 0.0 | 0.0718 | 0.8384 | 0.4579 | 0.8728 | 0.8773 | 0.0 | 0.1353 | 0.8865 | 0.8728 | 0.9142 | 0.7856 | 0.8404 |
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- | 0.3614 | 23.0 | 5014 | 0.3371 | 0.8395 | 0.9884 | 0.9646 | -1.0 | 0.167 | 0.8439 | 0.4605 | 0.8805 | 0.8854 | -1.0 | 0.2571 | 0.8889 | 0.8739 | 0.9128 | 0.8052 | 0.8579 |
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- | 0.3614 | 24.0 | 5232 | 0.3107 | 0.8562 | 0.9885 | 0.9709 | -1.0 | 0.1207 | 0.8597 | 0.4687 | 0.8921 | 0.8939 | -1.0 | 0.1864 | 0.8978 | 0.8872 | 0.9186 | 0.8252 | 0.8693 |
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- | 0.3614 | 25.0 | 5450 | 0.3396 | 0.8385 | 0.9871 | 0.9637 | -1.0 | 0.1427 | 0.8446 | 0.4585 | 0.8829 | 0.8865 | -1.0 | 0.1929 | 0.8911 | 0.8617 | 0.9106 | 0.8154 | 0.8624 |
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- | 0.3569 | 26.0 | 5668 | 0.3009 | 0.8623 | 0.9891 | 0.9698 | 0.0 | 0.2157 | 0.8663 | 0.4701 | 0.8983 | 0.9013 | 0.0 | 0.405 | 0.9044 | 0.884 | 0.923 | 0.8406 | 0.8795 |
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- | 0.3569 | 27.0 | 5886 | 0.3325 | 0.8475 | 0.9884 | 0.9618 | -1.0 | 0.1365 | 0.8521 | 0.461 | 0.8847 | 0.8892 | -1.0 | 0.2 | 0.8941 | 0.874 | 0.9114 | 0.821 | 0.867 |
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- | 0.3422 | 28.0 | 6104 | 0.3232 | 0.8492 | 0.9882 | 0.9698 | -1.0 | 0.1485 | 0.8529 | 0.4626 | 0.8872 | 0.8898 | -1.0 | 0.2167 | 0.8935 | 0.8748 | 0.9142 | 0.8235 | 0.8653 |
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- | 0.3422 | 29.0 | 6322 | 0.2917 | 0.8636 | 0.9896 | 0.9683 | -1.0 | 0.1558 | 0.8685 | 0.4713 | 0.9005 | 0.9019 | -1.0 | 0.205 | 0.9053 | 0.8887 | 0.9265 | 0.8384 | 0.8773 |
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- | 0.3347 | 30.0 | 6540 | 0.3121 | 0.8589 | 0.987 | 0.9639 | -1.0 | 0.1297 | 0.8645 | 0.4665 | 0.8955 | 0.9005 | -1.0 | 0.2077 | 0.9047 | 0.8978 | 0.9336 | 0.8201 | 0.8674 |
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- | 0.3347 | 31.0 | 6758 | 0.2942 | 0.8659 | 0.9891 | 0.9767 | 0.0 | 0.1245 | 0.873 | 0.4677 | 0.8992 | 0.901 | 0.0 | 0.1942 | 0.9069 | 0.8982 | 0.9316 | 0.8336 | 0.8704 |
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- | 0.3347 | 32.0 | 6976 | 0.3047 | 0.8557 | 0.9894 | 0.9691 | -1.0 | 0.1579 | 0.8609 | 0.465 | 0.8922 | 0.8946 | -1.0 | 0.2179 | 0.8995 | 0.8783 | 0.9157 | 0.8332 | 0.8736 |
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- | 0.3228 | 33.0 | 7194 | 0.2833 | 0.8686 | 0.9897 | 0.9727 | -1.0 | 0.1756 | 0.8727 | 0.4723 | 0.9 | 0.9026 | -1.0 | 0.2545 | 0.9057 | 0.9023 | 0.934 | 0.8348 | 0.8712 |
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- | 0.3228 | 34.0 | 7412 | 0.2995 | 0.8595 | 0.9887 | 0.9688 | -1.0 | 0.1737 | 0.8654 | 0.4676 | 0.8958 | 0.898 | -1.0 | 0.2357 | 0.902 | 0.89 | 0.9253 | 0.829 | 0.8708 |
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- | 0.3032 | 35.0 | 7630 | 0.2869 | 0.8683 | 0.9881 | 0.9651 | -1.0 | 0.1214 | 0.8753 | 0.4693 | 0.9027 | 0.9053 | -1.0 | 0.1444 | 0.9123 | 0.9096 | 0.9398 | 0.8271 | 0.8708 |
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- | 0.3032 | 36.0 | 7848 | 0.2804 | 0.8665 | 0.9894 | 0.9706 | -1.0 | 0.1528 | 0.8698 | 0.4694 | 0.9031 | 0.9062 | -1.0 | 0.1955 | 0.91 | 0.8954 | 0.9294 | 0.8377 | 0.8829 |
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- | 0.3 | 37.0 | 8066 | 0.2992 | 0.866 | 0.9896 | 0.9782 | 0.0 | 0.1333 | 0.8738 | 0.4698 | 0.9035 | 0.9052 | 0.0 | 0.24 | 0.9112 | 0.8973 | 0.9305 | 0.8347 | 0.88 |
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- | 0.3 | 38.0 | 8284 | 0.2562 | 0.8803 | 0.9898 | 0.9797 | -1.0 | 0.2173 | 0.8837 | 0.478 | 0.9142 | 0.9155 | -1.0 | 0.3056 | 0.9176 | 0.8977 | 0.9315 | 0.8629 | 0.8994 |
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- | 0.2893 | 39.0 | 8502 | 0.2709 | 0.8733 | 0.9898 | 0.9719 | -1.0 | 0.1718 | 0.8776 | 0.4732 | 0.9073 | 0.9095 | -1.0 | 0.2567 | 0.9136 | 0.8913 | 0.927 | 0.8552 | 0.892 |
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- | 0.2893 | 40.0 | 8720 | 0.2424 | 0.892 | 0.9897 | 0.979 | -1.0 | 0.1628 | 0.8979 | 0.4806 | 0.9225 | 0.9252 | -1.0 | 0.2469 | 0.9298 | 0.9231 | 0.9501 | 0.8608 | 0.9002 |
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- | 0.2893 | 41.0 | 8938 | 0.2508 | 0.883 | 0.9898 | 0.9749 | -1.0 | 0.1155 | 0.889 | 0.4788 | 0.9133 | 0.9159 | -1.0 | 0.2188 | 0.9209 | 0.9115 | 0.9404 | 0.8545 | 0.8914 |
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- | 0.2777 | 42.0 | 9156 | 0.2580 | 0.8793 | 0.9896 | 0.9776 | -1.0 | 0.3268 | 0.8838 | 0.4754 | 0.912 | 0.9133 | -1.0 | 0.3462 | 0.9181 | 0.9021 | 0.9334 | 0.8565 | 0.8932 |
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- | 0.2777 | 43.0 | 9374 | 0.2493 | 0.8902 | 0.9898 | 0.9774 | -1.0 | 0.1308 | 0.8954 | 0.4786 | 0.9214 | 0.9236 | -1.0 | 0.2038 | 0.9281 | 0.9166 | 0.9459 | 0.8637 | 0.9013 |
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- | 0.2668 | 44.0 | 9592 | 0.2427 | 0.8852 | 0.9896 | 0.9778 | -1.0 | 0.1606 | 0.8902 | 0.4796 | 0.9195 | 0.921 | -1.0 | 0.25 | 0.9243 | 0.9118 | 0.9421 | 0.8586 | 0.9 |
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- | 0.2668 | 45.0 | 9810 | 0.2497 | 0.8915 | 0.9896 | 0.978 | 0.0 | 0.3372 | 0.8975 | 0.4804 | 0.9246 | 0.9265 | 0.0 | 0.4042 | 0.9314 | 0.9149 | 0.9473 | 0.8681 | 0.9058 |
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- | 0.2583 | 46.0 | 10028 | 0.2478 | 0.885 | 0.9894 | 0.9717 | 0.0 | 0.175 | 0.8912 | 0.4832 | 0.92 | 0.9217 | 0.0 | 0.2192 | 0.9265 | 0.9051 | 0.942 | 0.8648 | 0.9014 |
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- | 0.2583 | 47.0 | 10246 | 0.2415 | 0.8906 | 0.9897 | 0.977 | 0.0 | 0.2103 | 0.8947 | 0.4802 | 0.9215 | 0.9239 | 0.0 | 0.2917 | 0.9273 | 0.9163 | 0.948 | 0.8649 | 0.8998 |
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- | 0.2583 | 48.0 | 10464 | 0.2188 | 0.9019 | 0.99 | 0.9842 | -1.0 | 0.2088 | 0.9075 | 0.4849 | 0.9323 | 0.9335 | -1.0 | 0.2318 | 0.9371 | 0.9253 | 0.9557 | 0.8784 | 0.9114 |
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- | 0.2526 | 49.0 | 10682 | 0.2549 | 0.8903 | 0.9898 | 0.9762 | 0.0 | 0.3876 | 0.8955 | 0.4791 | 0.9225 | 0.9237 | 0.0 | 0.4367 | 0.9294 | 0.9192 | 0.9485 | 0.8614 | 0.8989 |
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- | 0.2526 | 50.0 | 10900 | 0.2444 | 0.8909 | 0.9893 | 0.9728 | -1.0 | 0.1661 | 0.8968 | 0.4779 | 0.9229 | 0.9247 | -1.0 | 0.3313 | 0.9303 | 0.9109 | 0.9438 | 0.871 | 0.9056 |
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- | 0.242 | 51.0 | 11118 | 0.2061 | 0.9086 | 0.9899 | 0.9841 | -1.0 | 0.2645 | 0.9143 | 0.4892 | 0.9393 | 0.9403 | -1.0 | 0.2944 | 0.9427 | 0.9296 | 0.9586 | 0.8875 | 0.9219 |
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- | 0.242 | 52.0 | 11336 | 0.2277 | 0.9027 | 0.9899 | 0.977 | -1.0 | 0.2558 | 0.9091 | 0.4853 | 0.9342 | 0.9364 | -1.0 | 0.3218 | 0.9415 | 0.9225 | 0.9541 | 0.883 | 0.9188 |
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- | 0.2273 | 53.0 | 11554 | 0.2193 | 0.9003 | 0.9899 | 0.9786 | -1.0 | 0.1985 | 0.9089 | 0.4863 | 0.9331 | 0.9336 | -1.0 | 0.2275 | 0.9399 | 0.9176 | 0.9497 | 0.883 | 0.9175 |
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- | 0.2273 | 54.0 | 11772 | 0.2055 | 0.9067 | 0.99 | 0.9843 | -1.0 | 0.2164 | 0.9123 | 0.4885 | 0.9383 | 0.9395 | -1.0 | 0.25 | 0.9434 | 0.9294 | 0.9582 | 0.884 | 0.9208 |
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- | 0.2273 | 55.0 | 11990 | 0.2014 | 0.9134 | 0.99 | 0.9861 | -1.0 | 0.3274 | 0.9161 | 0.4902 | 0.9436 | 0.9449 | -1.0 | 0.35 | 0.9468 | 0.9284 | 0.9572 | 0.8985 | 0.9327 |
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- | 0.234 | 56.0 | 12208 | 0.1938 | 0.9136 | 0.9894 | 0.9798 | 0.0 | 0.1319 | 0.9192 | 0.4944 | 0.9414 | 0.9432 | 0.0 | 0.15 | 0.9488 | 0.9362 | 0.9618 | 0.891 | 0.9245 |
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- | 0.234 | 57.0 | 12426 | 0.2148 | 0.9022 | 0.9899 | 0.9807 | -1.0 | 0.2163 | 0.9063 | 0.4852 | 0.934 | 0.9362 | -1.0 | 0.2269 | 0.9405 | 0.9152 | 0.9477 | 0.8891 | 0.9246 |
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- | 0.2155 | 58.0 | 12644 | 0.2112 | 0.9039 | 0.99 | 0.9846 | -1.0 | 0.1787 | 0.909 | 0.4887 | 0.9346 | 0.9357 | -1.0 | 0.2038 | 0.9402 | 0.9321 | 0.9596 | 0.8756 | 0.9117 |
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- | 0.2155 | 59.0 | 12862 | 0.1872 | 0.9218 | 0.99 | 0.9802 | 0.0 | 0.2209 | 0.9276 | 0.4941 | 0.9469 | 0.9484 | 0.0 | 0.255 | 0.9527 | 0.9366 | 0.9606 | 0.907 | 0.9362 |
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- | 0.2083 | 60.0 | 13080 | 0.1816 | 0.9239 | 0.9898 | 0.9836 | -1.0 | 0.2794 | 0.9255 | 0.4935 | 0.9506 | 0.9512 | -1.0 | 0.3 | 0.9539 | 0.9487 | 0.9701 | 0.899 | 0.9324 |
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- | 0.2083 | 61.0 | 13298 | 0.1873 | 0.9195 | 0.9899 | 0.9812 | -1.0 | 0.2767 | 0.9244 | 0.4946 | 0.9463 | 0.9476 | -1.0 | 0.3333 | 0.9506 | 0.9407 | 0.9636 | 0.8982 | 0.9316 |
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- | 0.2119 | 62.0 | 13516 | 0.1796 | 0.9246 | 0.9897 | 0.9834 | 0.0 | 0.1997 | 0.9286 | 0.4955 | 0.9509 | 0.952 | 0.0 | 0.2458 | 0.957 | 0.9383 | 0.9645 | 0.9109 | 0.9395 |
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- | 0.2119 | 63.0 | 13734 | 0.1725 | 0.9309 | 0.99 | 0.9843 | -1.0 | 0.2467 | 0.9362 | 0.4976 | 0.9557 | 0.9558 | -1.0 | 0.265 | 0.9589 | 0.9452 | 0.9678 | 0.9166 | 0.9438 |
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- | 0.2119 | 64.0 | 13952 | 0.1780 | 0.9334 | 0.99 | 0.9848 | 0.0 | 0.2257 | 0.9383 | 0.4992 | 0.9562 | 0.9569 | 0.0 | 0.2708 | 0.9616 | 0.9515 | 0.9701 | 0.9153 | 0.9438 |
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- | 0.1945 | 65.0 | 14170 | 0.1732 | 0.9324 | 0.99 | 0.9864 | -1.0 | 0.2813 | 0.9385 | 0.4984 | 0.9577 | 0.9582 | -1.0 | 0.3136 | 0.961 | 0.9476 | 0.9703 | 0.9173 | 0.9461 |
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- | 0.1945 | 66.0 | 14388 | 0.1703 | 0.9388 | 0.99 | 0.9866 | 0.0 | 0.3105 | 0.944 | 0.5006 | 0.9618 | 0.9623 | 0.0 | 0.3222 | 0.9664 | 0.9518 | 0.9729 | 0.9258 | 0.9517 |
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- | 0.1911 | 67.0 | 14606 | 0.1773 | 0.9314 | 0.9899 | 0.9791 | 0.0 | 0.2407 | 0.9368 | 0.4968 | 0.9523 | 0.9541 | 0.0 | 0.3385 | 0.958 | 0.9479 | 0.9673 | 0.9149 | 0.941 |
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- | 0.1911 | 68.0 | 14824 | 0.1742 | 0.9309 | 0.99 | 0.9831 | 0.0 | 0.213 | 0.9385 | 0.4981 | 0.9554 | 0.9561 | 0.0 | 0.2767 | 0.9608 | 0.9422 | 0.9657 | 0.9195 | 0.9464 |
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- | 0.1827 | 69.0 | 15042 | 0.1525 | 0.9428 | 0.99 | 0.9894 | -1.0 | 0.2571 | 0.9482 | 0.5015 | 0.9645 | 0.965 | -1.0 | 0.3 | 0.9687 | 0.9544 | 0.9751 | 0.9312 | 0.9549 |
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- | 0.1827 | 70.0 | 15260 | 0.1644 | 0.9357 | 0.9899 | 0.9848 | -1.0 | 0.2394 | 0.9413 | 0.4985 | 0.9558 | 0.9574 | -1.0 | 0.2536 | 0.9617 | 0.9511 | 0.9709 | 0.9202 | 0.9439 |
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- | 0.1827 | 71.0 | 15478 | 0.1531 | 0.9415 | 0.99 | 0.9845 | -1.0 | 0.2432 | 0.9481 | 0.503 | 0.9627 | 0.9636 | -1.0 | 0.3393 | 0.9679 | 0.9562 | 0.9749 | 0.9268 | 0.9524 |
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- | 0.1777 | 72.0 | 15696 | 0.1636 | 0.9426 | 0.99 | 0.987 | -1.0 | 0.2772 | 0.9439 | 0.4987 | 0.9623 | 0.9631 | -1.0 | 0.2923 | 0.9667 | 0.9579 | 0.9732 | 0.9274 | 0.953 |
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- | 0.1777 | 73.0 | 15914 | 0.1516 | 0.9423 | 0.99 | 0.9846 | 0.0 | 0.2665 | 0.9485 | 0.5022 | 0.9621 | 0.9627 | 0.0 | 0.29 | 0.9673 | 0.956 | 0.9731 | 0.9285 | 0.9523 |
138
- | 0.1838 | 74.0 | 16132 | 0.1448 | 0.9465 | 0.995 | 0.9846 | -1.0 | 0.5659 | 0.9492 | 0.503 | 0.9665 | 0.9668 | -1.0 | 0.6182 | 0.969 | 0.9629 | 0.9776 | 0.9301 | 0.956 |
139
- | 0.1838 | 75.0 | 16350 | 0.1681 | 0.9385 | 0.9897 | 0.9827 | -1.0 | 0.2587 | 0.9407 | 0.5007 | 0.9609 | 0.9617 | -1.0 | 0.4722 | 0.9642 | 0.9564 | 0.9743 | 0.9205 | 0.949 |
140
- | 0.1775 | 76.0 | 16568 | 0.1469 | 0.9461 | 0.9899 | 0.9817 | -1.0 | 0.1993 | 0.9536 | 0.5029 | 0.9631 | 0.9643 | -1.0 | 0.2706 | 0.9692 | 0.956 | 0.9722 | 0.9362 | 0.9564 |
141
- | 0.1775 | 77.0 | 16786 | 0.1396 | 0.953 | 0.99 | 0.9819 | -1.0 | 0.213 | 0.9618 | 0.5051 | 0.9699 | 0.971 | -1.0 | 0.2735 | 0.9759 | 0.9674 | 0.9805 | 0.9385 | 0.9615 |
142
- | 0.171 | 78.0 | 17004 | 0.1364 | 0.9536 | 0.9901 | 0.9896 | 0.0 | 0.3345 | 0.9582 | 0.5062 | 0.972 | 0.9723 | 0.0 | 0.3722 | 0.9747 | 0.9615 | 0.9783 | 0.9457 | 0.9663 |
143
- | 0.171 | 79.0 | 17222 | 0.1586 | 0.9394 | 0.9947 | 0.9835 | -1.0 | 0.5025 | 0.943 | 0.5013 | 0.9608 | 0.9623 | -1.0 | 0.5875 | 0.9658 | 0.9554 | 0.9731 | 0.9233 | 0.9515 |
144
- | 0.171 | 80.0 | 17440 | 0.1417 | 0.9494 | 0.9901 | 0.9805 | -1.0 | 0.2141 | 0.9565 | 0.5041 | 0.9656 | 0.9671 | -1.0 | 0.2429 | 0.9718 | 0.9601 | 0.9762 | 0.9386 | 0.9581 |
145
- | 0.1642 | 81.0 | 17658 | 0.1303 | 0.9573 | 0.9901 | 0.9847 | -1.0 | 0.2475 | 0.963 | 0.5064 | 0.9724 | 0.9729 | -1.0 | 0.2875 | 0.977 | 0.9656 | 0.9787 | 0.949 | 0.9671 |
146
- | 0.1642 | 82.0 | 17876 | 0.1348 | 0.9499 | 0.9901 | 0.9849 | -1.0 | 0.2481 | 0.9571 | 0.5046 | 0.9701 | 0.9702 | -1.0 | 0.2679 | 0.9745 | 0.9607 | 0.9787 | 0.9391 | 0.9618 |
147
- | 0.1573 | 83.0 | 18094 | 0.1325 | 0.9511 | 0.9901 | 0.9838 | -1.0 | 0.2714 | 0.9552 | 0.504 | 0.97 | 0.9705 | -1.0 | 0.3167 | 0.9735 | 0.9609 | 0.9786 | 0.9413 | 0.9623 |
148
- | 0.1573 | 84.0 | 18312 | 0.1255 | 0.9585 | 0.99 | 0.9849 | 0.0 | 0.2656 | 0.9656 | 0.5069 | 0.9733 | 0.9738 | 0.0 | 0.2929 | 0.9783 | 0.9668 | 0.9807 | 0.9502 | 0.9669 |
149
- | 0.1437 | 85.0 | 18530 | 0.1481 | 0.9479 | 0.99 | 0.9848 | -1.0 | 0.2646 | 0.9525 | 0.5027 | 0.9653 | 0.9663 | -1.0 | 0.2692 | 0.9702 | 0.9578 | 0.9738 | 0.938 | 0.9587 |
150
- | 0.1437 | 86.0 | 18748 | 0.1236 | 0.9539 | 0.99 | 0.985 | -1.0 | 0.3818 | 0.959 | 0.507 | 0.9717 | 0.9723 | -1.0 | 0.3955 | 0.9741 | 0.9652 | 0.9803 | 0.9425 | 0.9643 |
151
- | 0.1437 | 87.0 | 18966 | 0.1293 | 0.9595 | 0.99 | 0.9848 | 0.0 | 0.3046 | 0.9663 | 0.5059 | 0.9736 | 0.9745 | 0.0 | 0.43 | 0.9797 | 0.9698 | 0.9815 | 0.9492 | 0.9676 |
152
- | 0.1532 | 88.0 | 19184 | 0.1295 | 0.9525 | 0.9901 | 0.9891 | 0.0 | 0.3118 | 0.9579 | 0.5054 | 0.9727 | 0.9727 | 0.0 | 0.3385 | 0.9762 | 0.9591 | 0.9785 | 0.9458 | 0.9669 |
153
- | 0.1532 | 89.0 | 19402 | 0.1317 | 0.9556 | 0.99 | 0.9844 | -1.0 | 0.2569 | 0.9589 | 0.5052 | 0.9708 | 0.9714 | -1.0 | 0.2792 | 0.975 | 0.9644 | 0.9779 | 0.9468 | 0.965 |
154
- | 0.1465 | 90.0 | 19620 | 0.1216 | 0.9555 | 0.99 | 0.9855 | -1.0 | 0.4916 | 0.9614 | 0.5068 | 0.9751 | 0.9756 | -1.0 | 0.5125 | 0.9777 | 0.9625 | 0.9799 | 0.9484 | 0.9713 |
155
- | 0.1465 | 91.0 | 19838 | 0.1357 | 0.953 | 0.9901 | 0.985 | 0.0 | 0.3426 | 0.956 | 0.503 | 0.9694 | 0.9705 | 0.0 | 0.42 | 0.9738 | 0.9611 | 0.9757 | 0.945 | 0.9653 |
156
- | 0.145 | 92.0 | 20056 | 0.1242 | 0.9582 | 0.9901 | 0.9898 | -1.0 | 0.2929 | 0.9627 | 0.5062 | 0.9742 | 0.9751 | -1.0 | 0.3583 | 0.9776 | 0.9652 | 0.9783 | 0.9511 | 0.9718 |
157
- | 0.145 | 93.0 | 20274 | 0.1320 | 0.956 | 0.99 | 0.9843 | -1.0 | 0.2826 | 0.9601 | 0.505 | 0.9713 | 0.9724 | -1.0 | 0.3273 | 0.9751 | 0.9664 | 0.9801 | 0.9455 | 0.9647 |
158
- | 0.145 | 94.0 | 20492 | 0.1276 | 0.9608 | 0.9898 | 0.9819 | -1.0 | 0.3052 | 0.966 | 0.5045 | 0.9746 | 0.9759 | -1.0 | 0.3583 | 0.9784 | 0.9672 | 0.9805 | 0.9544 | 0.9713 |
159
- | 0.1454 | 95.0 | 20710 | 0.1237 | 0.957 | 0.99 | 0.9845 | 0.0 | 0.2527 | 0.9641 | 0.5058 | 0.9743 | 0.9744 | 0.0 | 0.275 | 0.9787 | 0.9628 | 0.9799 | 0.9512 | 0.9689 |
160
- | 0.1454 | 96.0 | 20928 | 0.1234 | 0.9622 | 0.99 | 0.9858 | 0.0 | 0.3156 | 0.9678 | 0.5072 | 0.977 | 0.9775 | 0.0 | 0.3318 | 0.9808 | 0.9721 | 0.984 | 0.9523 | 0.9709 |
161
- | 0.1517 | 97.0 | 21146 | 0.1255 | 0.9527 | 0.9901 | 0.9846 | -1.0 | 0.295 | 0.9576 | 0.505 | 0.9714 | 0.972 | -1.0 | 0.3036 | 0.9756 | 0.9634 | 0.9797 | 0.942 | 0.9643 |
162
- | 0.1517 | 98.0 | 21364 | 0.1348 | 0.9501 | 0.9897 | 0.9805 | 0.0 | 0.2548 | 0.9558 | 0.5031 | 0.9665 | 0.9677 | 0.0 | 0.3833 | 0.9716 | 0.9594 | 0.9753 | 0.9408 | 0.9601 |
163
- | 0.1435 | 99.0 | 21582 | 0.1255 | 0.9609 | 0.99 | 0.9855 | -1.0 | 0.3144 | 0.9644 | 0.5077 | 0.9749 | 0.9761 | -1.0 | 0.4125 | 0.9794 | 0.9688 | 0.9818 | 0.953 | 0.9705 |
164
- | 0.1435 | 100.0 | 21800 | 0.1272 | 0.9568 | 0.99 | 0.9848 | -1.0 | 0.3143 | 0.9595 | 0.5045 | 0.9717 | 0.9726 | -1.0 | 0.3385 | 0.9755 | 0.9619 | 0.9762 | 0.9517 | 0.9689 |
165
 
166
 
167
  ### Framework versions
 
1
  ---
2
+ license: apache-2.0
3
  base_model: microsoft/conditional-detr-resnet-50
4
  tags:
5
  - generated_from_trainer
 
15
 
16
  This model is a fine-tuned version of [microsoft/conditional-detr-resnet-50](https://huggingface.co/microsoft/conditional-detr-resnet-50) on the None dataset.
17
  It achieves the following results on the evaluation set:
18
+ - Loss: 0.1338
19
+ - Map: 0.953
20
  - Map 50: 0.99
21
+ - Map 75: 0.9837
22
  - Map Small: -1.0
23
+ - Map Medium: 0.2906
24
+ - Map Large: 0.9593
25
+ - Mar 1: 0.5028
26
+ - Mar 10: 0.9718
27
+ - Mar 100: 0.9723
28
  - Mar Small: -1.0
29
+ - Mar Medium: 0.3308
30
+ - Mar Large: 0.9753
31
+ - Map Cashier: 0.9579
32
+ - Mar 100 Cashier: 0.9778
33
+ - Map Cx: 0.9481
34
+ - Mar 100 Cx: 0.9668
35
 
36
  ## Model description
37
 
 
63
 
64
  | 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 Cashier | Mar 100 Cashier | Map Cx | Mar 100 Cx |
65
  |:-------------:|:-----:|:-----:|:---------------:|:------:|:------:|:------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:---------:|:----------:|:---------:|:-----------:|:---------------:|:------:|:----------:|
66
+ | No log | 1.0 | 218 | 1.3222 | 0.2232 | 0.3751 | 0.2428 | -1.0 | 0.0 | 0.2245 | 0.2421 | 0.5567 | 0.7376 | -1.0 | 0.0 | 0.7425 | 0.2738 | 0.8178 | 0.1727 | 0.6574 |
67
+ | No log | 2.0 | 436 | 0.9137 | 0.5996 | 0.8561 | 0.7026 | -1.0 | 0.0459 | 0.6043 | 0.356 | 0.7397 | 0.7888 | -1.0 | 0.05 | 0.7954 | 0.7021 | 0.833 | 0.4971 | 0.7447 |
68
+ | 2.8394 | 3.0 | 654 | 0.7633 | 0.6569 | 0.9114 | 0.7731 | -1.0 | 0.0345 | 0.6618 | 0.3787 | 0.741 | 0.7789 | -1.0 | 0.095 | 0.7833 | 0.7291 | 0.8184 | 0.5847 | 0.7395 |
69
+ | 2.8394 | 4.0 | 872 | 0.6643 | 0.6979 | 0.9409 | 0.8311 | -1.0 | 0.0269 | 0.703 | 0.3904 | 0.7711 | 0.7802 | -1.0 | 0.1231 | 0.7846 | 0.7663 | 0.8213 | 0.6296 | 0.7391 |
70
+ | 0.7548 | 5.0 | 1090 | 0.5994 | 0.7344 | 0.9543 | 0.8734 | -1.0 | 0.0539 | 0.7388 | 0.4059 | 0.8025 | 0.8117 | -1.0 | 0.0955 | 0.8161 | 0.7813 | 0.8509 | 0.6875 | 0.7725 |
71
+ | 0.7548 | 6.0 | 1308 | 0.5173 | 0.7707 | 0.9681 | 0.8979 | 0.0 | 0.0549 | 0.7763 | 0.4213 | 0.8226 | 0.8283 | 0.0 | 0.1154 | 0.8338 | 0.8118 | 0.8596 | 0.7297 | 0.797 |
72
+ | 0.6085 | 7.0 | 1526 | 0.5579 | 0.7471 | 0.9731 | 0.8741 | -1.0 | 0.0605 | 0.7516 | 0.4125 | 0.8035 | 0.8124 | -1.0 | 0.2 | 0.816 | 0.7947 | 0.8523 | 0.6995 | 0.7726 |
73
+ | 0.6085 | 8.0 | 1744 | 0.5245 | 0.7509 | 0.9751 | 0.9061 | -1.0 | 0.0791 | 0.7561 | 0.4131 | 0.7994 | 0.8042 | -1.0 | 0.1393 | 0.809 | 0.7765 | 0.8215 | 0.7254 | 0.7868 |
74
+ | 0.6085 | 9.0 | 1962 | 0.5536 | 0.7425 | 0.9686 | 0.9093 | -1.0 | 0.0565 | 0.7474 | 0.4162 | 0.7968 | 0.8004 | -1.0 | 0.1654 | 0.8044 | 0.7753 | 0.8306 | 0.7096 | 0.7702 |
75
+ | 0.5339 | 10.0 | 2180 | 0.4923 | 0.7603 | 0.9828 | 0.9262 | 0.0 | 0.0702 | 0.7644 | 0.4133 | 0.8054 | 0.8101 | 0.0 | 0.1278 | 0.814 | 0.7844 | 0.8319 | 0.7362 | 0.7884 |
76
+ | 0.5339 | 11.0 | 2398 | 0.4439 | 0.7974 | 0.9761 | 0.9421 | 0.0 | 0.0603 | 0.8059 | 0.4355 | 0.8456 | 0.8487 | 0.0 | 0.175 | 0.8567 | 0.8291 | 0.8795 | 0.7657 | 0.8179 |
77
+ | 0.4885 | 12.0 | 2616 | 0.4764 | 0.7736 | 0.9808 | 0.928 | 0.0 | 0.1004 | 0.778 | 0.4271 | 0.8172 | 0.8186 | 0.0 | 0.1708 | 0.8229 | 0.7978 | 0.8406 | 0.7494 | 0.7967 |
78
+ | 0.4885 | 13.0 | 2834 | 0.4206 | 0.7913 | 0.9858 | 0.9387 | -1.0 | 0.1192 | 0.7947 | 0.434 | 0.8388 | 0.8404 | -1.0 | 0.19 | 0.8436 | 0.8167 | 0.863 | 0.766 | 0.8178 |
79
+ | 0.4576 | 14.0 | 3052 | 0.4035 | 0.8124 | 0.9831 | 0.9425 | -1.0 | 0.1166 | 0.8182 | 0.442 | 0.8579 | 0.8606 | -1.0 | 0.1844 | 0.8656 | 0.8501 | 0.8928 | 0.7746 | 0.8283 |
80
+ | 0.4576 | 15.0 | 3270 | 0.4372 | 0.7949 | 0.9768 | 0.9347 | 0.0 | 0.063 | 0.8029 | 0.4393 | 0.8415 | 0.8446 | 0.0 | 0.1556 | 0.8517 | 0.8189 | 0.8718 | 0.7709 | 0.8174 |
81
+ | 0.4576 | 16.0 | 3488 | 0.3761 | 0.8206 | 0.9874 | 0.95 | -1.0 | 0.3495 | 0.8234 | 0.4501 | 0.863 | 0.8662 | -1.0 | 0.5214 | 0.869 | 0.8395 | 0.8855 | 0.8017 | 0.8469 |
82
+ | 0.4348 | 17.0 | 3706 | 0.3401 | 0.842 | 0.9884 | 0.9601 | -1.0 | 0.1317 | 0.8464 | 0.4556 | 0.8822 | 0.8835 | -1.0 | 0.2154 | 0.8874 | 0.8648 | 0.9088 | 0.8191 | 0.8582 |
83
+ | 0.4348 | 18.0 | 3924 | 0.3658 | 0.8191 | 0.9876 | 0.9518 | -1.0 | 0.1158 | 0.8214 | 0.4501 | 0.8657 | 0.8665 | -1.0 | 0.2278 | 0.8691 | 0.8467 | 0.8987 | 0.7916 | 0.8342 |
84
+ | 0.3957 | 19.0 | 4142 | 0.3534 | 0.828 | 0.9855 | 0.9583 | -1.0 | 0.2679 | 0.8333 | 0.4545 | 0.8676 | 0.8684 | -1.0 | 0.3 | 0.8737 | 0.86 | 0.9004 | 0.796 | 0.8364 |
85
+ | 0.3957 | 20.0 | 4360 | 0.3768 | 0.8087 | 0.9885 | 0.9589 | -1.0 | 0.1463 | 0.8123 | 0.4492 | 0.8562 | 0.8572 | -1.0 | 0.1833 | 0.8612 | 0.8292 | 0.8761 | 0.7881 | 0.8383 |
86
+ | 0.4105 | 21.0 | 4578 | 0.3539 | 0.8169 | 0.9869 | 0.9616 | -1.0 | 0.0973 | 0.8206 | 0.4481 | 0.8591 | 0.8601 | -1.0 | 0.1864 | 0.8636 | 0.8485 | 0.8944 | 0.7853 | 0.8257 |
87
+ | 0.4105 | 22.0 | 4796 | 0.3858 | 0.8221 | 0.9818 | 0.9509 | 0.0 | 0.1213 | 0.8302 | 0.4517 | 0.857 | 0.8588 | 0.0 | 0.2059 | 0.8663 | 0.8501 | 0.8858 | 0.7942 | 0.8318 |
88
+ | 0.3693 | 23.0 | 5014 | 0.3562 | 0.8258 | 0.9841 | 0.9571 | -1.0 | 0.1165 | 0.8311 | 0.4536 | 0.8668 | 0.8685 | -1.0 | 0.1679 | 0.8734 | 0.8502 | 0.8924 | 0.8015 | 0.8445 |
89
+ | 0.3693 | 24.0 | 5232 | 0.3512 | 0.8306 | 0.9879 | 0.9647 | -1.0 | 0.1015 | 0.8343 | 0.4547 | 0.8698 | 0.8712 | -1.0 | 0.1682 | 0.875 | 0.8766 | 0.9128 | 0.7846 | 0.8295 |
90
+ | 0.3693 | 25.0 | 5450 | 0.3211 | 0.8487 | 0.989 | 0.9592 | -1.0 | 0.1232 | 0.8531 | 0.4612 | 0.8821 | 0.883 | -1.0 | 0.2107 | 0.8873 | 0.8753 | 0.9093 | 0.8222 | 0.8567 |
91
+ | 0.3558 | 26.0 | 5668 | 0.3124 | 0.8542 | 0.9878 | 0.9718 | 0.0 | 0.2193 | 0.8587 | 0.4643 | 0.8922 | 0.8928 | 0.0 | 0.335 | 0.8958 | 0.8708 | 0.9061 | 0.8376 | 0.8795 |
92
+ | 0.3558 | 27.0 | 5886 | 0.3104 | 0.8521 | 0.9875 | 0.962 | -1.0 | 0.1322 | 0.8576 | 0.4635 | 0.8879 | 0.8887 | -1.0 | 0.16 | 0.8943 | 0.8733 | 0.9101 | 0.8308 | 0.8674 |
93
+ | 0.3385 | 28.0 | 6104 | 0.3139 | 0.8561 | 0.9878 | 0.9668 | -1.0 | 0.1602 | 0.8592 | 0.4625 | 0.8935 | 0.8953 | -1.0 | 0.2625 | 0.8984 | 0.881 | 0.9182 | 0.8312 | 0.8723 |
94
+ | 0.3385 | 29.0 | 6322 | 0.2996 | 0.8552 | 0.9897 | 0.9668 | -1.0 | 0.1056 | 0.8586 | 0.465 | 0.892 | 0.8927 | -1.0 | 0.15 | 0.8967 | 0.8743 | 0.9101 | 0.836 | 0.8752 |
95
+ | 0.3399 | 30.0 | 6540 | 0.2752 | 0.8683 | 0.9896 | 0.9736 | -1.0 | 0.2009 | 0.8728 | 0.4686 | 0.9039 | 0.9049 | -1.0 | 0.2654 | 0.9082 | 0.897 | 0.933 | 0.8396 | 0.8768 |
96
+ | 0.3399 | 31.0 | 6758 | 0.2941 | 0.8678 | 0.9889 | 0.9673 | 0.0 | 0.0985 | 0.873 | 0.4697 | 0.9019 | 0.9024 | 0.0 | 0.1538 | 0.9087 | 0.8924 | 0.9269 | 0.8431 | 0.878 |
97
+ | 0.3399 | 32.0 | 6976 | 0.2779 | 0.8662 | 0.9895 | 0.9685 | -1.0 | 0.1967 | 0.8707 | 0.4717 | 0.9031 | 0.9038 | -1.0 | 0.2429 | 0.9084 | 0.8858 | 0.9237 | 0.8465 | 0.884 |
98
+ | 0.3179 | 33.0 | 7194 | 0.2781 | 0.8705 | 0.9889 | 0.9705 | -1.0 | 0.1986 | 0.8745 | 0.4703 | 0.9078 | 0.9084 | -1.0 | 0.2364 | 0.9117 | 0.9023 | 0.9371 | 0.8387 | 0.8798 |
99
+ | 0.3179 | 34.0 | 7412 | 0.2776 | 0.8654 | 0.9896 | 0.9743 | -1.0 | 0.1549 | 0.8707 | 0.4704 | 0.8996 | 0.9003 | -1.0 | 0.1893 | 0.9051 | 0.8896 | 0.9237 | 0.8411 | 0.8769 |
100
+ | 0.3092 | 35.0 | 7630 | 0.2791 | 0.8744 | 0.9849 | 0.9689 | -1.0 | 0.1117 | 0.8806 | 0.4745 | 0.9038 | 0.9055 | -1.0 | 0.1778 | 0.9118 | 0.9079 | 0.9366 | 0.8409 | 0.8744 |
101
+ | 0.3092 | 36.0 | 7848 | 0.2734 | 0.8738 | 0.9893 | 0.9731 | -1.0 | 0.1253 | 0.877 | 0.4721 | 0.9105 | 0.9109 | -1.0 | 0.1864 | 0.915 | 0.9031 | 0.9389 | 0.8445 | 0.883 |
102
+ | 0.2975 | 37.0 | 8066 | 0.2620 | 0.8742 | 0.9898 | 0.9726 | 0.0 | 0.1405 | 0.8815 | 0.4751 | 0.9093 | 0.91 | 0.0 | 0.2067 | 0.9165 | 0.9101 | 0.9412 | 0.8383 | 0.8787 |
103
+ | 0.2975 | 38.0 | 8284 | 0.2394 | 0.8939 | 0.9897 | 0.9805 | -1.0 | 0.1562 | 0.8973 | 0.4813 | 0.9247 | 0.9257 | -1.0 | 0.2389 | 0.9286 | 0.9151 | 0.9444 | 0.8727 | 0.9069 |
104
+ | 0.272 | 39.0 | 8502 | 0.2769 | 0.8717 | 0.9895 | 0.9746 | -1.0 | 0.1595 | 0.8757 | 0.4752 | 0.9073 | 0.9082 | -1.0 | 0.2233 | 0.9127 | 0.9047 | 0.938 | 0.8387 | 0.8783 |
105
+ | 0.272 | 40.0 | 8720 | 0.2599 | 0.8838 | 0.9896 | 0.9776 | -1.0 | 0.2362 | 0.8888 | 0.4777 | 0.9176 | 0.9185 | -1.0 | 0.2812 | 0.9224 | 0.9114 | 0.9424 | 0.8563 | 0.8947 |
106
+ | 0.272 | 41.0 | 8938 | 0.2640 | 0.8689 | 0.9897 | 0.9646 | -1.0 | 0.1327 | 0.8744 | 0.4736 | 0.9056 | 0.9069 | -1.0 | 0.2344 | 0.9114 | 0.9053 | 0.9387 | 0.8326 | 0.875 |
107
+ | 0.2833 | 42.0 | 9156 | 0.2505 | 0.8826 | 0.9892 | 0.9793 | -1.0 | 0.3463 | 0.8866 | 0.476 | 0.9158 | 0.9161 | -1.0 | 0.3692 | 0.9205 | 0.9119 | 0.9423 | 0.8533 | 0.8899 |
108
+ | 0.2833 | 43.0 | 9374 | 0.2635 | 0.8773 | 0.9899 | 0.9821 | -1.0 | 0.223 | 0.8813 | 0.4725 | 0.9141 | 0.9143 | -1.0 | 0.2423 | 0.9182 | 0.8973 | 0.9315 | 0.8573 | 0.8972 |
109
+ | 0.2794 | 44.0 | 9592 | 0.2520 | 0.8818 | 0.9896 | 0.9778 | -1.0 | 0.1684 | 0.8858 | 0.4759 | 0.9146 | 0.915 | -1.0 | 0.1909 | 0.9191 | 0.8916 | 0.9277 | 0.872 | 0.9024 |
110
+ | 0.2794 | 45.0 | 9810 | 0.2459 | 0.8946 | 0.9896 | 0.9701 | 0.0 | 0.2655 | 0.8998 | 0.4815 | 0.9261 | 0.9272 | 0.0 | 0.3042 | 0.9323 | 0.9109 | 0.9423 | 0.8783 | 0.912 |
111
+ | 0.2582 | 46.0 | 10028 | 0.2549 | 0.8825 | 0.9891 | 0.9696 | 0.0 | 0.1167 | 0.8877 | 0.4809 | 0.9161 | 0.917 | 0.0 | 0.2115 | 0.9219 | 0.908 | 0.9428 | 0.8569 | 0.8912 |
112
+ | 0.2582 | 47.0 | 10246 | 0.2286 | 0.8959 | 0.9894 | 0.9773 | 0.0 | 0.1485 | 0.9007 | 0.4825 | 0.9267 | 0.9273 | 0.0 | 0.2292 | 0.9317 | 0.9183 | 0.9504 | 0.8734 | 0.9043 |
113
+ | 0.2582 | 48.0 | 10464 | 0.2219 | 0.8995 | 0.9898 | 0.9825 | -1.0 | 0.202 | 0.9046 | 0.4852 | 0.9325 | 0.9335 | -1.0 | 0.2409 | 0.937 | 0.9161 | 0.9484 | 0.8829 | 0.9186 |
114
+ | 0.2576 | 49.0 | 10682 | 0.2540 | 0.887 | 0.9898 | 0.9782 | 0.0 | 0.3753 | 0.8914 | 0.4802 | 0.9218 | 0.9221 | 0.0 | 0.4233 | 0.928 | 0.9021 | 0.9372 | 0.8719 | 0.9069 |
115
+ | 0.2576 | 50.0 | 10900 | 0.2434 | 0.8973 | 0.9893 | 0.9773 | -1.0 | 0.1759 | 0.9029 | 0.4795 | 0.9274 | 0.9289 | -1.0 | 0.3688 | 0.9339 | 0.9218 | 0.9481 | 0.8728 | 0.9097 |
116
+ | 0.2518 | 51.0 | 11118 | 0.2083 | 0.9099 | 0.9899 | 0.9832 | -1.0 | 0.215 | 0.9131 | 0.4894 | 0.9402 | 0.9404 | -1.0 | 0.2611 | 0.9432 | 0.9307 | 0.959 | 0.889 | 0.9218 |
117
+ | 0.2518 | 52.0 | 11336 | 0.2362 | 0.8965 | 0.9899 | 0.9742 | -1.0 | 0.2292 | 0.902 | 0.4834 | 0.9291 | 0.9296 | -1.0 | 0.2795 | 0.9352 | 0.9182 | 0.9499 | 0.8748 | 0.9094 |
118
+ | 0.2335 | 53.0 | 11554 | 0.2394 | 0.8943 | 0.9897 | 0.975 | -1.0 | 0.1762 | 0.9004 | 0.4831 | 0.9253 | 0.9271 | -1.0 | 0.245 | 0.9328 | 0.9139 | 0.946 | 0.8747 | 0.9082 |
119
+ | 0.2335 | 54.0 | 11772 | 0.2122 | 0.9067 | 0.99 | 0.9788 | -1.0 | 0.1806 | 0.9118 | 0.4875 | 0.9361 | 0.9369 | -1.0 | 0.25 | 0.9408 | 0.9247 | 0.9512 | 0.8888 | 0.9225 |
120
+ | 0.2335 | 55.0 | 11990 | 0.2102 | 0.9127 | 0.99 | 0.9834 | -1.0 | 0.3312 | 0.9161 | 0.488 | 0.9428 | 0.9429 | -1.0 | 0.3556 | 0.9447 | 0.9273 | 0.9552 | 0.8981 | 0.9305 |
121
+ | 0.2337 | 56.0 | 12208 | 0.2021 | 0.9172 | 0.9898 | 0.9792 | 0.0 | 0.1966 | 0.9226 | 0.4939 | 0.9432 | 0.9438 | 0.0 | 0.22 | 0.9488 | 0.9399 | 0.9634 | 0.8944 | 0.9242 |
122
+ | 0.2337 | 57.0 | 12426 | 0.2242 | 0.906 | 0.9874 | 0.9812 | -1.0 | 0.1802 | 0.9109 | 0.4889 | 0.9364 | 0.9369 | -1.0 | 0.2 | 0.9416 | 0.9256 | 0.9552 | 0.8864 | 0.9185 |
123
+ | 0.2206 | 58.0 | 12644 | 0.2087 | 0.9095 | 0.9899 | 0.9804 | -1.0 | 0.1752 | 0.9139 | 0.4889 | 0.9408 | 0.9412 | -1.0 | 0.2231 | 0.9456 | 0.9318 | 0.9601 | 0.8872 | 0.9223 |
124
+ | 0.2206 | 59.0 | 12862 | 0.1855 | 0.9265 | 0.99 | 0.9844 | 0.0 | 0.3123 | 0.9314 | 0.495 | 0.9517 | 0.9523 | 0.0 | 0.34 | 0.9557 | 0.9451 | 0.9665 | 0.9079 | 0.9382 |
125
+ | 0.2115 | 60.0 | 13080 | 0.1884 | 0.9239 | 0.99 | 0.9846 | -1.0 | 0.2547 | 0.9266 | 0.4937 | 0.9497 | 0.9498 | -1.0 | 0.275 | 0.9527 | 0.947 | 0.9689 | 0.9007 | 0.9307 |
126
+ | 0.2115 | 61.0 | 13298 | 0.1886 | 0.9205 | 0.99 | 0.9785 | -1.0 | 0.2443 | 0.9251 | 0.4943 | 0.9464 | 0.9467 | -1.0 | 0.2833 | 0.9506 | 0.9429 | 0.9672 | 0.8981 | 0.9263 |
127
+ | 0.2117 | 62.0 | 13516 | 0.1859 | 0.9249 | 0.99 | 0.9845 | 0.0 | 0.24 | 0.9288 | 0.4921 | 0.9503 | 0.9506 | 0.0 | 0.2458 | 0.9556 | 0.9418 | 0.9661 | 0.908 | 0.9352 |
128
+ | 0.2117 | 63.0 | 13734 | 0.1865 | 0.921 | 0.9901 | 0.9843 | -1.0 | 0.2654 | 0.9259 | 0.4938 | 0.9495 | 0.9499 | -1.0 | 0.28 | 0.9528 | 0.937 | 0.9654 | 0.9049 | 0.9344 |
129
+ | 0.2117 | 64.0 | 13952 | 0.1845 | 0.9269 | 0.9899 | 0.9841 | 0.0 | 0.2197 | 0.9319 | 0.496 | 0.9528 | 0.9534 | 0.0 | 0.2292 | 0.9586 | 0.9443 | 0.9682 | 0.9095 | 0.9385 |
130
+ | 0.2046 | 65.0 | 14170 | 0.1685 | 0.9329 | 0.9901 | 0.9891 | -1.0 | 0.2906 | 0.9365 | 0.4977 | 0.9581 | 0.9586 | -1.0 | 0.3273 | 0.9612 | 0.9448 | 0.9684 | 0.9211 | 0.9489 |
131
+ | 0.2046 | 66.0 | 14388 | 0.1730 | 0.9347 | 0.9899 | 0.9839 | 0.0 | 0.3175 | 0.9395 | 0.4985 | 0.9589 | 0.9592 | 0.0 | 0.3944 | 0.9633 | 0.9491 | 0.9722 | 0.9203 | 0.9462 |
132
+ | 0.1976 | 67.0 | 14606 | 0.1815 | 0.9277 | 0.9898 | 0.9799 | 0.0 | 0.2651 | 0.9338 | 0.4951 | 0.9529 | 0.9535 | 0.0 | 0.2846 | 0.9582 | 0.9459 | 0.9706 | 0.9094 | 0.9365 |
133
+ | 0.1976 | 68.0 | 14824 | 0.1803 | 0.9273 | 0.9899 | 0.984 | 0.0 | 0.2124 | 0.9326 | 0.4947 | 0.9525 | 0.9536 | 0.0 | 0.3133 | 0.9577 | 0.9413 | 0.9658 | 0.9133 | 0.9414 |
134
+ | 0.192 | 69.0 | 15042 | 0.1601 | 0.9422 | 0.99 | 0.9891 | -1.0 | 0.2813 | 0.9477 | 0.4994 | 0.9648 | 0.965 | -1.0 | 0.3071 | 0.9685 | 0.955 | 0.975 | 0.9295 | 0.9549 |
135
+ | 0.192 | 70.0 | 15260 | 0.1598 | 0.9376 | 0.9899 | 0.9846 | -1.0 | 0.2597 | 0.9413 | 0.4985 | 0.9595 | 0.9603 | -1.0 | 0.325 | 0.9635 | 0.9458 | 0.9689 | 0.9294 | 0.9517 |
136
+ | 0.192 | 71.0 | 15478 | 0.1535 | 0.9456 | 0.99 | 0.9844 | -1.0 | 0.2089 | 0.9525 | 0.502 | 0.9662 | 0.9666 | -1.0 | 0.2857 | 0.9712 | 0.9559 | 0.9758 | 0.9352 | 0.9575 |
137
+ | 0.1765 | 72.0 | 15696 | 0.1554 | 0.9462 | 0.99 | 0.9844 | -1.0 | 0.2743 | 0.9477 | 0.5001 | 0.9662 | 0.9665 | -1.0 | 0.3038 | 0.9699 | 0.9603 | 0.9776 | 0.9321 | 0.9553 |
138
+ | 0.1765 | 73.0 | 15914 | 0.1483 | 0.9427 | 0.9901 | 0.979 | 0.0 | 0.2381 | 0.9485 | 0.5013 | 0.9635 | 0.964 | 0.0 | 0.2833 | 0.9688 | 0.956 | 0.9739 | 0.9294 | 0.9541 |
139
+ | 0.1842 | 74.0 | 16132 | 0.1422 | 0.9472 | 0.995 | 0.9843 | -1.0 | 0.5574 | 0.9488 | 0.5018 | 0.967 | 0.967 | -1.0 | 0.6636 | 0.969 | 0.9626 | 0.9775 | 0.9318 | 0.9566 |
140
+ | 0.1842 | 75.0 | 16350 | 0.1664 | 0.9386 | 0.9901 | 0.9842 | -1.0 | 0.2193 | 0.9416 | 0.5005 | 0.9607 | 0.9616 | -1.0 | 0.3611 | 0.9644 | 0.9532 | 0.9726 | 0.924 | 0.9506 |
141
+ | 0.1734 | 76.0 | 16568 | 0.1566 | 0.9443 | 0.9898 | 0.9845 | -1.0 | 0.1834 | 0.9508 | 0.5021 | 0.9631 | 0.9639 | -1.0 | 0.2618 | 0.969 | 0.953 | 0.9715 | 0.9356 | 0.9562 |
142
+ | 0.1734 | 77.0 | 16786 | 0.1365 | 0.9528 | 0.9899 | 0.9846 | -1.0 | 0.2278 | 0.96 | 0.5047 | 0.971 | 0.9721 | -1.0 | 0.3147 | 0.9762 | 0.9637 | 0.9814 | 0.942 | 0.9629 |
143
+ | 0.1731 | 78.0 | 17004 | 0.1582 | 0.95 | 0.9898 | 0.9895 | 0.0 | 0.3414 | 0.9519 | 0.5044 | 0.969 | 0.9694 | 0.0 | 0.3667 | 0.9719 | 0.9601 | 0.9774 | 0.9399 | 0.9614 |
144
+ | 0.1731 | 79.0 | 17222 | 0.1559 | 0.9408 | 0.9949 | 0.9849 | -1.0 | 0.5289 | 0.9433 | 0.5014 | 0.9615 | 0.9618 | -1.0 | 0.6 | 0.9652 | 0.9519 | 0.9724 | 0.9296 | 0.9512 |
145
+ | 0.1731 | 80.0 | 17440 | 0.1496 | 0.9505 | 0.9898 | 0.9821 | -1.0 | 0.1917 | 0.9566 | 0.5041 | 0.9671 | 0.9683 | -1.0 | 0.2643 | 0.9726 | 0.9593 | 0.9777 | 0.9416 | 0.959 |
146
+ | 0.1628 | 81.0 | 17658 | 0.1373 | 0.9579 | 0.99 | 0.9871 | -1.0 | 0.2929 | 0.9598 | 0.5059 | 0.9731 | 0.9735 | -1.0 | 0.3958 | 0.9766 | 0.965 | 0.9791 | 0.9507 | 0.9678 |
147
+ | 0.1628 | 82.0 | 17876 | 0.1420 | 0.9512 | 0.99 | 0.9845 | -1.0 | 0.2549 | 0.9577 | 0.5049 | 0.9704 | 0.9711 | -1.0 | 0.3107 | 0.9746 | 0.9603 | 0.9793 | 0.9421 | 0.9629 |
148
+ | 0.1586 | 83.0 | 18094 | 0.1373 | 0.9557 | 0.99 | 0.9848 | -1.0 | 0.2539 | 0.959 | 0.5053 | 0.9727 | 0.9729 | -1.0 | 0.2875 | 0.9764 | 0.9629 | 0.9795 | 0.9485 | 0.9664 |
149
+ | 0.1586 | 84.0 | 18312 | 0.1291 | 0.957 | 0.9897 | 0.9842 | 0.0 | 0.2644 | 0.9632 | 0.5051 | 0.9743 | 0.9744 | 0.0 | 0.3036 | 0.9787 | 0.9643 | 0.9806 | 0.9498 | 0.9682 |
150
+ | 0.1482 | 85.0 | 18530 | 0.1488 | 0.9487 | 0.99 | 0.9843 | -1.0 | 0.2384 | 0.9529 | 0.5025 | 0.9662 | 0.967 | -1.0 | 0.2846 | 0.9707 | 0.9572 | 0.9747 | 0.9402 | 0.9592 |
151
+ | 0.1482 | 86.0 | 18748 | 0.1219 | 0.9524 | 0.99 | 0.9847 | -1.0 | 0.3259 | 0.9574 | 0.505 | 0.9721 | 0.9729 | -1.0 | 0.3682 | 0.9751 | 0.9616 | 0.9807 | 0.9433 | 0.9651 |
152
+ | 0.1482 | 87.0 | 18966 | 0.1250 | 0.9581 | 0.9899 | 0.9895 | 0.0 | 0.4347 | 0.9631 | 0.5056 | 0.9736 | 0.9744 | 0.0 | 0.4883 | 0.9789 | 0.9646 | 0.9802 | 0.9516 | 0.9685 |
153
+ | 0.1582 | 88.0 | 19184 | 0.1324 | 0.9539 | 0.99 | 0.9898 | 0.0 | 0.2573 | 0.9593 | 0.5061 | 0.9717 | 0.9722 | 0.0 | 0.2962 | 0.9764 | 0.9605 | 0.9789 | 0.9472 | 0.9656 |
154
+ | 0.1582 | 89.0 | 19402 | 0.1286 | 0.9532 | 0.99 | 0.9846 | -1.0 | 0.2523 | 0.958 | 0.504 | 0.9715 | 0.972 | -1.0 | 0.3333 | 0.9748 | 0.9603 | 0.9785 | 0.9462 | 0.9656 |
155
+ | 0.1484 | 90.0 | 19620 | 0.1252 | 0.9574 | 0.9901 | 0.989 | -1.0 | 0.5121 | 0.9588 | 0.5073 | 0.9764 | 0.9765 | -1.0 | 0.5312 | 0.9784 | 0.9623 | 0.9809 | 0.9526 | 0.9721 |
156
+ | 0.1484 | 91.0 | 19838 | 0.1378 | 0.9503 | 0.9901 | 0.9836 | 0.0 | 0.4968 | 0.952 | 0.5028 | 0.9705 | 0.9708 | 0.0 | 0.52 | 0.9737 | 0.9584 | 0.9778 | 0.9422 | 0.9639 |
157
+ | 0.1462 | 92.0 | 20056 | 0.1259 | 0.9563 | 0.99 | 0.9836 | -1.0 | 0.3464 | 0.9599 | 0.5064 | 0.9746 | 0.975 | -1.0 | 0.3833 | 0.9771 | 0.9609 | 0.9794 | 0.9518 | 0.9706 |
158
+ | 0.1462 | 93.0 | 20274 | 0.1306 | 0.9574 | 0.99 | 0.9844 | -1.0 | 0.2994 | 0.9596 | 0.5055 | 0.9737 | 0.9738 | -1.0 | 0.35 | 0.9762 | 0.9651 | 0.9815 | 0.9498 | 0.966 |
159
+ | 0.1462 | 94.0 | 20492 | 0.1343 | 0.9588 | 0.99 | 0.9844 | -1.0 | 0.314 | 0.9626 | 0.504 | 0.9747 | 0.9755 | -1.0 | 0.3583 | 0.9779 | 0.962 | 0.9802 | 0.9555 | 0.9707 |
160
+ | 0.1472 | 95.0 | 20710 | 0.1236 | 0.9544 | 0.99 | 0.9846 | 0.0 | 0.2797 | 0.961 | 0.5054 | 0.9741 | 0.9744 | 0.0 | 0.3083 | 0.9781 | 0.9622 | 0.981 | 0.9466 | 0.9677 |
161
+ | 0.1472 | 96.0 | 20928 | 0.1262 | 0.9622 | 0.99 | 0.9892 | 0.0 | 0.2968 | 0.9654 | 0.5076 | 0.9764 | 0.9766 | 0.0 | 0.3591 | 0.9795 | 0.9688 | 0.9836 | 0.9556 | 0.9695 |
162
+ | 0.1539 | 97.0 | 21146 | 0.1328 | 0.9529 | 0.99 | 0.9848 | -1.0 | 0.2533 | 0.9575 | 0.5038 | 0.9716 | 0.9717 | -1.0 | 0.3107 | 0.9753 | 0.9618 | 0.9795 | 0.9441 | 0.9639 |
163
+ | 0.1539 | 98.0 | 21364 | 0.1439 | 0.9494 | 0.9894 | 0.979 | 0.0 | 0.4037 | 0.955 | 0.5036 | 0.9678 | 0.9686 | 0.0 | 0.4958 | 0.972 | 0.9588 | 0.9785 | 0.9399 | 0.9588 |
164
+ | 0.1484 | 99.0 | 21582 | 0.1244 | 0.96 | 0.9899 | 0.9841 | -1.0 | 0.285 | 0.9628 | 0.5072 | 0.9762 | 0.9764 | -1.0 | 0.3333 | 0.9799 | 0.9689 | 0.9826 | 0.9511 | 0.9703 |
165
+ | 0.1484 | 100.0 | 21800 | 0.1338 | 0.953 | 0.99 | 0.9837 | -1.0 | 0.2906 | 0.9593 | 0.5028 | 0.9718 | 0.9723 | -1.0 | 0.3308 | 0.9753 | 0.9579 | 0.9778 | 0.9481 | 0.9668 |
166
 
167
 
168
  ### Framework versions
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