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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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  2. model.safetensors +1 -1
README.md CHANGED
@@ -15,23 +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: 0.1338
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- - Map: 0.953
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- - Map 50: 0.99
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- - Map 75: 0.9837
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  - Map Small: -1.0
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- - Map Medium: 0.2906
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- - Map Large: 0.9593
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- - Mar 1: 0.5028
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- - Mar 10: 0.9718
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- - Mar 100: 0.9723
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  - Mar Small: -1.0
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- - Mar Medium: 0.3308
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- - Mar Large: 0.9753
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- - Map Cashier: 0.9579
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- - Mar 100 Cashier: 0.9778
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- - Map Cx: 0.9481
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- - Mar 100 Cx: 0.9668
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  ## Model description
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@@ -63,106 +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 | 1.3222 | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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
 
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: 0.1249
19
+ - Map: 0.9571
20
+ - Map 50: 0.9901
21
+ - Map 75: 0.9844
22
  - Map Small: -1.0
23
+ - Map Medium: 0.3322
24
+ - Map Large: 0.9614
25
+ - Mar 1: 0.5052
26
+ - Mar 10: 0.9726
27
+ - Mar 100: 0.9733
28
  - Mar Small: -1.0
29
+ - Mar Medium: 0.3654
30
+ - Mar Large: 0.9759
31
+ - Map Cashier: 0.9657
32
+ - Mar 100 Cashier: 0.9777
33
+ - Map Cx: 0.9486
34
+ - Mar 100 Cx: 0.969
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 | 1.6511 | 0.1028 | 0.2445 | 0.079 | -1.0 | 0.0 | 0.1036 | 0.105 | 0.4632 | 0.6421 | -1.0 | 0.0 | 0.6464 | 0.1151 | 0.6993 | 0.0905 | 0.5848 |
67
+ | No log | 2.0 | 436 | 1.2010 | 0.3717 | 0.5667 | 0.4222 | -1.0 | 0.0003 | 0.3749 | 0.3095 | 0.6671 | 0.7472 | -1.0 | 0.0071 | 0.754 | 0.4302 | 0.8025 | 0.3132 | 0.6919 |
68
+ | 2.8665 | 3.0 | 654 | 0.9101 | 0.5265 | 0.7814 | 0.6068 | -1.0 | 0.0 | 0.5298 | 0.3399 | 0.7167 | 0.7588 | -1.0 | 0.0 | 0.7642 | 0.6719 | 0.8041 | 0.3811 | 0.7136 |
69
+ | 2.8665 | 4.0 | 872 | 0.7512 | 0.6528 | 0.9101 | 0.7828 | -1.0 | 0.0453 | 0.6571 | 0.3744 | 0.7556 | 0.78 | -1.0 | 0.0577 | 0.7856 | 0.7274 | 0.8003 | 0.5782 | 0.7597 |
70
+ | 0.8677 | 5.0 | 1090 | 0.7338 | 0.6431 | 0.9366 | 0.7893 | -1.0 | 0.0381 | 0.6472 | 0.3563 | 0.7437 | 0.7641 | -1.0 | 0.1773 | 0.7672 | 0.6835 | 0.7876 | 0.6026 | 0.7406 |
71
+ | 0.8677 | 6.0 | 1308 | 0.6059 | 0.7148 | 0.9548 | 0.8683 | 0.0 | 0.0207 | 0.7205 | 0.3998 | 0.783 | 0.7947 | 0.0 | 0.1038 | 0.8001 | 0.7552 | 0.8218 | 0.6744 | 0.7677 |
72
+ | 0.6584 | 7.0 | 1526 | 0.5631 | 0.7425 | 0.9666 | 0.8883 | -1.0 | 0.0418 | 0.7475 | 0.4104 | 0.809 | 0.8218 | -1.0 | 0.1227 | 0.8266 | 0.7871 | 0.8501 | 0.698 | 0.7935 |
73
+ | 0.6584 | 8.0 | 1744 | 0.5143 | 0.7573 | 0.9724 | 0.9071 | -1.0 | 0.084 | 0.7621 | 0.4178 | 0.8205 | 0.8286 | -1.0 | 0.1643 | 0.8332 | 0.782 | 0.8544 | 0.7326 | 0.8028 |
74
+ | 0.6584 | 9.0 | 1962 | 0.5286 | 0.7525 | 0.9715 | 0.9094 | -1.0 | 0.0377 | 0.7577 | 0.4114 | 0.8123 | 0.8209 | -1.0 | 0.0962 | 0.8261 | 0.809 | 0.8672 | 0.696 | 0.7747 |
75
+ | 0.5455 | 10.0 | 2180 | 0.4969 | 0.7716 | 0.9762 | 0.9247 | 0.0 | 0.0586 | 0.7759 | 0.4247 | 0.8186 | 0.8268 | 0.0 | 0.1444 | 0.8306 | 0.8082 | 0.8532 | 0.735 | 0.8005 |
76
+ | 0.5455 | 11.0 | 2398 | 0.4934 | 0.7701 | 0.97 | 0.9216 | 0.0 | 0.0231 | 0.779 | 0.4245 | 0.8256 | 0.8403 | 0.0 | 0.0676 | 0.8499 | 0.8059 | 0.8694 | 0.7343 | 0.8112 |
77
+ | 0.5034 | 12.0 | 2616 | 0.4560 | 0.7917 | 0.9764 | 0.9315 | 0.0 | 0.0278 | 0.7974 | 0.4331 | 0.8416 | 0.8521 | 0.0 | 0.1542 | 0.8568 | 0.8305 | 0.8874 | 0.753 | 0.8168 |
78
+ | 0.5034 | 13.0 | 2834 | 0.4293 | 0.8 | 0.9814 | 0.9299 | -1.0 | 0.0552 | 0.8042 | 0.4353 | 0.8556 | 0.8627 | -1.0 | 0.15 | 0.8664 | 0.85 | 0.8956 | 0.7499 | 0.8297 |
79
+ | 0.4705 | 14.0 | 3052 | 0.3860 | 0.8269 | 0.9848 | 0.9404 | -1.0 | 0.0996 | 0.8328 | 0.4497 | 0.8701 | 0.876 | -1.0 | 0.1969 | 0.881 | 0.8573 | 0.9017 | 0.7965 | 0.8502 |
80
+ | 0.4705 | 15.0 | 3270 | 0.4005 | 0.8193 | 0.9764 | 0.9476 | 0.0 | 0.0535 | 0.8277 | 0.4467 | 0.8643 | 0.8703 | 0.0 | 0.1806 | 0.8771 | 0.8521 | 0.9021 | 0.7864 | 0.8384 |
81
+ | 0.4705 | 16.0 | 3488 | 0.3911 | 0.813 | 0.9827 | 0.9434 | -1.0 | 0.1665 | 0.8177 | 0.4442 | 0.8633 | 0.8712 | -1.0 | 0.3929 | 0.875 | 0.8513 | 0.9011 | 0.7748 | 0.8413 |
82
+ | 0.4375 | 17.0 | 3706 | 0.3538 | 0.8352 | 0.9871 | 0.9687 | -1.0 | 0.1586 | 0.8391 | 0.4533 | 0.8801 | 0.8832 | -1.0 | 0.2423 | 0.8867 | 0.8697 | 0.9096 | 0.8006 | 0.8569 |
83
+ | 0.4375 | 18.0 | 3924 | 0.3740 | 0.8233 | 0.9867 | 0.9561 | -1.0 | 0.1498 | 0.827 | 0.4492 | 0.8731 | 0.8774 | -1.0 | 0.2333 | 0.8801 | 0.8532 | 0.9028 | 0.7935 | 0.852 |
84
+ | 0.4093 | 19.0 | 4142 | 0.3847 | 0.8151 | 0.9831 | 0.9572 | -1.0 | 0.2685 | 0.8213 | 0.4446 | 0.8628 | 0.8662 | -1.0 | 0.3286 | 0.8717 | 0.863 | 0.907 | 0.7672 | 0.8254 |
85
+ | 0.4093 | 20.0 | 4360 | 0.3744 | 0.8148 | 0.9869 | 0.9585 | -1.0 | 0.109 | 0.8196 | 0.4464 | 0.8659 | 0.8716 | -1.0 | 0.1458 | 0.8762 | 0.8403 | 0.8967 | 0.7894 | 0.8466 |
86
+ | 0.4047 | 21.0 | 4578 | 0.3521 | 0.8355 | 0.9879 | 0.9669 | -1.0 | 0.1021 | 0.8414 | 0.4537 | 0.8797 | 0.8847 | -1.0 | 0.1773 | 0.8887 | 0.8627 | 0.9097 | 0.8083 | 0.8597 |
87
+ | 0.4047 | 22.0 | 4796 | 0.3752 | 0.8357 | 0.9798 | 0.9508 | 0.0 | 0.1229 | 0.8447 | 0.4572 | 0.8752 | 0.8787 | 0.0 | 0.1676 | 0.8874 | 0.866 | 0.9047 | 0.8054 | 0.8527 |
88
+ | 0.3804 | 23.0 | 5014 | 0.3472 | 0.8435 | 0.9865 | 0.9601 | -1.0 | 0.1067 | 0.848 | 0.4574 | 0.8844 | 0.8893 | -1.0 | 0.2214 | 0.8934 | 0.8729 | 0.9158 | 0.8142 | 0.8627 |
89
+ | 0.3804 | 24.0 | 5232 | 0.3095 | 0.8554 | 0.9881 | 0.9711 | -1.0 | 0.0987 | 0.8604 | 0.4696 | 0.8963 | 0.9001 | -1.0 | 0.1727 | 0.9042 | 0.8888 | 0.9297 | 0.8221 | 0.8706 |
90
+ | 0.3804 | 25.0 | 5450 | 0.3470 | 0.8389 | 0.9882 | 0.9602 | -1.0 | 0.1231 | 0.843 | 0.4527 | 0.8786 | 0.881 | -1.0 | 0.175 | 0.8858 | 0.8827 | 0.9194 | 0.7952 | 0.8426 |
91
+ | 0.3534 | 26.0 | 5668 | 0.3446 | 0.8281 | 0.9889 | 0.9618 | 0.0 | 0.1064 | 0.8336 | 0.4528 | 0.8751 | 0.8784 | 0.0 | 0.22 | 0.8828 | 0.8574 | 0.9055 | 0.7988 | 0.8512 |
92
+ | 0.3534 | 27.0 | 5886 | 0.3234 | 0.844 | 0.9881 | 0.9593 | -1.0 | 0.1256 | 0.8493 | 0.4591 | 0.8856 | 0.8881 | -1.0 | 0.18 | 0.8933 | 0.8751 | 0.9161 | 0.8129 | 0.8601 |
93
+ | 0.3461 | 28.0 | 6104 | 0.2976 | 0.862 | 0.9881 | 0.9588 | -1.0 | 0.1683 | 0.8664 | 0.47 | 0.8979 | 0.9015 | -1.0 | 0.2083 | 0.9054 | 0.8989 | 0.9344 | 0.825 | 0.8685 |
94
+ | 0.3461 | 29.0 | 6322 | 0.2960 | 0.8607 | 0.9891 | 0.9744 | -1.0 | 0.1628 | 0.8649 | 0.4662 | 0.9 | 0.9031 | -1.0 | 0.26 | 0.9058 | 0.891 | 0.9311 | 0.8304 | 0.875 |
95
+ | 0.344 | 30.0 | 6540 | 0.3070 | 0.8599 | 0.9881 | 0.9694 | -1.0 | 0.1578 | 0.8648 | 0.4628 | 0.8975 | 0.8992 | -1.0 | 0.2 | 0.9035 | 0.8877 | 0.9233 | 0.832 | 0.8751 |
96
+ | 0.344 | 31.0 | 6758 | 0.3176 | 0.852 | 0.9864 | 0.97 | 0.0 | 0.0895 | 0.859 | 0.462 | 0.8915 | 0.8934 | 0.0 | 0.1538 | 0.8996 | 0.8791 | 0.9194 | 0.8249 | 0.8675 |
97
+ | 0.344 | 32.0 | 6976 | 0.3198 | 0.8478 | 0.9881 | 0.963 | -1.0 | 0.1354 | 0.8527 | 0.4637 | 0.8891 | 0.8919 | -1.0 | 0.2143 | 0.8967 | 0.8859 | 0.925 | 0.8097 | 0.8588 |
98
+ | 0.3308 | 33.0 | 7194 | 0.3002 | 0.8564 | 0.989 | 0.9708 | -1.0 | 0.1237 | 0.8609 | 0.463 | 0.8954 | 0.8969 | -1.0 | 0.1636 | 0.9011 | 0.8887 | 0.9251 | 0.8241 | 0.8688 |
99
+ | 0.3308 | 34.0 | 7412 | 0.2953 | 0.8659 | 0.9891 | 0.9737 | -1.0 | 0.1593 | 0.8716 | 0.471 | 0.9014 | 0.9033 | -1.0 | 0.2393 | 0.9073 | 0.8934 | 0.9261 | 0.8385 | 0.8805 |
100
+ | 0.321 | 35.0 | 7630 | 0.2858 | 0.8733 | 0.9873 | 0.9703 | -1.0 | 0.1392 | 0.8801 | 0.4696 | 0.9071 | 0.9098 | -1.0 | 0.1861 | 0.916 | 0.8998 | 0.9346 | 0.8468 | 0.8849 |
101
+ | 0.321 | 36.0 | 7848 | 0.2604 | 0.8845 | 0.9889 | 0.9716 | -1.0 | 0.1392 | 0.8895 | 0.4769 | 0.9175 | 0.9195 | -1.0 | 0.1818 | 0.9237 | 0.9109 | 0.9427 | 0.858 | 0.8963 |
102
+ | 0.3074 | 37.0 | 8066 | 0.3035 | 0.8609 | 0.987 | 0.9704 | 0.0 | 0.096 | 0.8695 | 0.4672 | 0.8995 | 0.9005 | 0.0 | 0.1733 | 0.9077 | 0.8853 | 0.9234 | 0.8365 | 0.8777 |
103
+ | 0.3074 | 38.0 | 8284 | 0.2746 | 0.8641 | 0.9894 | 0.977 | -1.0 | 0.0994 | 0.8686 | 0.4711 | 0.9035 | 0.9053 | -1.0 | 0.2167 | 0.9083 | 0.8866 | 0.9246 | 0.8416 | 0.886 |
104
+ | 0.2989 | 39.0 | 8502 | 0.2851 | 0.864 | 0.9894 | 0.9684 | -1.0 | 0.1414 | 0.8703 | 0.4702 | 0.9033 | 0.904 | -1.0 | 0.24 | 0.9083 | 0.8873 | 0.9265 | 0.8407 | 0.8815 |
105
+ | 0.2989 | 40.0 | 8720 | 0.2456 | 0.8843 | 0.9896 | 0.9771 | -1.0 | 0.1205 | 0.8897 | 0.4798 | 0.9172 | 0.9178 | -1.0 | 0.2062 | 0.923 | 0.9189 | 0.946 | 0.8496 | 0.8895 |
106
+ | 0.2989 | 41.0 | 8938 | 0.2567 | 0.8777 | 0.9897 | 0.9742 | -1.0 | 0.162 | 0.8843 | 0.4771 | 0.9134 | 0.9136 | -1.0 | 0.2094 | 0.9188 | 0.8967 | 0.9335 | 0.8586 | 0.8936 |
107
+ | 0.2782 | 42.0 | 9156 | 0.2444 | 0.8858 | 0.9897 | 0.9779 | -1.0 | 0.2728 | 0.8918 | 0.4768 | 0.9187 | 0.9189 | -1.0 | 0.3885 | 0.923 | 0.9172 | 0.9496 | 0.8544 | 0.8882 |
108
+ | 0.2782 | 43.0 | 9374 | 0.2389 | 0.8879 | 0.9899 | 0.9793 | -1.0 | 0.1582 | 0.8934 | 0.4798 | 0.9199 | 0.9204 | -1.0 | 0.2 | 0.9249 | 0.9142 | 0.9448 | 0.8617 | 0.896 |
109
+ | 0.2694 | 44.0 | 9592 | 0.2401 | 0.8962 | 0.9896 | 0.9783 | -1.0 | 0.1936 | 0.9007 | 0.481 | 0.9255 | 0.9263 | -1.0 | 0.2227 | 0.93 | 0.9183 | 0.9471 | 0.8742 | 0.9055 |
110
+ | 0.2694 | 45.0 | 9810 | 0.2550 | 0.8906 | 0.9895 | 0.9801 | 0.0 | 0.224 | 0.8969 | 0.4784 | 0.9219 | 0.923 | 0.0 | 0.2625 | 0.9284 | 0.9153 | 0.9463 | 0.8659 | 0.8996 |
111
+ | 0.2592 | 46.0 | 10028 | 0.2364 | 0.8963 | 0.9893 | 0.9776 | 0.0 | 0.1886 | 0.9016 | 0.4845 | 0.9282 | 0.9291 | 0.0 | 0.2615 | 0.9333 | 0.9224 | 0.9512 | 0.8703 | 0.9069 |
112
+ | 0.2592 | 47.0 | 10246 | 0.2435 | 0.8838 | 0.9871 | 0.9719 | 0.0 | 0.215 | 0.889 | 0.4792 | 0.92 | 0.921 | 0.0 | 0.2833 | 0.9246 | 0.9062 | 0.939 | 0.8614 | 0.903 |
113
+ | 0.2592 | 48.0 | 10464 | 0.2241 | 0.9014 | 0.9899 | 0.9836 | -1.0 | 0.2242 | 0.9065 | 0.4842 | 0.9326 | 0.9333 | -1.0 | 0.25 | 0.9366 | 0.9184 | 0.9493 | 0.8844 | 0.9172 |
114
+ | 0.25 | 49.0 | 10682 | 0.2348 | 0.8975 | 0.9899 | 0.9773 | 0.0 | 0.3675 | 0.9037 | 0.483 | 0.9308 | 0.931 | 0.0 | 0.39 | 0.9369 | 0.9166 | 0.9463 | 0.8784 | 0.9156 |
115
+ | 0.25 | 50.0 | 10900 | 0.2374 | 0.895 | 0.9896 | 0.9734 | -1.0 | 0.2121 | 0.8994 | 0.4789 | 0.9266 | 0.9274 | -1.0 | 0.3 | 0.9325 | 0.9135 | 0.943 | 0.8765 | 0.9118 |
116
+ | 0.2505 | 51.0 | 11118 | 0.1953 | 0.9169 | 0.99 | 0.9895 | -1.0 | 0.2485 | 0.9218 | 0.4934 | 0.9467 | 0.9472 | -1.0 | 0.2833 | 0.9498 | 0.9326 | 0.9596 | 0.9012 | 0.9348 |
117
+ | 0.2505 | 52.0 | 11336 | 0.2362 | 0.9006 | 0.99 | 0.9787 | -1.0 | 0.2266 | 0.9066 | 0.4818 | 0.9303 | 0.931 | -1.0 | 0.3423 | 0.9359 | 0.9319 | 0.9552 | 0.8694 | 0.9069 |
118
+ | 0.2291 | 53.0 | 11554 | 0.2253 | 0.9052 | 0.9891 | 0.9735 | -1.0 | 0.1798 | 0.9126 | 0.4885 | 0.9326 | 0.9339 | -1.0 | 0.2225 | 0.9403 | 0.9298 | 0.9528 | 0.8807 | 0.9151 |
119
+ | 0.2291 | 54.0 | 11772 | 0.2214 | 0.9093 | 0.9898 | 0.9822 | -1.0 | 0.2074 | 0.9132 | 0.4883 | 0.9365 | 0.9372 | -1.0 | 0.2192 | 0.9416 | 0.9322 | 0.9572 | 0.8864 | 0.9172 |
120
+ | 0.2291 | 55.0 | 11990 | 0.2088 | 0.9133 | 0.99 | 0.9848 | -1.0 | 0.2959 | 0.918 | 0.4882 | 0.9416 | 0.9417 | -1.0 | 0.3333 | 0.9437 | 0.934 | 0.9586 | 0.8926 | 0.9247 |
121
+ | 0.2323 | 56.0 | 12208 | 0.2029 | 0.9127 | 0.9897 | 0.9789 | 0.0 | 0.1756 | 0.9168 | 0.4915 | 0.9394 | 0.9406 | 0.0 | 0.24 | 0.9455 | 0.9382 | 0.961 | 0.8872 | 0.9201 |
122
+ | 0.2323 | 57.0 | 12426 | 0.2137 | 0.9074 | 0.99 | 0.9849 | -1.0 | 0.2304 | 0.9101 | 0.488 | 0.9359 | 0.9362 | -1.0 | 0.25 | 0.9401 | 0.9335 | 0.9573 | 0.8813 | 0.9151 |
123
+ | 0.2114 | 58.0 | 12644 | 0.1903 | 0.9231 | 0.9899 | 0.9841 | -1.0 | 0.1404 | 0.9299 | 0.4932 | 0.9463 | 0.9466 | -1.0 | 0.2077 | 0.9513 | 0.947 | 0.9664 | 0.8992 | 0.9269 |
124
+ | 0.2114 | 59.0 | 12862 | 0.1921 | 0.9211 | 0.99 | 0.9841 | 0.0 | 0.2628 | 0.9254 | 0.4942 | 0.9439 | 0.945 | 0.0 | 0.305 | 0.9487 | 0.9453 | 0.9645 | 0.8969 | 0.9255 |
125
+ | 0.2076 | 60.0 | 13080 | 0.1737 | 0.9335 | 0.99 | 0.984 | -1.0 | 0.2575 | 0.9382 | 0.4982 | 0.9559 | 0.9563 | -1.0 | 0.3 | 0.959 | 0.9592 | 0.975 | 0.9078 | 0.9376 |
126
+ | 0.2076 | 61.0 | 13298 | 0.1795 | 0.9272 | 0.99 | 0.9807 | -1.0 | 0.2635 | 0.9305 | 0.4958 | 0.9502 | 0.9513 | -1.0 | 0.31 | 0.9548 | 0.9488 | 0.9661 | 0.9057 | 0.9365 |
127
+ | 0.2086 | 62.0 | 13516 | 0.1887 | 0.9266 | 0.9901 | 0.9847 | 0.0 | 0.2762 | 0.9321 | 0.493 | 0.95 | 0.9507 | 0.0 | 0.3083 | 0.9547 | 0.9502 | 0.969 | 0.9029 | 0.9323 |
128
+ | 0.2086 | 63.0 | 13734 | 0.1734 | 0.9348 | 0.9901 | 0.9859 | -1.0 | 0.2761 | 0.9397 | 0.4978 | 0.9581 | 0.9588 | -1.0 | 0.315 | 0.9613 | 0.9517 | 0.9718 | 0.9178 | 0.9458 |
129
+ | 0.2086 | 64.0 | 13952 | 0.1788 | 0.9374 | 0.9899 | 0.9843 | 0.0 | 0.2255 | 0.9417 | 0.4992 | 0.9589 | 0.9592 | 0.0 | 0.2417 | 0.9643 | 0.9573 | 0.9759 | 0.9174 | 0.9424 |
130
+ | 0.1951 | 65.0 | 14170 | 0.1665 | 0.9374 | 0.99 | 0.985 | -1.0 | 0.2792 | 0.9424 | 0.4987 | 0.9602 | 0.9607 | -1.0 | 0.2909 | 0.9638 | 0.9537 | 0.9734 | 0.9212 | 0.948 |
131
+ | 0.1951 | 66.0 | 14388 | 0.1813 | 0.933 | 0.99 | 0.9834 | 0.0 | 0.2715 | 0.9369 | 0.4979 | 0.9549 | 0.9558 | 0.0 | 0.2944 | 0.9601 | 0.9521 | 0.9727 | 0.9138 | 0.9388 |
132
+ | 0.1904 | 67.0 | 14606 | 0.1797 | 0.9347 | 0.9894 | 0.9798 | 0.0 | 0.2227 | 0.9389 | 0.4961 | 0.9534 | 0.9547 | 0.0 | 0.2346 | 0.9602 | 0.9585 | 0.9737 | 0.9109 | 0.9357 |
133
+ | 0.1904 | 68.0 | 14824 | 0.1792 | 0.9321 | 0.9897 | 0.984 | 0.0 | 0.2146 | 0.9378 | 0.4954 | 0.9523 | 0.9532 | 0.0 | 0.2633 | 0.9582 | 0.9523 | 0.9697 | 0.9119 | 0.9368 |
134
+ | 0.186 | 69.0 | 15042 | 0.1472 | 0.9461 | 0.9901 | 0.9843 | -1.0 | 0.2637 | 0.9524 | 0.5018 | 0.9665 | 0.9673 | -1.0 | 0.3143 | 0.9708 | 0.9595 | 0.9774 | 0.9327 | 0.9573 |
135
+ | 0.186 | 70.0 | 15260 | 0.1736 | 0.931 | 0.9899 | 0.9842 | -1.0 | 0.269 | 0.9352 | 0.4961 | 0.9538 | 0.9543 | -1.0 | 0.2821 | 0.9581 | 0.9443 | 0.9654 | 0.9178 | 0.9432 |
136
+ | 0.186 | 71.0 | 15478 | 0.1550 | 0.9481 | 0.99 | 0.9835 | -1.0 | 0.2275 | 0.9532 | 0.5019 | 0.9671 | 0.9678 | -1.0 | 0.3321 | 0.9723 | 0.9601 | 0.9771 | 0.9361 | 0.9584 |
137
+ | 0.178 | 72.0 | 15696 | 0.1609 | 0.9455 | 0.99 | 0.9849 | -1.0 | 0.2252 | 0.951 | 0.5004 | 0.9642 | 0.9652 | -1.0 | 0.2731 | 0.969 | 0.9614 | 0.9768 | 0.9296 | 0.9535 |
138
+ | 0.178 | 73.0 | 15914 | 0.1482 | 0.9416 | 0.9901 | 0.9843 | 0.0 | 0.2421 | 0.947 | 0.5025 | 0.9627 | 0.9639 | 0.0 | 0.2967 | 0.9684 | 0.9554 | 0.9751 | 0.9278 | 0.9527 |
139
+ | 0.1822 | 74.0 | 16132 | 0.1403 | 0.9471 | 0.995 | 0.9832 | -1.0 | 0.6037 | 0.9486 | 0.5016 | 0.9665 | 0.9675 | -1.0 | 0.7182 | 0.969 | 0.9657 | 0.9787 | 0.9285 | 0.9562 |
140
+ | 0.1822 | 75.0 | 16350 | 0.1673 | 0.9424 | 0.9901 | 0.9845 | -1.0 | 0.2102 | 0.9452 | 0.4995 | 0.9619 | 0.9628 | -1.0 | 0.3667 | 0.9656 | 0.9615 | 0.976 | 0.9232 | 0.9496 |
141
+ | 0.1707 | 76.0 | 16568 | 0.1508 | 0.9457 | 0.9885 | 0.9816 | -1.0 | 0.1736 | 0.9543 | 0.5016 | 0.9636 | 0.9641 | -1.0 | 0.1971 | 0.9705 | 0.9577 | 0.9745 | 0.9338 | 0.9538 |
142
+ | 0.1707 | 77.0 | 16786 | 0.1395 | 0.9501 | 0.9898 | 0.9839 | -1.0 | 0.1955 | 0.9581 | 0.5034 | 0.9681 | 0.9687 | -1.0 | 0.2324 | 0.9745 | 0.9667 | 0.9809 | 0.9334 | 0.9566 |
143
+ | 0.1655 | 78.0 | 17004 | 0.1451 | 0.9502 | 0.99 | 0.9887 | 0.0 | 0.3398 | 0.9525 | 0.5042 | 0.97 | 0.9702 | 0.0 | 0.3667 | 0.9726 | 0.9611 | 0.9771 | 0.9393 | 0.9632 |
144
+ | 0.1655 | 79.0 | 17222 | 0.1654 | 0.9385 | 0.9949 | 0.9889 | -1.0 | 0.5696 | 0.9406 | 0.4997 | 0.9592 | 0.9599 | -1.0 | 0.6625 | 0.9627 | 0.9582 | 0.9724 | 0.9188 | 0.9474 |
145
+ | 0.1655 | 80.0 | 17440 | 0.1388 | 0.9536 | 0.99 | 0.9844 | -1.0 | 0.2026 | 0.9602 | 0.5051 | 0.9689 | 0.9694 | -1.0 | 0.2536 | 0.9739 | 0.9647 | 0.979 | 0.9425 | 0.9599 |
146
+ | 0.164 | 81.0 | 17658 | 0.1296 | 0.957 | 0.9901 | 0.9894 | -1.0 | 0.2818 | 0.9625 | 0.505 | 0.9723 | 0.9729 | -1.0 | 0.3042 | 0.9767 | 0.9681 | 0.9801 | 0.946 | 0.9657 |
147
+ | 0.164 | 82.0 | 17876 | 0.1309 | 0.9519 | 0.9901 | 0.9847 | -1.0 | 0.2714 | 0.9584 | 0.5047 | 0.9707 | 0.9709 | -1.0 | 0.3 | 0.9746 | 0.9635 | 0.9791 | 0.9403 | 0.9627 |
148
+ | 0.1556 | 83.0 | 18094 | 0.1295 | 0.9564 | 0.9901 | 0.9839 | -1.0 | 0.2769 | 0.9594 | 0.505 | 0.9729 | 0.9731 | -1.0 | 0.2833 | 0.9767 | 0.9644 | 0.981 | 0.9483 | 0.9653 |
149
+ | 0.1556 | 84.0 | 18312 | 0.1259 | 0.9572 | 0.9899 | 0.9846 | 0.0 | 0.2512 | 0.963 | 0.5059 | 0.973 | 0.9736 | 0.0 | 0.2786 | 0.9783 | 0.9671 | 0.9812 | 0.9473 | 0.966 |
150
+ | 0.1436 | 85.0 | 18530 | 0.1465 | 0.9517 | 0.99 | 0.9842 | -1.0 | 0.2796 | 0.9544 | 0.5025 | 0.9679 | 0.9685 | -1.0 | 0.3 | 0.972 | 0.9611 | 0.9762 | 0.9423 | 0.9608 |
151
+ | 0.1436 | 86.0 | 18748 | 0.1230 | 0.9577 | 0.9899 | 0.9847 | -1.0 | 0.3562 | 0.9618 | 0.5064 | 0.9733 | 0.9735 | -1.0 | 0.3773 | 0.9755 | 0.9689 | 0.9826 | 0.9465 | 0.9644 |
152
+ | 0.1436 | 87.0 | 18966 | 0.1319 | 0.9608 | 0.99 | 0.9823 | 0.0 | 0.3379 | 0.967 | 0.506 | 0.9741 | 0.9752 | 0.0 | 0.38 | 0.9805 | 0.9695 | 0.9814 | 0.952 | 0.969 |
153
+ | 0.1514 | 88.0 | 19184 | 0.1253 | 0.9554 | 0.9901 | 0.985 | 0.0 | 0.262 | 0.9628 | 0.5063 | 0.9725 | 0.9727 | 0.0 | 0.3231 | 0.9765 | 0.9624 | 0.9782 | 0.9484 | 0.9673 |
154
+ | 0.1514 | 89.0 | 19402 | 0.1261 | 0.9561 | 0.9901 | 0.985 | -1.0 | 0.2761 | 0.9602 | 0.5057 | 0.9719 | 0.9722 | -1.0 | 0.3125 | 0.9753 | 0.9658 | 0.9791 | 0.9464 | 0.9653 |
155
+ | 0.1481 | 90.0 | 19620 | 0.1187 | 0.9579 | 0.9901 | 0.9901 | -1.0 | 0.5624 | 0.9604 | 0.5069 | 0.9752 | 0.9754 | -1.0 | 0.5875 | 0.9769 | 0.9669 | 0.9809 | 0.9489 | 0.9699 |
156
+ | 0.1481 | 91.0 | 19838 | 0.1352 | 0.9513 | 0.9901 | 0.9836 | 0.0 | 0.3876 | 0.9532 | 0.5016 | 0.97 | 0.9704 | 0.0 | 0.515 | 0.9733 | 0.9618 | 0.9774 | 0.9408 | 0.9634 |
157
+ | 0.1443 | 92.0 | 20056 | 0.1253 | 0.9586 | 0.9901 | 0.9846 | -1.0 | 0.2831 | 0.9643 | 0.5055 | 0.9749 | 0.9753 | -1.0 | 0.3292 | 0.9782 | 0.9679 | 0.9818 | 0.9494 | 0.9688 |
158
+ | 0.1443 | 93.0 | 20274 | 0.1259 | 0.9598 | 0.99 | 0.9845 | -1.0 | 0.3228 | 0.9639 | 0.5055 | 0.9736 | 0.9745 | -1.0 | 0.3636 | 0.9768 | 0.9707 | 0.9823 | 0.9489 | 0.9667 |
159
+ | 0.1443 | 94.0 | 20492 | 0.1257 | 0.9639 | 0.99 | 0.985 | -1.0 | 0.3265 | 0.9672 | 0.5055 | 0.9766 | 0.9769 | -1.0 | 0.3625 | 0.9793 | 0.972 | 0.9831 | 0.9557 | 0.9707 |
160
+ | 0.1447 | 95.0 | 20710 | 0.1168 | 0.9606 | 0.9901 | 0.9842 | 0.0 | 0.2617 | 0.9662 | 0.5064 | 0.9759 | 0.9762 | 0.0 | 0.3 | 0.9801 | 0.9706 | 0.9836 | 0.9506 | 0.9688 |
161
+ | 0.1447 | 96.0 | 20928 | 0.1196 | 0.9625 | 0.99 | 0.9847 | 0.0 | 0.3062 | 0.9677 | 0.5078 | 0.9769 | 0.9776 | 0.0 | 0.3273 | 0.9809 | 0.9711 | 0.9844 | 0.9538 | 0.9707 |
162
+ | 0.1478 | 97.0 | 21146 | 0.1220 | 0.9558 | 0.9901 | 0.9843 | -1.0 | 0.2922 | 0.9596 | 0.5057 | 0.9729 | 0.9735 | -1.0 | 0.3071 | 0.9771 | 0.9661 | 0.981 | 0.9455 | 0.966 |
163
+ | 0.1478 | 98.0 | 21364 | 0.1339 | 0.9503 | 0.9872 | 0.9788 | 0.0 | 0.2824 | 0.9558 | 0.5034 | 0.9663 | 0.9672 | 0.0 | 0.375 | 0.9717 | 0.9655 | 0.9778 | 0.9351 | 0.9565 |
164
+ | 0.1421 | 99.0 | 21582 | 0.1183 | 0.9625 | 0.9901 | 0.9845 | -1.0 | 0.304 | 0.9682 | 0.509 | 0.9765 | 0.9771 | -1.0 | 0.3875 | 0.9807 | 0.9736 | 0.9847 | 0.9514 | 0.9695 |
165
+ | 0.1421 | 100.0 | 21800 | 0.1249 | 0.9571 | 0.9901 | 0.9844 | -1.0 | 0.3322 | 0.9614 | 0.5052 | 0.9726 | 0.9733 | -1.0 | 0.3654 | 0.9759 | 0.9657 | 0.9777 | 0.9486 | 0.969 |
166
 
167
 
168
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