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Antoine101
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detr_finetuned_planes

Object Detection
Transformers
Safetensors
conditional_detr
Generated from Trainer
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End of training

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  1. README.md +117 -117
  2. model.safetensors +1 -1
README.md CHANGED
@@ -16,23 +16,23 @@ 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: 1.5577
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- - Map: 0.1449
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- - Map 50: 0.2555
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- - Map 75: 0.1612
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- - Map Small: 0.0
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- - Map Medium: 0.1879
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- - Map Large: 0.4
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- - Mar 1: 0.2625
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- - Mar 10: 0.325
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- - Mar 100: 0.375
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- - Mar Small: 0.0
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- - Mar Medium: 0.6167
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- - Mar Large: 0.4
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- - Map Compagnie: 0.2873
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- - Mar 100 Compagnie: 0.65
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- - Map Immatriculation: 0.0024
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- - Mar 100 Immatriculation: 0.1
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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 Compagnie | Mar 100 Compagnie | Map Immatriculation | Mar 100 Immatriculation |
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  |:-------------:|:-----:|:----:|:---------------:|:------:|:------:|:------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:---------:|:----------:|:---------:|:-------------:|:-----------------:|:-------------------:|:-----------------------:|
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- | No log | 1.0 | 4 | 2.5326 | 0.0004 | 0.0014 | 0.0 | 0.0006 | 0.0022 | 0.0 | 0.0 | 0.0 | 0.07 | 0.125 | 0.1 | 0.0 | 0.0 | 0.0 | 0.0008 | 0.14 |
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- | No log | 2.0 | 8 | 2.3386 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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- | No log | 3.0 | 12 | 2.6572 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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- | No log | 4.0 | 16 | 2.3198 | 0.0018 | 0.0143 | 0.0 | 0.0 | 0.0 | 0.2 | 0.0 | 0.0125 | 0.0375 | 0.0 | 0.0 | 0.3 | 0.0035 | 0.075 | 0.0 | 0.0 |
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- | No log | 5.0 | 20 | 2.3669 | 0.0091 | 0.0505 | 0.0 | 0.0 | 0.0088 | 0.3 | 0.0 | 0.095 | 0.12 | 0.0 | 0.1833 | 0.3 | 0.0161 | 0.2 | 0.0021 | 0.04 |
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- | No log | 6.0 | 24 | 2.0752 | 0.0171 | 0.0639 | 0.0086 | 0.0023 | 0.0179 | 0.28 | 0.0 | 0.17 | 0.19 | 0.05 | 0.2 | 0.6 | 0.0297 | 0.3 | 0.0045 | 0.08 |
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- | No log | 7.0 | 28 | 2.1205 | 0.0064 | 0.0297 | 0.005 | 0.0 | 0.0063 | 0.1 | 0.0 | 0.1125 | 0.1375 | 0.0 | 0.1667 | 0.1 | 0.0129 | 0.275 | 0.0 | 0.0 |
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- | No log | 8.0 | 32 | 1.9511 | 0.0098 | 0.0444 | 0.0046 | 0.0021 | 0.0107 | 0.1 | 0.0 | 0.15 | 0.24 | 0.075 | 0.3 | 0.1 | 0.0188 | 0.4 | 0.0008 | 0.08 |
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- | No log | 9.0 | 36 | 1.9487 | 0.0135 | 0.0589 | 0.0028 | 0.0 | 0.0098 | 0.3 | 0.0 | 0.1625 | 0.1625 | 0.0 | 0.1667 | 0.3 | 0.0271 | 0.325 | 0.0 | 0.0 |
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- | No log | 10.0 | 40 | 2.0506 | 0.0163 | 0.0621 | 0.0019 | 0.0 | 0.0116 | 0.5 | 0.05 | 0.15 | 0.2 | 0.0 | 0.1833 | 0.5 | 0.0326 | 0.4 | 0.0 | 0.0 |
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- | No log | 11.0 | 44 | 2.0522 | 0.0142 | 0.0436 | 0.0161 | 0.0 | 0.0167 | 0.1 | 0.0 | 0.1375 | 0.1375 | 0.0 | 0.1667 | 0.1 | 0.0285 | 0.275 | 0.0 | 0.0 |
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- | No log | 12.0 | 48 | 1.9849 | 0.0052 | 0.0383 | 0.0 | 0.0025 | 0.0051 | 0.025 | 0.0 | 0.0875 | 0.1375 | 0.125 | 0.1 | 0.1 | 0.0099 | 0.175 | 0.0006 | 0.1 |
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- | No log | 13.0 | 52 | 1.8152 | 0.0181 | 0.075 | 0.0029 | 0.0012 | 0.0195 | 0.0667 | 0.075 | 0.1875 | 0.2175 | 0.075 | 0.2167 | 0.2 | 0.0359 | 0.375 | 0.0003 | 0.06 |
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- | No log | 14.0 | 56 | 1.7719 | 0.0532 | 0.1539 | 0.0029 | 0.0 | 0.0359 | 0.45 | 0.075 | 0.2375 | 0.2375 | 0.0 | 0.2333 | 0.5 | 0.1064 | 0.475 | 0.0 | 0.0 |
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- | No log | 15.0 | 60 | 1.6589 | 0.1297 | 0.32 | 0.0677 | 0.0029 | 0.1248 | 0.5 | 0.1875 | 0.3 | 0.3 | 0.025 | 0.4333 | 0.6 | 0.2433 | 0.5 | 0.0161 | 0.1 |
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- | No log | 16.0 | 64 | 1.7687 | 0.0798 | 0.2021 | 0.0726 | 0.0002 | 0.081 | 0.2 | 0.075 | 0.225 | 0.245 | 0.025 | 0.3167 | 0.2 | 0.159 | 0.45 | 0.0006 | 0.04 |
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- | No log | 17.0 | 68 | 1.7186 | 0.0444 | 0.0991 | 0.0498 | 0.0007 | 0.0623 | 0.075 | 0.15 | 0.25 | 0.3375 | 0.075 | 0.4167 | 0.4 | 0.0878 | 0.575 | 0.0009 | 0.1 |
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- | No log | 18.0 | 72 | 1.8086 | 0.0494 | 0.1527 | 0.0129 | 0.0004 | 0.0509 | 0.24 | 0.1 | 0.1875 | 0.2525 | 0.05 | 0.3167 | 0.4 | 0.0982 | 0.425 | 0.0007 | 0.08 |
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- | No log | 19.0 | 76 | 1.6988 | 0.0443 | 0.1524 | 0.0388 | 0.0003 | 0.0567 | 0.2 | 0.1125 | 0.25 | 0.35 | 0.05 | 0.4667 | 0.5 | 0.0879 | 0.6 | 0.0008 | 0.1 |
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- | No log | 20.0 | 80 | 1.7579 | 0.0464 | 0.2077 | 0.0297 | 0.0 | 0.0429 | 0.2083 | 0.0125 | 0.2125 | 0.28 | 0.0 | 0.4 | 0.5 | 0.0926 | 0.5 | 0.0003 | 0.06 |
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- | No log | 21.0 | 84 | 1.6940 | 0.0784 | 0.2464 | 0.0316 | 0.0009 | 0.0561 | 0.35 | 0.025 | 0.2225 | 0.2875 | 0.05 | 0.4 | 0.4 | 0.1556 | 0.475 | 0.0011 | 0.1 |
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- | No log | 22.0 | 88 | 1.6799 | 0.0358 | 0.1129 | 0.0305 | 0.0002 | 0.0475 | 0.125 | 0.0 | 0.25 | 0.3375 | 0.025 | 0.5167 | 0.4 | 0.0702 | 0.575 | 0.0014 | 0.1 |
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- | No log | 23.0 | 92 | 1.6316 | 0.0239 | 0.0717 | 0.0095 | 0.0001 | 0.0305 | 0.0738 | 0.025 | 0.1875 | 0.3275 | 0.025 | 0.45 | 0.5 | 0.0475 | 0.575 | 0.0004 | 0.08 |
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- | No log | 24.0 | 96 | 1.6798 | 0.0533 | 0.1662 | 0.0252 | 0.0005 | 0.0733 | 0.1 | 0.1125 | 0.225 | 0.3325 | 0.075 | 0.4833 | 0.4 | 0.1048 | 0.525 | 0.0019 | 0.14 |
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- | No log | 25.0 | 100 | 1.7398 | 0.0541 | 0.109 | 0.0076 | 0.0002 | 0.0564 | 0.3 | 0.1 | 0.2125 | 0.2425 | 0.025 | 0.3 | 0.5 | 0.1069 | 0.425 | 0.0012 | 0.06 |
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- | No log | 26.0 | 104 | 1.6733 | 0.0721 | 0.1524 | 0.023 | 0.0 | 0.0745 | 0.55 | 0.1 | 0.3225 | 0.3225 | 0.0 | 0.3333 | 0.8 | 0.1408 | 0.625 | 0.0035 | 0.02 |
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- | No log | 27.0 | 108 | 1.5883 | 0.0982 | 0.2387 | 0.0915 | 0.0 | 0.1131 | 0.8 | 0.1625 | 0.345 | 0.345 | 0.0 | 0.4 | 0.8 | 0.1881 | 0.65 | 0.0083 | 0.04 |
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- | No log | 28.0 | 112 | 1.6931 | 0.0984 | 0.2553 | 0.0202 | 0.0 | 0.1707 | 0.52 | 0.15 | 0.265 | 0.265 | 0.0 | 0.4 | 0.6 | 0.1615 | 0.45 | 0.0353 | 0.08 |
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- | No log | 29.0 | 116 | 1.6470 | 0.0968 | 0.2489 | 0.0076 | 0.0001 | 0.1586 | 0.5 | 0.125 | 0.2875 | 0.2975 | 0.025 | 0.4833 | 0.5 | 0.1588 | 0.475 | 0.0348 | 0.12 |
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- | No log | 30.0 | 120 | 1.6276 | 0.072 | 0.1641 | 0.0257 | 0.0 | 0.0748 | 0.3 | 0.15 | 0.25 | 0.27 | 0.0 | 0.3667 | 0.4 | 0.1431 | 0.5 | 0.001 | 0.04 |
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- | No log | 31.0 | 124 | 1.5085 | 0.0473 | 0.0969 | 0.022 | 0.0 | 0.0446 | 0.4 | 0.0 | 0.2875 | 0.3325 | 0.0 | 0.45 | 0.4 | 0.0939 | 0.625 | 0.0007 | 0.04 |
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- | No log | 32.0 | 128 | 1.8014 | 0.0276 | 0.1384 | 0.0076 | 0.0 | 0.0305 | 0.15 | 0.0 | 0.175 | 0.245 | 0.0 | 0.3667 | 0.2 | 0.0544 | 0.45 | 0.0008 | 0.04 |
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- | No log | 33.0 | 132 | 1.6805 | 0.0904 | 0.363 | 0.0168 | 0.0 | 0.111 | 0.1143 | 0.1 | 0.2 | 0.2625 | 0.0 | 0.3167 | 0.2 | 0.1808 | 0.525 | 0.0 | 0.0 |
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- | No log | 34.0 | 136 | 1.5820 | 0.105 | 0.2636 | 0.003 | 0.0004 | 0.1205 | 0.3 | 0.1625 | 0.2125 | 0.2625 | 0.075 | 0.3333 | 0.3 | 0.2092 | 0.425 | 0.0008 | 0.1 |
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- | No log | 35.0 | 140 | 1.5954 | 0.1187 | 0.2488 | 0.1287 | 0.0 | 0.1574 | 0.3 | 0.175 | 0.2525 | 0.2525 | 0.0 | 0.4333 | 0.3 | 0.2318 | 0.425 | 0.0055 | 0.08 |
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- | No log | 36.0 | 144 | 1.6360 | 0.1376 | 0.2672 | 0.1287 | 0.0 | 0.1894 | 0.2 | 0.15 | 0.2625 | 0.2625 | 0.0 | 0.5 | 0.2 | 0.2687 | 0.425 | 0.0065 | 0.1 |
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- | No log | 37.0 | 148 | 1.5200 | 0.1189 | 0.2863 | 0.0043 | 0.0 | 0.1424 | 0.3 | 0.1625 | 0.26 | 0.26 | 0.0 | 0.3333 | 0.3 | 0.2369 | 0.5 | 0.001 | 0.02 |
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- | No log | 38.0 | 152 | 1.5356 | 0.1093 | 0.2602 | 0.0559 | 0.0002 | 0.1256 | 0.4 | 0.2125 | 0.275 | 0.335 | 0.05 | 0.5 | 0.4 | 0.2169 | 0.55 | 0.0017 | 0.12 |
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- | No log | 39.0 | 156 | 1.5888 | 0.0988 | 0.2792 | 0.0644 | 0.0 | 0.1204 | 0.4 | 0.1 | 0.25 | 0.28 | 0.0 | 0.4167 | 0.4 | 0.1956 | 0.5 | 0.0019 | 0.06 |
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- | No log | 40.0 | 160 | 1.5470 | 0.1119 | 0.2271 | 0.1275 | 0.0 | 0.1433 | 0.3 | 0.1375 | 0.325 | 0.345 | 0.0 | 0.4833 | 0.3 | 0.2224 | 0.65 | 0.0013 | 0.04 |
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- | No log | 41.0 | 164 | 1.6468 | 0.1221 | 0.2256 | 0.17 | 0.0 | 0.1507 | 0.45 | 0.225 | 0.2625 | 0.2825 | 0.0 | 0.3667 | 0.5 | 0.243 | 0.525 | 0.0013 | 0.04 |
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- | No log | 42.0 | 168 | 1.6023 | 0.1414 | 0.2437 | 0.1794 | 0.0 | 0.1618 | 0.55 | 0.2375 | 0.275 | 0.285 | 0.0 | 0.3167 | 0.6 | 0.2821 | 0.55 | 0.0006 | 0.02 |
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- | No log | 43.0 | 172 | 1.4894 | 0.1584 | 0.2316 | 0.1859 | 0.0 | 0.1963 | 0.4 | 0.3 | 0.335 | 0.345 | 0.0 | 0.4667 | 0.4 | 0.3147 | 0.65 | 0.002 | 0.04 |
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- | No log | 44.0 | 176 | 1.5814 | 0.1298 | 0.2408 | 0.0841 | 0.0 | 0.1687 | 0.4 | 0.2125 | 0.3675 | 0.3875 | 0.0 | 0.6333 | 0.4 | 0.2481 | 0.675 | 0.0115 | 0.1 |
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- | No log | 45.0 | 180 | 1.7011 | 0.1148 | 0.2423 | 0.0872 | 0.0 | 0.2083 | 0.2 | 0.1375 | 0.3125 | 0.3325 | 0.0 | 0.6667 | 0.2 | 0.1938 | 0.525 | 0.0359 | 0.14 |
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- | No log | 46.0 | 184 | 1.6440 | 0.1139 | 0.2579 | 0.101 | 0.0 | 0.1852 | 0.1 | 0.1625 | 0.255 | 0.275 | 0.0 | 0.5333 | 0.1 | 0.2061 | 0.45 | 0.0218 | 0.1 |
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- | No log | 47.0 | 188 | 1.6966 | 0.0861 | 0.2303 | 0.0322 | 0.0 | 0.1079 | 0.3 | 0.1875 | 0.255 | 0.28 | 0.0 | 0.4333 | 0.3 | 0.1684 | 0.5 | 0.0038 | 0.06 |
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- | No log | 48.0 | 192 | 1.5942 | 0.0705 | 0.1974 | 0.062 | 0.0 | 0.0858 | 0.3 | 0.1 | 0.275 | 0.305 | 0.0 | 0.4667 | 0.3 | 0.1404 | 0.55 | 0.0006 | 0.06 |
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- | No log | 49.0 | 196 | 1.6743 | 0.0527 | 0.1362 | 0.0421 | 0.0 | 0.068 | 0.1 | 0.0375 | 0.25 | 0.26 | 0.0 | 0.3667 | 0.1 | 0.1051 | 0.5 | 0.0003 | 0.02 |
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- | No log | 50.0 | 200 | 1.6070 | 0.0726 | 0.2188 | 0.0459 | 0.0 | 0.0971 | 0.1 | 0.15 | 0.2375 | 0.2775 | 0.0 | 0.5 | 0.1 | 0.144 | 0.475 | 0.0012 | 0.08 |
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- | No log | 51.0 | 204 | 1.6048 | 0.1005 | 0.2519 | 0.0388 | 0.0 | 0.1339 | 0.2 | 0.1375 | 0.2975 | 0.3175 | 0.0 | 0.5 | 0.2 | 0.1964 | 0.575 | 0.0046 | 0.06 |
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- | No log | 52.0 | 208 | 1.7347 | 0.1517 | 0.3059 | 0.1931 | 0.0 | 0.2104 | 0.3 | 0.15 | 0.34 | 0.34 | 0.0 | 0.55 | 0.3 | 0.2895 | 0.6 | 0.0139 | 0.08 |
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- | No log | 53.0 | 212 | 1.7755 | 0.1458 | 0.3812 | 0.0111 | 0.0 | 0.2829 | 0.4 | 0.18 | 0.2675 | 0.3175 | 0.0 | 0.4667 | 0.4 | 0.2293 | 0.575 | 0.0624 | 0.06 |
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- | No log | 54.0 | 216 | 1.7665 | 0.1528 | 0.3734 | 0.1515 | 0.0 | 0.2324 | 0.3 | 0.1725 | 0.28 | 0.315 | 0.0 | 0.5167 | 0.3 | 0.2809 | 0.55 | 0.0248 | 0.08 |
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- | No log | 55.0 | 220 | 1.7651 | 0.159 | 0.3673 | 0.1589 | 0.0 | 0.284 | 0.2 | 0.17 | 0.2775 | 0.3475 | 0.0 | 0.65 | 0.2 | 0.2723 | 0.575 | 0.0458 | 0.12 |
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- | No log | 56.0 | 224 | 1.7832 | 0.1637 | 0.3635 | 0.1421 | 0.0 | 0.3582 | 0.2 | 0.165 | 0.3125 | 0.3225 | 0.0 | 0.6167 | 0.2 | 0.2423 | 0.525 | 0.0851 | 0.12 |
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- | No log | 57.0 | 228 | 1.7721 | 0.1536 | 0.3678 | 0.0806 | 0.0 | 0.3044 | 0.2 | 0.155 | 0.2675 | 0.305 | 0.0 | 0.4833 | 0.2 | 0.2447 | 0.55 | 0.0624 | 0.06 |
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- | No log | 58.0 | 232 | 1.7608 | 0.1454 | 0.2762 | 0.1906 | 0.0 | 0.1936 | 0.2 | 0.1625 | 0.26 | 0.28 | 0.0 | 0.45 | 0.2 | 0.2867 | 0.5 | 0.0041 | 0.06 |
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- | No log | 59.0 | 236 | 1.7044 | 0.1327 | 0.2634 | 0.0677 | 0.0 | 0.1717 | 0.2 | 0.2125 | 0.2375 | 0.2575 | 0.0 | 0.3833 | 0.2 | 0.2645 | 0.475 | 0.0009 | 0.04 |
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- | No log | 60.0 | 240 | 1.6523 | 0.1405 | 0.2628 | 0.1048 | 0.0 | 0.1856 | 0.2 | 0.25 | 0.275 | 0.325 | 0.0 | 0.5833 | 0.2 | 0.2789 | 0.55 | 0.0021 | 0.1 |
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- | No log | 61.0 | 244 | 1.6735 | 0.1357 | 0.2605 | 0.1068 | 0.0 | 0.1746 | 0.3 | 0.2625 | 0.3125 | 0.3325 | 0.0 | 0.4667 | 0.3 | 0.2706 | 0.625 | 0.0008 | 0.04 |
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- | No log | 62.0 | 248 | 1.6549 | 0.1144 | 0.2576 | 0.0968 | 0.0 | 0.1486 | 0.3 | 0.2 | 0.2875 | 0.3375 | 0.0 | 0.5833 | 0.3 | 0.2275 | 0.575 | 0.0014 | 0.1 |
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- | No log | 63.0 | 252 | 1.6790 | 0.0968 | 0.25 | 0.0709 | 0.0 | 0.1288 | 0.3 | 0.125 | 0.275 | 0.345 | 0.0 | 0.6667 | 0.3 | 0.1916 | 0.55 | 0.0021 | 0.14 |
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- | No log | 64.0 | 256 | 1.7177 | 0.0838 | 0.2089 | 0.0909 | 0.0 | 0.113 | 0.3 | 0.0875 | 0.275 | 0.345 | 0.0 | 0.6667 | 0.3 | 0.1653 | 0.55 | 0.0023 | 0.14 |
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- | No log | 65.0 | 260 | 1.7181 | 0.0995 | 0.2195 | 0.0924 | 0.0 | 0.1306 | 0.3 | 0.1625 | 0.3125 | 0.3625 | 0.0 | 0.6 | 0.4 | 0.1968 | 0.625 | 0.0022 | 0.1 |
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- | No log | 66.0 | 264 | 1.7270 | 0.1078 | 0.2229 | 0.0421 | 0.0 | 0.1382 | 0.4333 | 0.2375 | 0.325 | 0.355 | 0.0 | 0.5 | 0.5 | 0.2129 | 0.65 | 0.0027 | 0.06 |
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- | No log | 67.0 | 268 | 1.7048 | 0.1227 | 0.2169 | 0.1048 | 0.0 | 0.1634 | 0.3333 | 0.225 | 0.355 | 0.365 | 0.0 | 0.5667 | 0.4 | 0.2406 | 0.65 | 0.0049 | 0.08 |
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- | No log | 68.0 | 272 | 1.6945 | 0.1254 | 0.2165 | 0.1512 | 0.0 | 0.1689 | 0.25 | 0.225 | 0.305 | 0.325 | 0.0 | 0.5667 | 0.3 | 0.2457 | 0.55 | 0.0052 | 0.1 |
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- | No log | 69.0 | 276 | 1.6879 | 0.1298 | 0.2165 | 0.1512 | 0.0 | 0.1756 | 0.25 | 0.2125 | 0.33 | 0.34 | 0.0 | 0.55 | 0.3 | 0.2552 | 0.6 | 0.0045 | 0.08 |
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- | No log | 70.0 | 280 | 1.6433 | 0.1287 | 0.2161 | 0.1319 | 0.0 | 0.1712 | 0.2583 | 0.2125 | 0.3575 | 0.3775 | 0.0 | 0.5833 | 0.4 | 0.2535 | 0.675 | 0.0039 | 0.08 |
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- | No log | 71.0 | 284 | 1.6240 | 0.1299 | 0.2232 | 0.1129 | 0.0 | 0.1679 | 0.3 | 0.225 | 0.3725 | 0.3825 | 0.0 | 0.5167 | 0.4 | 0.2579 | 0.725 | 0.002 | 0.04 |
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- | No log | 72.0 | 288 | 1.6919 | 0.1197 | 0.2232 | 0.0862 | 0.0 | 0.1557 | 0.3 | 0.2125 | 0.36 | 0.38 | 0.0 | 0.55 | 0.4 | 0.237 | 0.7 | 0.0024 | 0.06 |
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- | No log | 73.0 | 292 | 1.6588 | 0.1068 | 0.2245 | 0.0817 | 0.0 | 0.1395 | 0.3 | 0.1875 | 0.335 | 0.365 | 0.0 | 0.5667 | 0.4 | 0.211 | 0.65 | 0.0026 | 0.08 |
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- | No log | 74.0 | 296 | 1.6600 | 0.1105 | 0.2178 | 0.1026 | 0.0 | 0.1474 | 0.25 | 0.2 | 0.32 | 0.33 | 0.0 | 0.5 | 0.3 | 0.2177 | 0.6 | 0.0034 | 0.06 |
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- | No log | 75.0 | 300 | 1.6827 | 0.1148 | 0.2118 | 0.0597 | 0.0 | 0.1548 | 0.25 | 0.2 | 0.3175 | 0.3175 | 0.0 | 0.4833 | 0.3 | 0.2251 | 0.575 | 0.0045 | 0.06 |
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- | No log | 76.0 | 304 | 1.6668 | 0.1125 | 0.2264 | 0.0597 | 0.0 | 0.1529 | 0.25 | 0.2125 | 0.2925 | 0.315 | 0.0 | 0.5167 | 0.3 | 0.2198 | 0.55 | 0.0052 | 0.08 |
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- | No log | 77.0 | 308 | 1.6323 | 0.1175 | 0.2264 | 0.0631 | 0.0 | 0.1546 | 0.35 | 0.225 | 0.3175 | 0.3175 | 0.0 | 0.4667 | 0.4 | 0.2305 | 0.575 | 0.0045 | 0.06 |
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- | No log | 78.0 | 312 | 1.6108 | 0.1281 | 0.2363 | 0.0597 | 0.0 | 0.1646 | 0.4 | 0.25 | 0.345 | 0.345 | 0.0 | 0.4667 | 0.4 | 0.2532 | 0.65 | 0.003 | 0.04 |
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- | No log | 79.0 | 316 | 1.5986 | 0.1306 | 0.2363 | 0.1254 | 0.0 | 0.1661 | 0.5 | 0.2625 | 0.3725 | 0.3925 | 0.0 | 0.55 | 0.5 | 0.2585 | 0.725 | 0.0027 | 0.06 |
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- | No log | 80.0 | 320 | 1.5943 | 0.1302 | 0.237 | 0.1254 | 0.0 | 0.1687 | 0.4 | 0.25 | 0.3725 | 0.4025 | 0.0 | 0.6167 | 0.4 | 0.2573 | 0.725 | 0.0031 | 0.08 |
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- | No log | 81.0 | 324 | 1.6030 | 0.1391 | 0.2466 | 0.1411 | 0.0 | 0.1817 | 0.4 | 0.2625 | 0.36 | 0.4 | 0.0 | 0.65 | 0.4 | 0.2748 | 0.7 | 0.0033 | 0.1 |
147
- | No log | 82.0 | 328 | 1.6202 | 0.138 | 0.2455 | 0.1411 | 0.0 | 0.1812 | 0.4 | 0.2625 | 0.3475 | 0.3875 | 0.0 | 0.6333 | 0.4 | 0.2726 | 0.675 | 0.0034 | 0.1 |
148
- | No log | 83.0 | 332 | 1.6294 | 0.1306 | 0.2444 | 0.1411 | 0.0 | 0.172 | 0.4 | 0.2 | 0.3225 | 0.3625 | 0.0 | 0.6 | 0.4 | 0.2579 | 0.625 | 0.0034 | 0.1 |
149
- | No log | 84.0 | 336 | 1.6269 | 0.1303 | 0.2441 | 0.1411 | 0.0 | 0.1722 | 0.4 | 0.2 | 0.3225 | 0.3625 | 0.0 | 0.6 | 0.4 | 0.2571 | 0.625 | 0.0035 | 0.1 |
150
- | No log | 85.0 | 340 | 1.6239 | 0.1302 | 0.2437 | 0.1411 | 0.0 | 0.1723 | 0.4 | 0.2 | 0.3225 | 0.3625 | 0.0 | 0.6 | 0.4 | 0.2568 | 0.625 | 0.0036 | 0.1 |
151
- | No log | 86.0 | 344 | 1.6121 | 0.1309 | 0.245 | 0.1435 | 0.0 | 0.1735 | 0.4 | 0.2 | 0.3225 | 0.3725 | 0.0 | 0.65 | 0.4 | 0.2579 | 0.625 | 0.004 | 0.12 |
152
- | No log | 87.0 | 348 | 1.5952 | 0.1532 | 0.2775 | 0.1906 | 0.0 | 0.2024 | 0.4 | 0.25 | 0.3225 | 0.3725 | 0.0 | 0.65 | 0.4 | 0.3023 | 0.625 | 0.0041 | 0.12 |
153
- | No log | 88.0 | 352 | 1.5999 | 0.1523 | 0.2735 | 0.1906 | 0.0 | 0.1992 | 0.4 | 0.25 | 0.3125 | 0.3725 | 0.0 | 0.65 | 0.4 | 0.3016 | 0.625 | 0.003 | 0.12 |
154
- | No log | 89.0 | 356 | 1.5974 | 0.1521 | 0.2733 | 0.1881 | 0.0 | 0.1976 | 0.4 | 0.25 | 0.3125 | 0.3625 | 0.0 | 0.6 | 0.4 | 0.3016 | 0.625 | 0.0025 | 0.1 |
155
- | No log | 90.0 | 360 | 1.5789 | 0.1569 | 0.2733 | 0.1881 | 0.0 | 0.2041 | 0.4 | 0.2625 | 0.325 | 0.375 | 0.0 | 0.6167 | 0.4 | 0.3112 | 0.65 | 0.0025 | 0.1 |
156
- | No log | 91.0 | 364 | 1.5631 | 0.1569 | 0.2733 | 0.1881 | 0.0 | 0.2041 | 0.4 | 0.2625 | 0.325 | 0.375 | 0.0 | 0.6167 | 0.4 | 0.3112 | 0.65 | 0.0025 | 0.1 |
157
- | No log | 92.0 | 368 | 1.5554 | 0.1573 | 0.2733 | 0.1881 | 0.0 | 0.2047 | 0.4 | 0.2625 | 0.325 | 0.375 | 0.0 | 0.6167 | 0.4 | 0.3122 | 0.65 | 0.0025 | 0.1 |
158
- | No log | 93.0 | 372 | 1.5542 | 0.1573 | 0.2733 | 0.1881 | 0.0 | 0.2047 | 0.4 | 0.2625 | 0.325 | 0.375 | 0.0 | 0.6167 | 0.4 | 0.3122 | 0.65 | 0.0025 | 0.1 |
159
- | No log | 94.0 | 376 | 1.5557 | 0.1449 | 0.2556 | 0.1612 | 0.0 | 0.1881 | 0.4 | 0.2625 | 0.325 | 0.375 | 0.0 | 0.6167 | 0.4 | 0.2873 | 0.65 | 0.0025 | 0.1 |
160
- | No log | 95.0 | 380 | 1.5564 | 0.1449 | 0.2556 | 0.1612 | 0.0 | 0.1881 | 0.4 | 0.2625 | 0.325 | 0.375 | 0.0 | 0.6167 | 0.4 | 0.2873 | 0.65 | 0.0025 | 0.1 |
161
- | No log | 96.0 | 384 | 1.5578 | 0.1449 | 0.2556 | 0.1612 | 0.0 | 0.1881 | 0.4 | 0.2625 | 0.325 | 0.375 | 0.0 | 0.6167 | 0.4 | 0.2873 | 0.65 | 0.0025 | 0.1 |
162
- | No log | 97.0 | 388 | 1.5572 | 0.1449 | 0.2556 | 0.1612 | 0.0 | 0.1881 | 0.4 | 0.2625 | 0.325 | 0.375 | 0.0 | 0.6167 | 0.4 | 0.2873 | 0.65 | 0.0025 | 0.1 |
163
- | No log | 98.0 | 392 | 1.5576 | 0.1449 | 0.2556 | 0.1612 | 0.0 | 0.1881 | 0.4 | 0.2625 | 0.325 | 0.375 | 0.0 | 0.6167 | 0.4 | 0.2873 | 0.65 | 0.0025 | 0.1 |
164
- | No log | 99.0 | 396 | 1.5572 | 0.1449 | 0.2556 | 0.1612 | 0.0 | 0.1881 | 0.4 | 0.2625 | 0.325 | 0.375 | 0.0 | 0.6167 | 0.4 | 0.2873 | 0.65 | 0.0025 | 0.1 |
165
- | No log | 100.0 | 400 | 1.5577 | 0.1449 | 0.2555 | 0.1612 | 0.0 | 0.1879 | 0.4 | 0.2625 | 0.325 | 0.375 | 0.0 | 0.6167 | 0.4 | 0.2873 | 0.65 | 0.0024 | 0.1 |
166
 
167
 
168
  ### Framework versions
 
16
 
17
  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.
18
  It achieves the following results on the evaluation set:
19
+ - Loss: 1.4324
20
+ - Map: 0.063
21
+ - Map 50: 0.148
22
+ - Map 75: 0.0182
23
+ - Map Small: 0.007
24
+ - Map Medium: 0.127
25
+ - Map Large: 0.1669
26
+ - Mar 1: 0.2093
27
+ - Mar 10: 0.3586
28
+ - Mar 100: 0.4321
29
+ - Mar Small: 0.1222
30
+ - Mar Medium: 0.6086
31
+ - Mar Large: 0.5333
32
+ - Map Compagnie: 0.1058
33
+ - Mar 100 Compagnie: 0.55
34
+ - Map Immatriculation: 0.0201
35
+ - Mar 100 Immatriculation: 0.3143
36
 
37
  ## Model description
38
 
 
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 Compagnie | Mar 100 Compagnie | Map Immatriculation | Mar 100 Immatriculation |
65
  |:-------------:|:-----:|:----:|:---------------:|:------:|:------:|:------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:---------:|:----------:|:---------:|:-------------:|:-----------------:|:-------------------:|:-----------------------:|
66
+ | No log | 1.0 | 11 | 5.2520 | 0.0001 | 0.0008 | 0.0 | 0.0 | 0.0002 | 0.0003 | 0.0 | 0.0 | 0.05 | 0.0 | 0.05 | 0.1 | 0.0003 | 0.1 | 0.0 | 0.0 |
67
+ | No log | 2.0 | 22 | 2.6971 | 0.0001 | 0.0002 | 0.0 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0143 | 0.0 | 0.04 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0286 |
68
+ | No log | 3.0 | 33 | 2.4213 | 0.0129 | 0.0628 | 0.0 | 0.0 | 0.0174 | 0.0126 | 0.01 | 0.04 | 0.1093 | 0.0 | 0.1471 | 0.1333 | 0.0258 | 0.19 | 0.0 | 0.0286 |
69
+ | No log | 4.0 | 44 | 2.2012 | 0.0028 | 0.0108 | 0.0003 | 0.0 | 0.0037 | 0.0654 | 0.0 | 0.0636 | 0.1136 | 0.0 | 0.1171 | 0.2333 | 0.0056 | 0.22 | 0.0001 | 0.0071 |
70
+ | No log | 5.0 | 55 | 2.1431 | 0.0092 | 0.0671 | 0.0006 | 0.0005 | 0.0139 | 0.0101 | 0.0036 | 0.0936 | 0.1371 | 0.0333 | 0.1743 | 0.1667 | 0.017 | 0.21 | 0.0014 | 0.0643 |
71
+ | No log | 6.0 | 66 | 2.1070 | 0.0193 | 0.0933 | 0.001 | 0.0 | 0.0274 | 0.0224 | 0.03 | 0.1136 | 0.1607 | 0.0 | 0.25 | 0.1333 | 0.0383 | 0.25 | 0.0003 | 0.0714 |
72
+ | No log | 7.0 | 77 | 2.0643 | 0.0088 | 0.0337 | 0.0001 | 0.0001 | 0.0213 | 0.1414 | 0.035 | 0.09 | 0.1479 | 0.0222 | 0.2143 | 0.1667 | 0.0173 | 0.21 | 0.0003 | 0.0857 |
73
+ | No log | 8.0 | 88 | 1.8803 | 0.0058 | 0.0214 | 0.0001 | 0.0003 | 0.0065 | 0.0927 | 0.04 | 0.105 | 0.1971 | 0.0222 | 0.2129 | 0.4333 | 0.0108 | 0.33 | 0.0008 | 0.0643 |
74
+ | No log | 9.0 | 99 | 1.9989 | 0.0058 | 0.0215 | 0.0011 | 0.0005 | 0.0098 | 0.1209 | 0.03 | 0.105 | 0.2207 | 0.0444 | 0.28 | 0.3667 | 0.0103 | 0.32 | 0.0014 | 0.1214 |
75
+ | No log | 10.0 | 110 | 2.0470 | 0.0018 | 0.0107 | 0.0 | 0.0019 | 0.0026 | 0.0038 | 0.0 | 0.045 | 0.0907 | 0.0444 | 0.1243 | 0.0667 | 0.0023 | 0.11 | 0.0014 | 0.0714 |
76
+ | No log | 11.0 | 121 | 1.8644 | 0.0037 | 0.0259 | 0.0002 | 0.0008 | 0.0065 | 0.0309 | 0.0 | 0.085 | 0.1629 | 0.0333 | 0.2386 | 0.2667 | 0.0056 | 0.19 | 0.0018 | 0.1357 |
77
+ | No log | 12.0 | 132 | 1.7977 | 0.0052 | 0.0262 | 0.0002 | 0.0004 | 0.0115 | 0.0241 | 0.0 | 0.0607 | 0.1664 | 0.0444 | 0.2457 | 0.2333 | 0.0093 | 0.19 | 0.0012 | 0.1429 |
78
+ | No log | 13.0 | 143 | 1.7703 | 0.0166 | 0.0788 | 0.0007 | 0.0006 | 0.0272 | 0.2703 | 0.01 | 0.1464 | 0.1914 | 0.0111 | 0.2414 | 0.4 | 0.0315 | 0.29 | 0.0018 | 0.0929 |
79
+ | No log | 14.0 | 154 | 1.8044 | 0.0202 | 0.0618 | 0.0016 | 0.0051 | 0.0264 | 0.1087 | 0.095 | 0.2143 | 0.2493 | 0.0667 | 0.2843 | 0.4667 | 0.0351 | 0.37 | 0.0053 | 0.1286 |
80
+ | No log | 15.0 | 165 | 1.7581 | 0.0074 | 0.0243 | 0.002 | 0.0018 | 0.0122 | 0.3891 | 0.0271 | 0.1136 | 0.2236 | 0.0444 | 0.2871 | 0.4667 | 0.0122 | 0.29 | 0.0026 | 0.1571 |
81
+ | No log | 16.0 | 176 | 1.8254 | 0.0108 | 0.0344 | 0.0002 | 0.0021 | 0.0727 | 0.3401 | 0.0 | 0.0929 | 0.1793 | 0.0444 | 0.2186 | 0.4 | 0.0181 | 0.23 | 0.0036 | 0.1286 |
82
+ | No log | 17.0 | 187 | 1.6104 | 0.0184 | 0.0538 | 0.0079 | 0.0213 | 0.0233 | 0.0824 | 0.0736 | 0.2814 | 0.3329 | 0.1222 | 0.4343 | 0.4333 | 0.0262 | 0.43 | 0.0106 | 0.2357 |
83
+ | No log | 18.0 | 198 | 1.8453 | 0.0064 | 0.0239 | 0.0004 | 0.002 | 0.0089 | 0.0513 | 0.03 | 0.1621 | 0.2129 | 0.0556 | 0.2829 | 0.3 | 0.0102 | 0.29 | 0.0026 | 0.1357 |
84
+ | No log | 19.0 | 209 | 1.7219 | 0.0163 | 0.0554 | 0.0014 | 0.0016 | 0.0233 | 0.1695 | 0.0507 | 0.1986 | 0.2621 | 0.0667 | 0.3414 | 0.4 | 0.0298 | 0.36 | 0.0029 | 0.1643 |
85
+ | No log | 20.0 | 220 | 1.6002 | 0.0247 | 0.0802 | 0.0025 | 0.0028 | 0.0396 | 0.1251 | 0.0336 | 0.2407 | 0.3243 | 0.1444 | 0.3829 | 0.5 | 0.0445 | 0.42 | 0.005 | 0.2286 |
86
+ | No log | 21.0 | 231 | 1.6892 | 0.0172 | 0.0864 | 0.0003 | 0.0008 | 0.062 | 0.057 | 0.0564 | 0.155 | 0.2257 | 0.0667 | 0.33 | 0.2333 | 0.0241 | 0.28 | 0.0103 | 0.1714 |
87
+ | No log | 22.0 | 242 | 1.7976 | 0.0278 | 0.1272 | 0.0017 | 0.0241 | 0.0287 | 0.0093 | 0.0421 | 0.1407 | 0.1964 | 0.0667 | 0.3243 | 0.1333 | 0.0381 | 0.2 | 0.0175 | 0.1929 |
88
+ | No log | 23.0 | 253 | 1.7992 | 0.017 | 0.0859 | 0.001 | 0.003 | 0.0302 | 0.0283 | 0.0857 | 0.2079 | 0.2693 | 0.0333 | 0.3786 | 0.3 | 0.0215 | 0.41 | 0.0124 | 0.1286 |
89
+ | No log | 24.0 | 264 | 1.8083 | 0.0148 | 0.0612 | 0.0043 | 0.0007 | 0.0195 | 0.0349 | 0.0643 | 0.205 | 0.2721 | 0.0222 | 0.3614 | 0.4 | 0.0279 | 0.43 | 0.0018 | 0.1143 |
90
+ | No log | 25.0 | 275 | 1.7105 | 0.0177 | 0.0664 | 0.0061 | 0.0002 | 0.0238 | 0.1804 | 0.0764 | 0.2043 | 0.2871 | 0.0111 | 0.4057 | 0.5 | 0.0318 | 0.41 | 0.0036 | 0.1643 |
91
+ | No log | 26.0 | 286 | 1.6512 | 0.0255 | 0.1135 | 0.0055 | 0.0167 | 0.0356 | 0.1051 | 0.1179 | 0.2529 | 0.3457 | 0.0778 | 0.4614 | 0.5333 | 0.0381 | 0.47 | 0.013 | 0.2214 |
92
+ | No log | 27.0 | 297 | 1.5541 | 0.0347 | 0.1133 | 0.0128 | 0.0024 | 0.0526 | 0.0647 | 0.1286 | 0.2393 | 0.3821 | 0.1 | 0.4814 | 0.5667 | 0.0649 | 0.55 | 0.0045 | 0.2143 |
93
+ | No log | 28.0 | 308 | 1.5494 | 0.0629 | 0.1793 | 0.0259 | 0.0118 | 0.0845 | 0.0932 | 0.1707 | 0.2879 | 0.3714 | 0.1556 | 0.4429 | 0.5333 | 0.112 | 0.5 | 0.0138 | 0.2429 |
94
+ | No log | 29.0 | 319 | 1.5831 | 0.0439 | 0.157 | 0.0091 | 0.0045 | 0.0653 | 0.2079 | 0.125 | 0.2829 | 0.3479 | 0.1222 | 0.4414 | 0.5 | 0.0806 | 0.46 | 0.0072 | 0.2357 |
95
+ | No log | 30.0 | 330 | 1.6017 | 0.0241 | 0.0649 | 0.0033 | 0.0008 | 0.0368 | 0.0752 | 0.0843 | 0.2479 | 0.2929 | 0.0444 | 0.3857 | 0.4 | 0.0453 | 0.45 | 0.0029 | 0.1357 |
96
+ | No log | 31.0 | 341 | 1.5198 | 0.0259 | 0.0669 | 0.0069 | 0.0025 | 0.0532 | 0.0309 | 0.095 | 0.2893 | 0.3607 | 0.1111 | 0.4743 | 0.4333 | 0.0446 | 0.5 | 0.0072 | 0.2214 |
97
+ | No log | 32.0 | 352 | 1.6116 | 0.0333 | 0.1221 | 0.0055 | 0.0044 | 0.0521 | 0.0592 | 0.0886 | 0.245 | 0.3414 | 0.1111 | 0.4686 | 0.4 | 0.0585 | 0.44 | 0.0082 | 0.2429 |
98
+ | No log | 33.0 | 363 | 1.8797 | 0.0288 | 0.1033 | 0.0034 | 0.0055 | 0.0799 | 0.0789 | 0.0321 | 0.2043 | 0.275 | 0.0667 | 0.3214 | 0.5333 | 0.0434 | 0.4 | 0.0142 | 0.15 |
99
+ | No log | 34.0 | 374 | 1.6108 | 0.0269 | 0.0864 | 0.009 | 0.003 | 0.0834 | 0.109 | 0.1057 | 0.2864 | 0.3521 | 0.0556 | 0.4929 | 0.5 | 0.0386 | 0.49 | 0.0152 | 0.2143 |
100
+ | No log | 35.0 | 385 | 1.6165 | 0.0271 | 0.0593 | 0.0129 | 0.0053 | 0.0415 | 0.0952 | 0.1257 | 0.2893 | 0.3821 | 0.1 | 0.5029 | 0.4667 | 0.0451 | 0.55 | 0.0091 | 0.2143 |
101
+ | No log | 36.0 | 396 | 1.6721 | 0.0584 | 0.1437 | 0.0568 | 0.0039 | 0.1185 | 0.0978 | 0.1421 | 0.2464 | 0.3086 | 0.0556 | 0.3914 | 0.5 | 0.1022 | 0.46 | 0.0146 | 0.1571 |
102
+ | No log | 37.0 | 407 | 1.4843 | 0.0554 | 0.1243 | 0.0291 | 0.0049 | 0.0965 | 0.0349 | 0.13 | 0.3579 | 0.3771 | 0.1333 | 0.55 | 0.2333 | 0.0974 | 0.49 | 0.0135 | 0.2643 |
103
+ | No log | 38.0 | 418 | 1.5666 | 0.0452 | 0.152 | 0.0047 | 0.0056 | 0.0922 | 0.0695 | 0.0821 | 0.295 | 0.3357 | 0.1111 | 0.4743 | 0.2667 | 0.0761 | 0.45 | 0.0142 | 0.2214 |
104
+ | No log | 39.0 | 429 | 1.4790 | 0.0487 | 0.1227 | 0.0381 | 0.0048 | 0.1007 | 0.0202 | 0.18 | 0.315 | 0.35 | 0.0889 | 0.4929 | 0.3 | 0.0851 | 0.5 | 0.0124 | 0.2 |
105
+ | No log | 40.0 | 440 | 1.5106 | 0.0425 | 0.1227 | 0.0087 | 0.0022 | 0.1397 | 0.0226 | 0.1321 | 0.3014 | 0.3714 | 0.0444 | 0.5157 | 0.5 | 0.0733 | 0.55 | 0.0117 | 0.1929 |
106
+ | No log | 41.0 | 451 | 1.6122 | 0.0231 | 0.1168 | 0.0084 | 0.0055 | 0.0413 | 0.0334 | 0.1357 | 0.2693 | 0.3279 | 0.0889 | 0.3943 | 0.5667 | 0.0355 | 0.47 | 0.0108 | 0.1857 |
107
+ | No log | 42.0 | 462 | 1.6273 | 0.0472 | 0.1355 | 0.0305 | 0.0051 | 0.1079 | 0.0462 | 0.1886 | 0.3207 | 0.3757 | 0.0778 | 0.4757 | 0.6667 | 0.08 | 0.53 | 0.0143 | 0.2214 |
108
+ | No log | 43.0 | 473 | 1.5876 | 0.0446 | 0.1512 | 0.0316 | 0.0061 | 0.0946 | 0.0562 | 0.1357 | 0.2729 | 0.3443 | 0.0889 | 0.4471 | 0.5667 | 0.0745 | 0.46 | 0.0148 | 0.2286 |
109
+ | No log | 44.0 | 484 | 1.5374 | 0.0329 | 0.1155 | 0.0043 | 0.0045 | 0.0608 | 0.2587 | 0.0736 | 0.2143 | 0.3207 | 0.0778 | 0.3771 | 0.6 | 0.0571 | 0.47 | 0.0087 | 0.1714 |
110
+ | No log | 45.0 | 495 | 1.4488 | 0.0685 | 0.1191 | 0.0637 | 0.0035 | 0.1331 | 0.0594 | 0.2164 | 0.305 | 0.3729 | 0.1333 | 0.4943 | 0.5333 | 0.1252 | 0.46 | 0.0118 | 0.2857 |
111
+ | 2.0225 | 46.0 | 506 | 1.7531 | 0.0219 | 0.0817 | 0.0046 | 0.0024 | 0.0342 | 0.0978 | 0.0771 | 0.2207 | 0.3029 | 0.0444 | 0.3986 | 0.5667 | 0.0393 | 0.42 | 0.0045 | 0.1857 |
112
+ | 2.0225 | 47.0 | 517 | 1.6824 | 0.0199 | 0.0619 | 0.0086 | 0.0066 | 0.0525 | 0.0444 | 0.1021 | 0.2471 | 0.3529 | 0.1 | 0.49 | 0.4 | 0.0267 | 0.47 | 0.0131 | 0.2357 |
113
+ | 2.0225 | 48.0 | 528 | 1.5893 | 0.037 | 0.1087 | 0.0079 | 0.0181 | 0.0615 | 0.0687 | 0.1979 | 0.3007 | 0.37 | 0.1333 | 0.5429 | 0.3333 | 0.0534 | 0.44 | 0.0205 | 0.3 |
114
+ | 2.0225 | 49.0 | 539 | 1.5512 | 0.0289 | 0.1146 | 0.0079 | 0.0112 | 0.0656 | 0.1859 | 0.0943 | 0.2493 | 0.3729 | 0.1556 | 0.4886 | 0.4667 | 0.0402 | 0.46 | 0.0176 | 0.2857 |
115
+ | 2.0225 | 50.0 | 550 | 1.6357 | 0.0239 | 0.0708 | 0.0065 | 0.0073 | 0.0372 | 0.2022 | 0.0671 | 0.2164 | 0.3443 | 0.0667 | 0.4886 | 0.4667 | 0.0385 | 0.46 | 0.0094 | 0.2286 |
116
+ | 2.0225 | 51.0 | 561 | 1.5813 | 0.0386 | 0.1351 | 0.0046 | 0.0144 | 0.0794 | 0.3073 | 0.1143 | 0.2793 | 0.3557 | 0.1444 | 0.4643 | 0.4667 | 0.0546 | 0.44 | 0.0225 | 0.2714 |
117
+ | 2.0225 | 52.0 | 572 | 1.5008 | 0.0642 | 0.1241 | 0.0763 | 0.019 | 0.1138 | 0.0896 | 0.2143 | 0.3464 | 0.3986 | 0.1889 | 0.5243 | 0.4 | 0.1038 | 0.49 | 0.0247 | 0.3071 |
118
+ | 2.0225 | 53.0 | 583 | 1.5648 | 0.0412 | 0.1442 | 0.0258 | 0.0056 | 0.0849 | 0.1776 | 0.13 | 0.2864 | 0.3764 | 0.1333 | 0.4843 | 0.4667 | 0.0714 | 0.51 | 0.0109 | 0.2429 |
119
+ | 2.0225 | 54.0 | 594 | 1.4630 | 0.0347 | 0.0928 | 0.0129 | 0.0064 | 0.0531 | 0.0683 | 0.115 | 0.2979 | 0.4014 | 0.1333 | 0.5614 | 0.4333 | 0.06 | 0.51 | 0.0094 | 0.2929 |
120
+ | 2.0225 | 55.0 | 605 | 1.4009 | 0.0374 | 0.1075 | 0.0075 | 0.0091 | 0.0571 | 0.0785 | 0.0729 | 0.29 | 0.3957 | 0.1111 | 0.5371 | 0.5333 | 0.0635 | 0.52 | 0.0113 | 0.2714 |
121
+ | 2.0225 | 56.0 | 616 | 1.5328 | 0.0457 | 0.1273 | 0.0134 | 0.0112 | 0.0685 | 0.0678 | 0.1286 | 0.2757 | 0.37 | 0.0889 | 0.52 | 0.4667 | 0.0783 | 0.49 | 0.0132 | 0.25 |
122
+ | 2.0225 | 57.0 | 627 | 1.5317 | 0.0476 | 0.1303 | 0.0169 | 0.0103 | 0.094 | 0.1838 | 0.175 | 0.2993 | 0.4021 | 0.1 | 0.5371 | 0.6 | 0.0768 | 0.54 | 0.0185 | 0.2643 |
123
+ | 2.0225 | 58.0 | 638 | 1.4760 | 0.05 | 0.1482 | 0.0061 | 0.0167 | 0.1017 | 0.0849 | 0.2043 | 0.3257 | 0.3993 | 0.1667 | 0.4971 | 0.5333 | 0.0722 | 0.52 | 0.0278 | 0.2786 |
124
+ | 2.0225 | 59.0 | 649 | 1.4788 | 0.0461 | 0.1161 | 0.0221 | 0.022 | 0.0788 | 0.0841 | 0.2379 | 0.3371 | 0.4129 | 0.1556 | 0.5314 | 0.5333 | 0.0642 | 0.54 | 0.028 | 0.2857 |
125
+ | 2.0225 | 60.0 | 660 | 1.5039 | 0.0422 | 0.1215 | 0.0076 | 0.005 | 0.082 | 0.3167 | 0.1514 | 0.3136 | 0.3979 | 0.0667 | 0.5486 | 0.5667 | 0.069 | 0.56 | 0.0155 | 0.2357 |
126
+ | 2.0225 | 61.0 | 671 | 1.4831 | 0.0484 | 0.1255 | 0.0143 | 0.006 | 0.1048 | 0.2005 | 0.1929 | 0.3307 | 0.405 | 0.0778 | 0.5514 | 0.6 | 0.0788 | 0.56 | 0.0179 | 0.25 |
127
+ | 2.0225 | 62.0 | 682 | 1.4432 | 0.0522 | 0.1215 | 0.053 | 0.0011 | 0.0987 | 0.2112 | 0.1414 | 0.3293 | 0.3957 | 0.0222 | 0.5614 | 0.6333 | 0.0962 | 0.57 | 0.0083 | 0.2214 |
128
+ | 2.0225 | 63.0 | 693 | 1.4337 | 0.0512 | 0.1397 | 0.0241 | 0.0106 | 0.0915 | 0.3999 | 0.12 | 0.2979 | 0.3721 | 0.0556 | 0.5214 | 0.5 | 0.0879 | 0.53 | 0.0145 | 0.2143 |
129
+ | 2.0225 | 64.0 | 704 | 1.3991 | 0.0409 | 0.129 | 0.0079 | 0.0035 | 0.0932 | 0.2954 | 0.1693 | 0.3193 | 0.3907 | 0.0778 | 0.56 | 0.5333 | 0.0709 | 0.51 | 0.0109 | 0.2714 |
130
+ | 2.0225 | 65.0 | 715 | 1.4337 | 0.0346 | 0.1063 | 0.0094 | 0.0042 | 0.0673 | 0.2042 | 0.1757 | 0.3314 | 0.3857 | 0.1 | 0.54 | 0.5 | 0.0578 | 0.5 | 0.0113 | 0.2714 |
131
+ | 2.0225 | 66.0 | 726 | 1.3865 | 0.0383 | 0.1099 | 0.0084 | 0.0041 | 0.0639 | 0.3485 | 0.1864 | 0.3393 | 0.3929 | 0.1111 | 0.5643 | 0.4333 | 0.0653 | 0.5 | 0.0113 | 0.2857 |
132
+ | 2.0225 | 67.0 | 737 | 1.4077 | 0.047 | 0.1065 | 0.0423 | 0.0034 | 0.0995 | 0.2337 | 0.2086 | 0.3693 | 0.385 | 0.0889 | 0.5343 | 0.5 | 0.0815 | 0.52 | 0.0124 | 0.25 |
133
+ | 2.0225 | 68.0 | 748 | 1.4694 | 0.051 | 0.1171 | 0.0441 | 0.0085 | 0.0875 | 0.2104 | 0.1814 | 0.3157 | 0.38 | 0.0889 | 0.5343 | 0.4667 | 0.0868 | 0.51 | 0.0153 | 0.25 |
134
+ | 2.0225 | 69.0 | 759 | 1.5175 | 0.0545 | 0.1657 | 0.0101 | 0.0166 | 0.098 | 0.448 | 0.1614 | 0.2907 | 0.3714 | 0.1222 | 0.48 | 0.5 | 0.0824 | 0.5 | 0.0265 | 0.2429 |
135
+ | 2.0225 | 70.0 | 770 | 1.4361 | 0.0613 | 0.1642 | 0.032 | 0.0081 | 0.1123 | 0.4158 | 0.2071 | 0.3571 | 0.4157 | 0.1111 | 0.5657 | 0.5333 | 0.1047 | 0.56 | 0.0179 | 0.2714 |
136
+ | 2.0225 | 71.0 | 781 | 1.4123 | 0.0452 | 0.1166 | 0.0194 | 0.011 | 0.0803 | 0.1154 | 0.2207 | 0.3407 | 0.4079 | 0.1333 | 0.5586 | 0.4667 | 0.0724 | 0.53 | 0.0181 | 0.2857 |
137
+ | 2.0225 | 72.0 | 792 | 1.3903 | 0.0414 | 0.1147 | 0.0109 | 0.0101 | 0.085 | 0.1312 | 0.2043 | 0.3643 | 0.4214 | 0.1333 | 0.5829 | 0.4667 | 0.0636 | 0.55 | 0.0192 | 0.2929 |
138
+ | 2.0225 | 73.0 | 803 | 1.4015 | 0.0477 | 0.122 | 0.0178 | 0.0091 | 0.1044 | 0.2022 | 0.2014 | 0.3457 | 0.46 | 0.1111 | 0.6129 | 0.7 | 0.076 | 0.62 | 0.0193 | 0.3 |
139
+ | 2.0225 | 74.0 | 814 | 1.4048 | 0.0626 | 0.1708 | 0.0571 | 0.0262 | 0.1052 | 0.1971 | 0.2221 | 0.3571 | 0.4536 | 0.1333 | 0.6029 | 0.6333 | 0.0943 | 0.6 | 0.031 | 0.3071 |
140
+ | 2.0225 | 75.0 | 825 | 1.3959 | 0.056 | 0.1278 | 0.0294 | 0.0209 | 0.1078 | 0.181 | 0.2336 | 0.3814 | 0.4621 | 0.1111 | 0.6471 | 0.6 | 0.0822 | 0.61 | 0.0298 | 0.3143 |
141
+ | 2.0225 | 76.0 | 836 | 1.4207 | 0.05 | 0.1359 | 0.014 | 0.0112 | 0.1189 | 0.1769 | 0.2114 | 0.3693 | 0.4429 | 0.0889 | 0.62 | 0.6 | 0.076 | 0.6 | 0.024 | 0.2857 |
142
+ | 2.0225 | 77.0 | 847 | 1.4205 | 0.0495 | 0.1284 | 0.0217 | 0.0064 | 0.1286 | 0.1699 | 0.2043 | 0.3814 | 0.4564 | 0.1111 | 0.6314 | 0.5667 | 0.078 | 0.62 | 0.021 | 0.2929 |
143
+ | 2.0225 | 78.0 | 858 | 1.4265 | 0.0576 | 0.1432 | 0.0232 | 0.0058 | 0.1203 | 0.1943 | 0.195 | 0.3657 | 0.4514 | 0.1111 | 0.6171 | 0.6 | 0.0973 | 0.61 | 0.0178 | 0.2929 |
144
+ | 2.0225 | 79.0 | 869 | 1.4215 | 0.0599 | 0.1449 | 0.0218 | 0.0076 | 0.1139 | 0.3812 | 0.1836 | 0.3714 | 0.4557 | 0.1333 | 0.6229 | 0.6 | 0.1014 | 0.59 | 0.0184 | 0.3214 |
145
+ | 2.0225 | 80.0 | 880 | 1.4172 | 0.068 | 0.186 | 0.021 | 0.0066 | 0.1283 | 0.3873 | 0.1921 | 0.3514 | 0.4414 | 0.1222 | 0.5929 | 0.6 | 0.1185 | 0.59 | 0.0175 | 0.2929 |
146
+ | 2.0225 | 81.0 | 891 | 1.4206 | 0.069 | 0.1832 | 0.0229 | 0.0076 | 0.1326 | 0.1949 | 0.2093 | 0.38 | 0.445 | 0.1333 | 0.6 | 0.5667 | 0.1186 | 0.59 | 0.0193 | 0.3 |
147
+ | 2.0225 | 82.0 | 902 | 1.4646 | 0.0689 | 0.1877 | 0.0273 | 0.008 | 0.1319 | 0.2065 | 0.2214 | 0.3679 | 0.4329 | 0.1222 | 0.5829 | 0.5667 | 0.1178 | 0.58 | 0.0201 | 0.2857 |
148
+ | 2.0225 | 83.0 | 913 | 1.4540 | 0.0706 | 0.1933 | 0.0235 | 0.0091 | 0.134 | 0.2065 | 0.2164 | 0.3714 | 0.44 | 0.1333 | 0.5929 | 0.5667 | 0.1196 | 0.58 | 0.0216 | 0.3 |
149
+ | 2.0225 | 84.0 | 924 | 1.4320 | 0.068 | 0.1856 | 0.0197 | 0.0068 | 0.1325 | 0.3458 | 0.1971 | 0.365 | 0.4321 | 0.1222 | 0.6086 | 0.5333 | 0.1166 | 0.55 | 0.0194 | 0.3143 |
150
+ | 2.0225 | 85.0 | 935 | 1.4409 | 0.0674 | 0.1888 | 0.02 | 0.0066 | 0.1333 | 0.1986 | 0.2007 | 0.3614 | 0.4336 | 0.1111 | 0.6086 | 0.5667 | 0.1161 | 0.56 | 0.0188 | 0.3071 |
151
+ | 2.0225 | 86.0 | 946 | 1.4277 | 0.068 | 0.1836 | 0.0217 | 0.0067 | 0.1353 | 0.1714 | 0.2007 | 0.3614 | 0.4471 | 0.1111 | 0.6329 | 0.5667 | 0.1167 | 0.58 | 0.0194 | 0.3143 |
152
+ | 2.0225 | 87.0 | 957 | 1.4314 | 0.0723 | 0.1791 | 0.0659 | 0.0058 | 0.1478 | 0.1673 | 0.2043 | 0.365 | 0.4521 | 0.1111 | 0.64 | 0.5667 | 0.1257 | 0.59 | 0.019 | 0.3143 |
153
+ | 2.0225 | 88.0 | 968 | 1.4168 | 0.0737 | 0.1868 | 0.0662 | 0.0085 | 0.1491 | 0.1688 | 0.2114 | 0.36 | 0.4471 | 0.1222 | 0.6229 | 0.5667 | 0.1257 | 0.58 | 0.0217 | 0.3143 |
154
+ | 2.0225 | 89.0 | 979 | 1.4098 | 0.0722 | 0.1792 | 0.0663 | 0.0054 | 0.1387 | 0.1715 | 0.2043 | 0.3529 | 0.4436 | 0.1111 | 0.6229 | 0.5667 | 0.1268 | 0.58 | 0.0176 | 0.3071 |
155
+ | 2.0225 | 90.0 | 990 | 1.4153 | 0.0624 | 0.1473 | 0.0193 | 0.0062 | 0.1247 | 0.1727 | 0.1993 | 0.3479 | 0.435 | 0.1111 | 0.6057 | 0.5667 | 0.1061 | 0.57 | 0.0187 | 0.3 |
156
+ | 1.0117 | 91.0 | 1001 | 1.4179 | 0.0621 | 0.147 | 0.0179 | 0.0068 | 0.1227 | 0.1734 | 0.1921 | 0.3614 | 0.4336 | 0.1222 | 0.6057 | 0.5333 | 0.1056 | 0.56 | 0.0186 | 0.3071 |
157
+ | 1.0117 | 92.0 | 1012 | 1.4373 | 0.062 | 0.1462 | 0.0179 | 0.0079 | 0.1157 | 0.1677 | 0.1886 | 0.36 | 0.4371 | 0.1333 | 0.6057 | 0.5333 | 0.1044 | 0.56 | 0.0197 | 0.3143 |
158
+ | 1.0117 | 93.0 | 1023 | 1.4341 | 0.0616 | 0.1471 | 0.0179 | 0.0068 | 0.1256 | 0.1707 | 0.1971 | 0.3536 | 0.4321 | 0.1222 | 0.6086 | 0.5333 | 0.1037 | 0.55 | 0.0196 | 0.3143 |
159
+ | 1.0117 | 94.0 | 1034 | 1.4325 | 0.0622 | 0.147 | 0.0179 | 0.007 | 0.1193 | 0.1706 | 0.1971 | 0.3586 | 0.4321 | 0.1222 | 0.6086 | 0.5333 | 0.1047 | 0.55 | 0.0198 | 0.3143 |
160
+ | 1.0117 | 95.0 | 1045 | 1.4319 | 0.0624 | 0.148 | 0.0178 | 0.007 | 0.1194 | 0.167 | 0.2021 | 0.3586 | 0.4321 | 0.1222 | 0.6086 | 0.5333 | 0.1051 | 0.55 | 0.0198 | 0.3143 |
161
+ | 1.0117 | 96.0 | 1056 | 1.4321 | 0.0619 | 0.1479 | 0.0179 | 0.007 | 0.1184 | 0.167 | 0.2021 | 0.3536 | 0.4321 | 0.1222 | 0.6086 | 0.5333 | 0.1041 | 0.55 | 0.0197 | 0.3143 |
162
+ | 1.0117 | 97.0 | 1067 | 1.4322 | 0.063 | 0.148 | 0.0182 | 0.007 | 0.1281 | 0.1669 | 0.2129 | 0.3586 | 0.4321 | 0.1222 | 0.6086 | 0.5333 | 0.1058 | 0.55 | 0.0203 | 0.3143 |
163
+ | 1.0117 | 98.0 | 1078 | 1.4324 | 0.063 | 0.148 | 0.0182 | 0.007 | 0.1281 | 0.1669 | 0.2129 | 0.3586 | 0.4321 | 0.1222 | 0.6086 | 0.5333 | 0.1058 | 0.55 | 0.0203 | 0.3143 |
164
+ | 1.0117 | 99.0 | 1089 | 1.4324 | 0.063 | 0.148 | 0.0182 | 0.007 | 0.127 | 0.1669 | 0.2093 | 0.3586 | 0.4321 | 0.1222 | 0.6086 | 0.5333 | 0.1058 | 0.55 | 0.0201 | 0.3143 |
165
+ | 1.0117 | 100.0 | 1100 | 1.4324 | 0.063 | 0.148 | 0.0182 | 0.007 | 0.127 | 0.1669 | 0.2093 | 0.3586 | 0.4321 | 0.1222 | 0.6086 | 0.5333 | 0.1058 | 0.55 | 0.0201 | 0.3143 |
166
 
167
 
168
  ### Framework versions
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