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‎docs/mrt/model.md

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@@ -88,71 +88,71 @@ Some models have been tested and the precision before and after quantization is
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| yolo3_mobilenet1.0_voc | 29 | 75.98% | 71.53% | 4800 |
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| ssd_512_resnet50_v1_voc | 29 | 80.27% | 80.01% | 4800 |
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| ssd_512_mobilenet1.0_voc | 29 | 75.57% | 71.32% | 4800 |
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| mnist | 62 | top1=99.18%<br />top5=100% | top1=99.17%<br />top5=100% | 10000 |
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| model name | Iteration | evalfunc | quantize | time(ms) | cvm | total sample |
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| ------------------------ | --------- | ---------------------------- | ---------------------------- | --------- | ------------- | ------------ |
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| cifar_resnet20_v1 | 62 | top1=92.88%<br />top5=99.78% | top1=92.82%<br />top5=99.75% | 135 211 | 92.80% 12ms | 10080 |
97-
| cifar_resnet20_v2 | 62 | top1=92.68%<br />top5=99.77% | top1=92.39%<br />top5=99.77% | 122 209 | 92.39% 14ms | 10080 |
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| cifar_resnet56_v1 | 62 | top1=94.20%<br />top5=99.83% | top1=94.16%<br />top5=99.82% | 122 379 | 94.21% 26ms | 10080 |
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| cifar_resnet56_v2 | 62 | top1=94.64%<br />top5=99.89% | top1=94.48%<br />top5=99.87% | 90 300 | 94.48% 33ms | 10080 |
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| cifar_resnet110_v1 | 62 | top1=95.20%<br />top5=99.83% | top1=95.12%<br />top5=99.83% | 117 410 | 95.09% 45ms | 10080 |
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| cifar_resnet110_v2 | 62 | top1=95.54%<br />top5=99.84% | top1=95.31%<br />top5=99.82% | 109 707 | 95.26% 58ms | 10080 |
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| cifar_wideresnet16_10 | 62 | top1=96.71%<br />top5=99.91% | top1=96.59%<br />top5=99.91% | 851 887 | 96.58% 112ms | 10080 |
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| cifar_wideresnet28_10 | 62 | top1=97.12%<br />top5=99.92% | top1=96.99%<br />top5=99.89% | 876 1016 | 96.99% 204ms | 10080 |
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| cifar_wideresnet40_8 | 62 | top1=97.27%<br />top5=99.92% | top1=97.03%<br />top5=99.93% | 636 904 | 97.04% 218ms | 10080 |
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| alexnet | 312 | top1=55.89%<br />top5=78.75% | top1=51.48%<br />top5=77.39% | 25 114 | 54.98% 69ms | 50080 |
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| densenet121 | 999 | top1=74.94%<br />top5=92.17% | top1=72.67%<br />top5=91.04% | 20 848 | 73.09% 473ms | 16000 |
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| densenet161 | 312 | top1=77.62%<br />top5=93.82% | top1=77.27%<br />top5=93.60% | 425 3691 | 73.38% 898ms | 50080 |
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| densenet169 | 999 | top1=76.29%<br />top5=92.98% | top1=75.63%<br />top5=92.77% | 27 851 | 72.84% 591ms | 16000 |
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| densenet201 | 999 | top1=77.39%<br />top5=93.37% | top1=73.96%<br />top5=91.88% | 40 1152 | 73.96% 756ms | 16000 |
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| mobilenet0.5 | 312 | top1=65.22%<br />top5=86.35% | top1=59.70%<br />top5=82.46% | 34 218 | 59.62% 50ms | 50080 |
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| mobilenet0.75 | 312 | top1=70.27%<br />top5=89.49% | top1=66.25%<br />top5=87.06% | 48 261 | 64.38% 77ms | 50080 |
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| mobilenet1_0 | 312 | top1=73.29%<br />top5=91.30% | top1=64.64%<br />top5=88.34% | 58 330 | 65.20% 99ms | 50080 |
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| mobilenetv2_0.5 | 312 | top1=64.43%<br />top5=85.32% | top1=61.65%<br />top5=83.60% | 39 286 | 61.48% 66ms | 50080 |
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| mobilenetv2_0.75 | 312 | top1=69.38%<br />top5=88.50% | top1=65.50%<br />top5=86.05% | 53 331 | 66.16% 92ms | 50080 |
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| mobilenetv2_1.0 | 312 | top1=72.05%<br />top5=90.58% | top1=69.79%<br />top5=89.14% | 68 409 | 69.66% 117ms | 50080 |
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| resnet18_v1 | 312 | top1=70.96%<br />top5=89.93% | top1=70.11%<br />top5=89.61% | 54 276 | 69.95% 102ms | 50080 |
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| resnet18_v1b_0.89 | 312 | top1=67.20%<br />top5=87.45% | top1=63.78%<br />top5=85.62% | 33 193 | 63.63% 61ms | 50080 |
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| resnet18_v1b | 312 | top1=70.95%<br />top5=89.85% | top1=69.39%<br />top5=89.52% | 56 271 | 70.40% 104ms | 50080 |
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| resnet34_v1 | 312 | top1=74.39%<br />top5=91.88% | top1=73.75%<br />top5=91.71% | 87 486 | 73.94% 181ms | 50080 |
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| resnet34_v1b | 312 | top1=74.67%<br />top5=92.08% | top1=74.17%<br />top5=91.85% | 88 389 | 74.48% 181ms | 50080 |
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| resnet34_v2 | 312 | top1=74.43%<br />top5=92.11% | top1=73.46%<br />top5=91.55% | 92 559 | 73.88% 244ms | 50080 |
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| resnet50_v1 | 312 | top1=77.39%<br />top5=93.59% | top1=76.45%<br />top5=93.27% | 168 813 | 76.23% 250ms | 50080 |
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| resnet50_v1b | 312 | top1=77.69%<br />top5=93.83% | top1=76.55%<br />top5=93.35% | 161 867 | 76.94% 273ms | 50080 |
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| resnet50_v1c | 312 | top1=78.05%<br />top5=94.11% | top1=77.48%<br />top5=93.80% | 173 911 | 78.02% 292ms | 50080 |
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| resnet50_v1d_0.11 | 312 | top1=63.22%<br />top5=84.79% | top1=61.14%<br />top5=83.40% | 30 324 | 61.69% 47ms | 50080 |
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| resnet50_v1d_0.37 | 312 | top1=70.72%<br />top5=89.75% | top1=68.08%<br />top5=88.12% | 36 318 | 69.65% 73ms | 50080 |
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| resnet50_v1d_0.48 | 312 | top1=74.68%<br />top5=92.35% | top1=72.26%<br />top5=91.19% | 54 428 | 73.90% 108ms | 50080 |
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| resnet50_v1d_0.86 | 312 | top1=78.03%<br />top5=93.83% | top1=76.42%<br />top5=93.32% | 105 582 | 75.37% 176ms | 50080 |
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| resnet50_v1d | 312 | top1=79.19%<br />top5=94.59% | top1=78.26%<br />top5=94.22% | 170 986 | 77.25% 285ms | 50080 |
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| resnet50_v1s | 312 | top1=78.89%<br />top5=94.36% | top1=78.48%<br />top5=94.18% | 200 936 | 76.25% 352ms | 50080 |
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| resnet50_v2 | 312 | top1=77.15%<br />top5=93.44% | top1=74.15%<br />top5=91.74% | 171 1339 | 75.13% 415ms | 50080 |
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| resnet101_v1 | 312 | top1=78.36%<br />top5=94.01% | top1=77.62%<br />top5=93.64% | 277 1334 | 77.62% 430ms | 50080 |
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| resnet101_v1b | 312 | top1=79.23%<br />top5=94.62% | top1=77.68%<br />top5=94.00% | 263 1378 | 75.81% 444ms | 50080 |
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| resnet101_v1c | 312 | top1=79.62%<br />top5=94.77% | top1=78.14%<br />top5=94.25% | 273 1432 | 77.67% 479ms | 50080 |
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| resnet101_v1d_0.73 | 312 | top1=78.92%<br />top5=94.49% | top1=74.32%<br />top5=92.97% | 138 841 | 75.14% 295ms | 50080 |
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| resnet101_v1d_0.76 | 312 | top1=79.48%<br />top5=94.70% | top1=75.70%<br />top5=93.71% | 153 878 | 78.10% 310ms | 50080 |
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| resnet101_v1d | 312 | top1=80.55%<br />top5=95.13% | top1=77.49%<br />top5=94.44% | 272 1513 | 77.15% 489ms | 50080 |
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| resnet101_v1s | 312 | top1=80.34%<br />top5=95.25% | top1=79.75%<br />top5=95.06% | 302 1530 | 78.23% 519ms | 50080 |
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| resnet152_v1 | 312 | top1=79.25%<br />top5=94.65% | top1=78.56%<br />top5=94.38% | 417 1964 | 78.12% 641ms | 50080 |
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| resnet152_v1b | 312 | top1=79.70%<br />top5=94.75% | top1=78.77%<br />top5=94.36% | 373 2007 | 75.13% 650ms | 50080 |
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| resnet152_v1c | 312 | top1=80.05%<br />top5=94.96% | top1=79.22%<br />top5=94.66% | 381 2057 | 76.19% 714ms | 50080 |
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| resnet152_v1d | 312 | top1=80.63%<br />top5=95.36% | top1=78.76%<br />top5=94.84% | 383 2058 | 77.21% 675ms | 50080 |
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| resnet152_v1s | 312 | top1=81.13%<br />top5=95.55% | top1=80.81%<br />top5=95.38% | 410 2117 | 79.32% 716ms | 50080 |
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| resnet152_v2 | 312 | top1=79.26%<br />top5=94.66% | top1=78.56%<br />top5=94.38% | 397 2126 | 77.45% 1012ms | 50080 |
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| squeezenet1.0 | 312 | top1=57.19%<br />top5=80.04% | top1=54.91%<br />top5=78.64% | 70 331 | 55.38% 89ms | 50080 |
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| squeezenet1.1 | 312 | top1=56.96%<br />top5=79.77% | top1=52.62%<br />top5=78.04% | 43 259 | 55.73% 55ms | 50080 |
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| vgg11_bn | 3124 | top1=69.66%<br />top5=89.43% | top1=67.99%<br />top5=88.46% | 18 60 | 66.37% 299ms | 50000 |
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| vgg11 | 3124 | top1=68.10%<br />top5=88.25% | top1=66.37%<br />top5=87.69% | 16 60 | 66.13% 315ms | 50000 |
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| vgg13_bn | 3124 | top1=70.52%<br />top5=89.84% | top1=68.75%<br />top5=88.82% | 27 80 | 68.56% 433ms | 50000 |
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| vgg13 | 3124 | top1=68.94%<br />top5=88.88% | top1=68.47%<br />top5=88.66% | 24 82 | 66.39% 452ms | 50000 |
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| vgg16_bn | 3124 | top1=73.12%<br />top5=91.35% | top1=72.23%<br />top5=90.95% | 32 91 | 71.17% 536ms | 50000 |
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| vgg16 | 3124 | top1=73.22%<br />top5=91.31% | top1=71.50%<br />top5=91.20% | 28 83 | 72.99% 532ms | 50000 |
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| vgg19_bn | 781 | top1=74.35%<br />top5=91.86% | top1=73.68%<br />top5=91.61% | 143 290 | 73.02% 640ms | 50048 |
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| vgg19 | 781 | top1=74.13%<br />top5=91.77% | top1=73.28%<br />top5=91.52% | 130 326 | 73.78% 628ms | 50048 |
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| ssd_512_mobilenet1.0_voc | 308 | 75.51% | 71.26% | 179 425 | | 4944 |
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| ssd_512_resnet50_v1_voc | 76 | 80.30% | 80.05% | 480 2028 | | 4928 |
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| yolo3_darknet53_voc | 102 | 81.51% | 81.51% | 333 2537 | | 4944 |
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| yolo3_mobilenet1.0_voc | 76 | 76.03% | 71.56% | 265 1135 | | 4928 |
91+
| mnist | 62 | top1=99.18%<br />top5=100% | top1=99.17%<br />top5=100% | 10000 |
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| model name | Iteration | evalfunc | quantize | time(ms) | total sample | cvm (cpu&gpu) |
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| ------------------------ | --------- | ---------------------------- | ---------------------------- | --------- | ------------ | ----------------- |
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| cifar_resnet20_v1 | 62 | top1=92.88%<br />top5=99.78% | top1=92.82%<br />top5=99.75% | 135 211 | 10080 | 92.80% 12ms 3ms |
97+
| cifar_resnet20_v2 | 62 | top1=92.68%<br />top5=99.77% | top1=92.39%<br />top5=99.77% | 122 209 | 10080 | 92.39% 14ms 3ms |
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| cifar_resnet56_v1 | 62 | top1=94.20%<br />top5=99.83% | top1=94.16%<br />top5=99.82% | 122 379 | 10080 | 94.21% 26ms 5ms |
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| cifar_resnet56_v2 | 62 | top1=94.64%<br />top5=99.89% | top1=94.48%<br />top5=99.87% | 90 300 | 10080 | 94.48% 33ms 6ms |
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| cifar_resnet110_v1 | 62 | top1=95.20%<br />top5=99.83% | top1=95.12%<br />top5=99.83% | 117 410 | 10080 | 95.09% 45ms 9ms |
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| cifar_resnet110_v2 | 62 | top1=95.54%<br />top5=99.84% | top1=95.31%<br />top5=99.82% | 109 707 | 10080 | 95.26% 58ms 10ms |
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| cifar_wideresnet16_10 | 62 | top1=96.71%<br />top5=99.91% | top1=96.59%<br />top5=99.91% | 851 887 | 10080 | 96.58% 112ms 7ms |
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| cifar_wideresnet28_10 | 62 | top1=97.12%<br />top5=99.92% | top1=96.99%<br />top5=99.89% | 876 1016 | 10080 | 96.99% 204ms 14ms |
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| cifar_wideresnet40_8 | 62 | top1=97.27%<br />top5=99.92% | top1=97.03%<br />top5=99.93% | 636 904 | 10080 | 97.04% 218ms 16ms |
105+
| alexnet | 312 | top1=55.89%<br />top5=78.75% | top1=51.48%<br />top5=77.39% | 25 114 | 50080 | 51.46% 69ms 7ms |
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| densenet121 | 999 | top1=74.94%<br />top5=92.17% | top1=72.67%<br />top5=91.04% | 20 848 | 16000 | 72.72% 473ms 29ms |
107+
| densenet161 | 312 | top1=77.62%<br />top5=93.82% | top1=77.27%<br />top5=93.60% | 425 3691 | 50080 | 77.26% 898ms 58ms |
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| densenet169 | 999 | top1=76.29%<br />top5=92.98% | top1=75.63%<br />top5=92.77% | 27 851 | 16000 | 75.63% 591ms 41ms |
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| densenet201 | 999 | top1=77.39%<br />top5=93.37% | top1=73.96%<br />top5=91.88% | 40 1152 | 16000 | 73.96% 756ms 53ms |
110+
| mobilenet0.5 | 312 | top1=65.22%<br />top5=86.35% | top1=59.70%<br />top5=82.46% | 34 218 | 50080 | 59.69% 50ms 8ms |
111+
| mobilenet0.75 | 312 | top1=70.27%<br />top5=89.49% | top1=66.25%<br />top5=87.06% | 48 261 | 50080 | 66.25% 77ms 8ms |
112+
| mobilenet1_0 | 312 | top1=73.29%<br />top5=91.30% | top1=64.64%<br />top5=88.34% | 58 330 | 50080 | 64.65% 99ms 8ms |
113+
| mobilenetv2_0.5 | 312 | top1=64.43%<br />top5=85.32% | top1=61.65%<br />top5=83.60% | 39 286 | 50080 | 61.65% 66ms 7ms |
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| mobilenetv2_0.75 | 312 | top1=69.38%<br />top5=88.50% | top1=65.50%<br />top5=86.05% | 53 331 | 50080 | 65.49% 92ms 7ms |
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| mobilenetv2_1.0 | 312 | top1=72.05%<br />top5=90.58% | top1=69.79%<br />top5=89.14% | 68 409 | 50080 | 69.78% 117ms 7ms |
116+
| resnet18_v1 | 312 | top1=70.96%<br />top5=89.93% | top1=70.11%<br />top5=89.61% | 54 276 | 50080 | 70.11% 102ms 8ms |
117+
| resnet18_v1b_0.89 | 312 | top1=67.20%<br />top5=87.45% | top1=63.78%<br />top5=85.62% | 33 193 | 50080 | 63.77% 61ms 7ms |
118+
| resnet18_v1b | 312 | top1=70.95%<br />top5=89.85% | top1=69.39%<br />top5=89.52% | 56 271 | 50080 | 69.38% 104ms 8ms |
119+
| resnet34_v1 | 312 | top1=74.39%<br />top5=91.88% | top1=73.75%<br />top5=91.71% | 87 486 | 50080 | 73.75% 181ms 13ms |
120+
| resnet34_v1b | 312 | top1=74.67%<br />top5=92.08% | top1=74.17%<br />top5=91.85% | 88 389 | 50080 | 74.17% 181ms 13ms |
121+
| resnet34_v2 | 312 | top1=74.43%<br />top5=92.11% | top1=73.46%<br />top5=91.55% | 92 559 | 50080 | 73.45% 244ms 15ms |
122+
| resnet50_v1 | 312 | top1=77.39%<br />top5=93.59% | top1=76.45%<br />top5=93.27% | 168 813 | 50080 | 76.43% 250ms 12ms |
123+
| resnet50_v1b | 312 | top1=77.69%<br />top5=93.83% | top1=76.55%<br />top5=93.35% | 161 867 | 50080 | 76.54% 273ms 12ms |
124+
| resnet50_v1c | 312 | top1=78.05%<br />top5=94.11% | top1=77.48%<br />top5=93.80% | 173 911 | 50080 | 77.47% 292ms 13ms |
125+
| resnet50_v1d_0.11 | 312 | top1=63.22%<br />top5=84.79% | top1=61.14%<br />top5=83.40% | 30 324 | 50080 | 61.21% 47ms 7ms |
126+
| resnet50_v1d_0.37 | 312 | top1=70.72%<br />top5=89.75% | top1=68.08%<br />top5=88.12% | 36 318 | 50080 | 67.95% 73ms 7ms |
127+
| resnet50_v1d_0.48 | 312 | top1=74.68%<br />top5=92.35% | top1=72.26%<br />top5=91.19% | 54 428 | 50080 | 72.31% 108ms 9ms |
128+
| resnet50_v1d_0.86 | 312 | top1=78.03%<br />top5=93.83% | top1=76.42%<br />top5=93.32% | 105 582 | 50080 | 76.37% 176ms 11ms |
129+
| resnet50_v1d | 312 | top1=79.19%<br />top5=94.59% | top1=78.26%<br />top5=94.22% | 170 986 | 50080 | 78.25% 285ms 13ms |
130+
| resnet50_v1s | 312 | top1=78.89%<br />top5=94.36% | top1=78.48%<br />top5=94.18% | 200 936 | 50080 | 78.47% 352ms 14ms |
131+
| resnet50_v2 | 312 | top1=77.15%<br />top5=93.44% | top1=74.15%<br />top5=91.74% | 171 1339 | 50080 | 75.13% 415ms 18ms |
132+
| resnet101_v1 | 312 | top1=78.36%<br />top5=94.01% | top1=77.62%<br />top5=93.64% | 277 1334 | 50080 | 77.62% 430ms 20ms |
133+
| resnet101_v1b | 312 | top1=79.23%<br />top5=94.62% | top1=77.68%<br />top5=94.00% | 263 1378 | 50080 | 77.68% 444ms 20ms |
134+
| resnet101_v1c | 312 | top1=79.62%<br />top5=94.77% | top1=78.14%<br />top5=94.25% | 273 1432 | 50080 | 78.14% 479ms 21ms |
135+
| resnet101_v1d_0.73 | 312 | top1=78.92%<br />top5=94.49% | top1=74.32%<br />top5=92.97% | 138 841 | 50080 | 74.31% 295ms 18ms |
136+
| resnet101_v1d_0.76 | 312 | top1=79.48%<br />top5=94.70% | top1=75.70%<br />top5=93.71% | 153 878 | 50080 | 75.70% 310ms 18ms |
137+
| resnet101_v1d | 312 | top1=80.55%<br />top5=95.13% | top1=77.49%<br />top5=94.44% | 272 1513 | 50080 | 77.48% 489ms 21ms |
138+
| resnet101_v1s | 312 | top1=80.34%<br />top5=95.25% | top1=79.75%<br />top5=95.06% | 302 1530 | 50080 | 79.74% 519ms 23ms |
139+
| resnet152_v1 | 312 | top1=79.25%<br />top5=94.65% | top1=78.56%<br />top5=94.38% | 417 1964 | 50080 | 78.54% 641ms 27ms |
140+
| resnet152_v1b | 312 | top1=79.70%<br />top5=94.75% | top1=78.77%<br />top5=94.36% | 373 2007 | 50080 | 78.76% 650ms 28ms |
141+
| resnet152_v1c | 312 | top1=80.05%<br />top5=94.96% | top1=79.22%<br />top5=94.66% | 381 2057 | 50080 | 79.21% 714ms 29ms |
142+
| resnet152_v1d | 312 | top1=80.63%<br />top5=95.36% | top1=78.76%<br />top5=94.84% | 383 2058 | 50080 | 78.76% 675ms 29ms |
143+
| resnet152_v1s | 312 | top1=81.13%<br />top5=95.55% | top1=80.81%<br />top5=95.38% | 410 2117 | 50080 | 80.81% 716ms 32ms |
144+
| resnet152_v2 | 312 | top1=79.26%<br />top5=94.66% | top1=78.56%<br />top5=94.38% | 397 2126 | 50080 | 78.45% 1012ms 41ms|
145+
| squeezenet1.0 | 312 | top1=57.19%<br />top5=80.04% | top1=54.91%<br />top5=78.64% | 70 331 | 50080 | 55.38% 89ms 8ms |
146+
| squeezenet1.1 | 312 | top1=56.96%<br />top5=79.77% | top1=52.62%<br />top5=78.04% | 43 259 | 50080 | 52.61% 55ms 8ms |
147+
| vgg11_bn | 3124 | top1=69.66%<br />top5=89.43% | top1=67.99%<br />top5=88.46% | 18 60 | 50000 | 67.98% 299ms 11ms |
148+
| vgg11 | 3124 | top1=68.10%<br />top5=88.25% | top1=66.37%<br />top5=87.69% | 16 60 | 50000 | 66.36% 315ms 11ms |
149+
| vgg13_bn | 3124 | top1=70.52%<br />top5=89.84% | top1=68.75%<br />top5=88.82% | 27 80 | 50000 | 68.74% 433ms 13ms |
150+
| vgg13 | 3124 | top1=68.94%<br />top5=88.88% | top1=68.47%<br />top5=88.66% | 24 82 | 50000 | 68.46% 452ms 13ms |
151+
| vgg16_bn | 3124 | top1=73.12%<br />top5=91.35% | top1=72.23%<br />top5=90.95% | 32 91 | 50000 | 72.23% 536ms 15ms |
152+
| vgg16 | 3124 | top1=73.22%<br />top5=91.31% | top1=71.50%<br />top5=91.20% | 28 83 | 50000 | 71.50% 532ms 15ms |
153+
| vgg19_bn | 781 | top1=74.35%<br />top5=91.86% | top1=73.68%<br />top5=91.61% | 143 290 | 50048 | 73.66% 640ms 17ms |
154+
| vgg19 | 781 | top1=74.13%<br />top5=91.77% | top1=73.28%<br />top5=91.52% | 130 326 | 50048 | 73.27% 628ms 17ms |
155+
| ssd_512_mobilenet1.0_voc | 308 | 75.51% | 71.26% | 179 425 | 4944 | |
156+
| ssd_512_resnet50_v1_voc | 76 | 80.30% | 80.05% | 480 2028 | 4928 | |
157+
| yolo3_darknet53_voc | 102 | 81.51% | 81.51% | 333 2537 | 4944 | |
158+
| yolo3_mobilenet1.0_voc | 76 | 76.03% | 71.56% | 265 1135 | 4928 | |

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