2020-04-10 00:45:02 +08:00
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# HRNet系列
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## 概述
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2020-04-10 22:45:09 +08:00
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正在持续更新中......
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2020-04-10 00:45:02 +08:00
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所有模型在预测时，图像的crop_size设置为224，resize_short_size设置为256。
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## 精度、FLOPS和参数量
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| Models | Top1 | Top5 | Reference<br>top1 | Reference<br>top5 | FLOPS<br>(G) | Parameters<br>(M) |
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|:--:|:--:|:--:|:--:|:--:|:--:|:--:|
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| HRNet_W18_C | 0.769 | 0.934 | 0.768 | 0.934 | 4.140 | 21.290 |
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| HRNet_W30_C | 0.780 | 0.940 | 0.782 | 0.942 | 16.230 | 37.710 |
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| HRNet_W32_C | 0.783 | 0.942 | 0.785 | 0.942 | 17.860 | 41.230 |
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| HRNet_W40_C | 0.788 | 0.945 | 0.789 | 0.945 | 25.410 | 57.550 |
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| HRNet_W44_C | 0.790 | 0.945 | 0.789 | 0.944 | 29.790 | 67.060 |
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| HRNet_W48_C | 0.790 | 0.944 | 0.793 | 0.945 | 34.580 | 77.470 |
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| HRNet_W64_C | 0.793 | 0.946 | 0.795 | 0.946 | 57.830 | 128.060 |
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## FP32预测速度
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2020-04-13 23:49:37 +08:00
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| Models | Crop Size | Resize Short Size | Batch Size=1<br>(ms) |
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2020-04-13 22:43:27 +08:00
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|-------------|-----------|-------------------|--------------------------|
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| HRNet_W18_C | 224 | 256 | 7.368 |
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2020-04-13 23:49:37 +08:00
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| HRNet_W30_C | 224 | 256 | 9.402 |
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| HRNet_W32_C | 224 | 256 | 9.467 |
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2020-04-13 22:43:27 +08:00
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| HRNet_W40_C | 224 | 256 | 10.739 |
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| HRNet_W44_C | 224 | 256 | 11.497 |
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| HRNet_W48_C | 224 | 256 | 12.165 |
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| HRNet_W64_C | 224 | 256 | 15.003 |
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