2020-04-10 00:45:02 +08:00
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# Inception系列
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## 概述
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2020-04-10 22:45:31 +08:00
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正在持续更新中......
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2020-04-13 15:54:13 +00:00
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该系列模型的FLOPS、参数量以及fp32预测耗时如下图所示。
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2020-04-10 00:45:02 +08:00
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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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| GoogLeNet | 0.707 | 0.897 | 0.698 | | 2.880 | 8.460 |
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| Xception41 | 0.793 | 0.945 | 0.790 | 0.945 | 16.740 | 22.690 |
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| Xception41<br>_deeplab | 0.796 | 0.944 | | | 18.160 | 26.730 |
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| Xception65 | 0.810 | 0.955 | | | 25.950 | 35.480 |
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| Xception65<br>_deeplab | 0.803 | 0.945 | | | 27.370 | 39.520 |
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| Xception71 | 0.811 | 0.955 | | | 31.770 | 37.280 |
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| InceptionV4 | 0.808 | 0.953 | 0.800 | 0.950 | 24.570 | 42.680 |
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## FP32预测速度
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2020-04-13 14:43:27 +00:00
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| Models | Crop Size | Resize Short Size | Batch Size=1<br>(ms) |
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|------------------------|-----------|-------------------|--------------------------|
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| GoogLeNet | 224 | 256 | 1.807 |
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| Xception41 | 299 | 320 | 3.972 |
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| Xception41<br>_deeplab | 299 | 320 | 4.408 |
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| Xception65 | 299 | 320 | 6.174 |
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| Xception65<br>_deeplab | 299 | 320 | 6.464 |
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| Xception71 | 299 | 320 | 6.782 |
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| InceptionV4 | 299 | 320 | 11.141 |
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