49 lines
3.1 KiB
Markdown
49 lines
3.1 KiB
Markdown
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# Inception系列
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## 概述
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所有模型在预测时，图像的crop_size设置为299，resize_short_size设置为320。
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更多的模型简介正在持续更新中。
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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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## FP16预测速度
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| Models | batch_size=1<br>(ms) | batch_size=4<br>(ms) | batch_size=8<br>(ms) | batch_size=32<br>(ms) |
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|:--:|:--:|:--:|:--:|:--:|
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| GoogLeNet | 1.428 | 1.833 | 2.138 | 4.143 |
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| Xception41 | 1.545 | 2.772 | 4.961 | 18.447 |
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| Xception41<br>_deeplab | 1.630 | 2.647 | 4.462 | 16.354 |
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| Xception65 | 5.398 | 4.215 | 8.611 | 28.702 |
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| Xception65<br>_deeplab | 5.317 | 3.688 | 6.168 | 23.108 |
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| Xception71 | 2.732 | 5.033 | 8.948 | 33.857 |
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| InceptionV4 | 6.172 | 7.558 | 9.527 | 24.021 |
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## FP32预测速度
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| Models | batch_size=1<br>(ms) | batch_size=4<br>(ms) | batch_size=8<br>(ms) | batch_size=32<br>(ms) |
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|:--:|:--:|:--:|:--:|:--:|
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| GoogLeNet | 1.436 | 2.904 | 3.800 | 9.049 |
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| Xception41 | 3.402 | 7.889 | 14.953 | 56.142 |
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| Xception41<br>_deeplab | 3.778 | 8.396 | 15.449 | 58.735 |
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| Xception65 | 6.802 | 13.935 | 34.301 | 87.256 |
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| Xception65<br>_deeplab | 8.583 | 12.132 | 22.917 | 87.983 |
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| Xception71 | 6.156 | 14.359 | 27.360 | 107.282 |
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| InceptionV4 | 10.384 | 17.438 | 23.312 | 68.777 |
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