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| 模型 | 模型大小 | 预测速度(毫秒) | Top1准确率(%) | Top5准确率(%) |
| :----| :------- | :----------- | :--------- | :--------- |
| ResNet18| 46.9MB | 1.499 | 71.0 | 89.9 |
| ResNet34| 87.5MB | 2.272 | 74.6 | 92.1 |
| ResNet50| 102.7MB | 2.939 | 76.5 | 93.0 |
| ResNet101 |179.1MB | 5.314 | 77.6 | 93.6 |
| ResNet50_vd |102.8MB | 3.165 | 79.1 | 94.4 |
| ResNet101_vd| 179.2MB | 5.252 | 80.2 | 95.0 |
| ResNet50_vd_ssld |102.8MB | 3.165 | 82.4 | 96.1 |
| ResNet101_vd_ssld| 179.2MB | 5.252 | 83.7 | 96.7 |
| DarkNet53|166.9MB | 3.139 | 78.0 | 94.1 |
| MobileNetV1 | 16.0MB | 32.523 | 71.0 | 89.7 |
| MobileNetV2 | 14.0MB | 23.318 | 72.2 | 90.7 |
| MobileNetV3_large| 21.0MB | 19.308 | 75.3 | 93.2 |
| MobileNetV3_small | 12.0MB | 6.546 | 68.2 | 88.1 |
| MobileNetV3_large_ssld| 21.0MB | 19.308 | 79.0 | 94.5 |
| MobileNetV3_small_ssld | 12.0MB | 6.546 | 71.3 | 90.1 |
| Xception41 |92.4MB | 4.408 | 79.6 | 94.4 |
| Xception65 | 144.6MB | 6.464 | 80.3 | 94.5 |
| DenseNet121 | 32.8MB | 4.371 | 75.7 | 92.6 |
| DenseNet161|116.3MB | 8.863 | 78.6 | 94.1 |
| DenseNet201| 84.6MB | 8.173 | 77.6 | 93.7 |
| ShuffleNetV2 | 9.0MB | 10.941 | 68.8 | 88.5 |
| HRNet_W18 | 21.29MB | 7.368 (V100 GPU) | 76.9 | 93.4 |
| ResNet18| 46.9MB | - | 71.0 | 89.9 |
| ResNet34| 87.5MB | - | 74.6 | 92.1 |
| ResNet50| 102.7MB | - | 76.5 | 93.0 |
| ResNet101 |179.1MB | - | 77.6 | 93.6 |
| ResNet50_vd |102.8MB |- | 79.1 | 94.4 |
| ResNet101_vd| 179.2MB | - | 80.2 | 95.0 |
| ResNet50_vd_ssld |102.8MB | - | 82.4 | 96.1 |
| ResNet101_vd_ssld| 179.2MB | - | 83.7 | 96.7 |
| DarkNet53|166.9MB | - | 78.0 | 94.1 |
| MobileNetV1 | 16.0MB | - | 71.0 | 89.7 |
| MobileNetV2 | 14.0MB | - | 72.2 | 90.7 |
| MobileNetV3_large| 21.0MB | - | 75.3 | 93.2 |
| MobileNetV3_small | 12.0MB | - | 68.2 | 88.1 |
| MobileNetV3_large_ssld| 21.0MB | - | 79.0 | 94.5 |
| MobileNetV3_small_ssld | 12.0MB | - | 71.3 | 90.1 |
| Xception41 |92.4MB | - | 79.6 | 94.4 |
| Xception65 | 144.6MB | - | 80.3 | 94.5 |
| DenseNet121 | 32.8MB | - | 75.7 | 92.6 |
| DenseNet161|116.3MB | - | 78.6 | 94.1 |
| DenseNet201| 84.6MB | - | 77.6 | 93.7 |
| ShuffleNetV2 | 9.0MB | - | 68.8 | 88.5 |
| HRNet_W18 | 21.29MB | - | 76.9 | 93.4 |
## 目标检测模型
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