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Update README.md
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HantingChen authored May 26, 2023
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Expand Up @@ -17,7 +17,7 @@ VanillaNet is an innovative neural network architecture that focuses on **simpli

<img src="pic/depth.PNG" width="360px"/> <img src="pic/speed.PNG" width="300px"/>

VanillaNet, in its robust simplicity, offers comparable precision to prevalent computer vision foundation models, yet boasts a **reduced depth and enhanced processing speed**:
VanillaNet achieves comparable performance to prevalent computer vision foundation models, yet boasts a **reduced depth and enhanced inference speed**:
- **9-layers'** VanillaNet achieves about **80%** Top-1 accuracy with **3.59ms**, over **100%** speed increase compared to ResNet-50 (**7.64ms**).
- **13 layers'** VanillaNet achieves about **83%** Top-1 accuracy with **9.72ms**, over **100%** speed increase compared to Swin-T (**20.25ms**).

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