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Update README.md
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Marsrocky authored Sep 22, 2022
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Expand Up @@ -85,7 +85,7 @@ You can choose [model name] from the model list below
Method: [*AutoFi: Towards Automatic WiFi Human Sensing via Geometric Self-Supervised Learning*](https://doi.org/10.48550/arXiv.2205.01629)


## Model
## Model Zoo
### MLP
- It consists of 3 fully-connected layers followed by activation functions
### LeNet
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- **self.encoder** : It consists of 3 convolutional layers followed by activation functions
- **self.gru** : A one-layer GRU structure with a hidden dimension of 64
- **self.classifier** : It consistis a dropout layer followed by a fully-connected layer and an activation function
### ViT
### ViT (Transformers)
- ***class*** **PatchEmbedding** : Divide the 2D inputs into small pieces of equal size. Then concatenate each piece with cls_token and do positional encoding operation
- ***class*** **ClassificationHead** : It consists of a layer-normalization layer followed by a fully-connected layer
- ***class*** **TransformerEncoderBlock** : It consists of multi-head attention block, residual add block and feed forward block. The structure is shown below:
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