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Update model config and README

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  1. README.md +10 -2
README.md CHANGED
@@ -20,7 +20,7 @@ A ConvNeXt image classification model. Trained in `timm` on ImageNet-1k by Ross
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  - Activations (M): 3.1
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  - Image size: 224 x 224
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  - **Papers:**
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- - @: m
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  - A ConvNet for the 2020s: https://arxiv.org/abs/2201.03545
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  - **Original:** https://github.com/huggingface/pytorch-image-models
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  - **Dataset:** ImageNet-1k
@@ -180,7 +180,15 @@ All timing numbers from eager model PyTorch 1.13 on RTX 3090 w/ AMP.
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  ## Citation
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  ```bibtex
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- i
 
 
 
 
 
 
 
 
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  ```
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  ```bibtex
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  @article{liu2022convnet,
 
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  - Activations (M): 3.1
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  - Image size: 224 x 224
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  - **Papers:**
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+ - PyTorch Image Models: https://github.com/huggingface/pytorch-image-models
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  - A ConvNet for the 2020s: https://arxiv.org/abs/2201.03545
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  - **Original:** https://github.com/huggingface/pytorch-image-models
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  - **Dataset:** ImageNet-1k
 
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  ## Citation
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  ```bibtex
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+ @misc{rw2019timm,
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+ author = {Ross Wightman},
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+ title = {PyTorch Image Models},
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+ year = {2019},
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+ publisher = {GitHub},
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+ journal = {GitHub repository},
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+ doi = {10.5281/zenodo.4414861},
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+ howpublished = {\url{https://github.com/huggingface/pytorch-image-models}}
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+ }
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  ```
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  ```bibtex
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  @article{liu2022convnet,