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@@ -282,6 +282,18 @@ bash scripts/zeroshot_eval.sh 0 \
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  ViT-B-16 RoBERTa-wwm-ext-base-chinese \
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  ./pretrained_weights/QA-CLIP-base.pt
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  ```
 
 
 
 
 
 
 
 
 
 
 
 
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  <br><br>
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  # Acknowledgments
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  The project code is based on implementation of <b>[Chinese-CLIP](https://github.com/OFA-Sys/Chinese-CLIP)</b>, and we are very grateful for their outstanding open-source contributions.
 
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  ViT-B-16 RoBERTa-wwm-ext-base-chinese \
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  ./pretrained_weights/QA-CLIP-base.pt
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  ```
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+ <br><br>
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+
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+ # Huggingface Model and Online Demo
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+ We have open-sourced our model on the HuggingFace for easier access and utilization. Additionally, we have prepared a simple online demo for zero-shot classification, allowing everyone to experience it firsthand. We encourage you to give it a try!
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+ [:star:QA-CLIP-ViT-B-16:star:](https://huggingface.co/TencentARC/QA-CLIP-ViT-B-16)
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+ [:star:QA-CLIP-ViT-L-14:star:](https://huggingface.co/TencentARC/QA-CLIP-ViT-L-14)
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+ Here are some examples for demonstration:
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+ ![sample](./examples/sample.png)
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  <br><br>
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  # Acknowledgments
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  The project code is based on implementation of <b>[Chinese-CLIP](https://github.com/OFA-Sys/Chinese-CLIP)</b>, and we are very grateful for their outstanding open-source contributions.