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@@ -16,18 +16,17 @@ TF-ID (Table/Figure IDentifier) is a family of object detection models finetuned
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  | Model | Model size | Model Description |
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  | ------- | ------------- | ------------- |
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  | TF-ID-base[[HF]](https://huggingface.co/yifeihu/TF-ID-base) | 0.23B | Extract tables/figures and their caption text
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- | TF-ID-large[[HF]](https://huggingface.co/yifeihu/TF-ID-large) | 0.77B | Extract tables/figures and their caption text
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  | TF-ID-base-no-caption[[HF]](https://huggingface.co/yifeihu/TF-ID-base-no-caption) | 0.23B | Extract tables/figures without caption text
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- | TF-ID-large-no-caption[[HF]](https://huggingface.co/yifeihu/TF-ID-large-no-caption) | 0.77B | Extract tables/figures without caption text
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  All TF-ID models are finetuned from [microsoft/Florence-2](https://huggingface.co/microsoft/Florence-2-large-ft) checkpoints.
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- The models were finetuned with papers from Hugging Face Daily Papers. All bounding boxes are manually annotated and checked by humans.
 
 
 
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- TF-ID models take an image of a single paper page as the input, and return bounding boxes for all tables and figures in the given page.
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-
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- TF-ID-base and TF-ID-large draw bounding boxes around tables/figures and their caption text.
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-
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- TF-ID-base-no-caption and TF-ID-large-no-caption draw bounding boxes around tables/figures without their caption text.
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  ![image/png](https://huggingface.co/yifeihu/TF-ID-base/resolve/main/td-id-caption.png)
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@@ -91,7 +90,9 @@ To visualize the results, see [this tutorial notebook](https://colab.research.go
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  ## Finetuning Code and Dataset
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- Coming soon!
 
 
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  ## BibTex and citation info
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  | Model | Model size | Model Description |
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  | ------- | ------------- | ------------- |
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  | TF-ID-base[[HF]](https://huggingface.co/yifeihu/TF-ID-base) | 0.23B | Extract tables/figures and their caption text
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+ | TF-ID-large[[HF]](https://huggingface.co/yifeihu/TF-ID-large) (Recommended) | 0.77B | Extract tables/figures and their caption text
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  | TF-ID-base-no-caption[[HF]](https://huggingface.co/yifeihu/TF-ID-base-no-caption) | 0.23B | Extract tables/figures without caption text
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+ | TF-ID-large-no-caption[[HF]](https://huggingface.co/yifeihu/TF-ID-large-no-caption) (Recommended) | 0.77B | Extract tables/figures without caption text
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  All TF-ID models are finetuned from [microsoft/Florence-2](https://huggingface.co/microsoft/Florence-2-large-ft) checkpoints.
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+ - The models were finetuned with papers from Hugging Face Daily Papers. All bounding boxes are manually annotated and checked by humans.
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+ - TF-ID models take an image of a single paper page as the input, and return bounding boxes for all tables and figures in the given page.
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+ - TF-ID-base and TF-ID-large draw bounding boxes around tables/figures and their caption text.
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+ - TF-ID-base-no-caption and TF-ID-large-no-caption draw bounding boxes around tables/figures without their caption text.
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+ **Large models are always recommended!**
 
 
 
 
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  ![image/png](https://huggingface.co/yifeihu/TF-ID-base/resolve/main/td-id-caption.png)
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  ## Finetuning Code and Dataset
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+ Dataset: [yifeihu/TF-ID-arxiv-papers](https://huggingface.co/datasets/yifeihu/TF-ID-arxiv-papers)
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+
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+ Code: Coming soon!
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  ## BibTex and citation info
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