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Florence-2 has a great capability of detecting various objects in a zero-shot setting with the task prompt "<OD>". However, if you want to detect specific objects that the base model is not able to in its current form, you can easily finetune it for this particular task. Below I show how to finetune the model to detect tables in a given image, but a similar process can be applied to detect any objects. Thanks to 
Florence-2 has a great capability of detecting various objects in a zero-shot setting with the task prompt "<OD>". However, if you want to detect specific objects that the base model is not able to in its current form, you can easily finetune it for this particular task. Below I show how to finetune the model to detect tables in a given image, but a similar process can be applied to detect any objects. Thanks to 
mention
@andito
andito
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, 
, 
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@merve
merve
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, and 
, and 
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@SkalskiP
SkalskiP
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 for sharing the fix for finetuning the Florence-2 model. Please also check their great blog post at 
 for sharing the fix for finetuning the Florence-2 model. Please also check their great blog post at 
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https://huggingface.co/blog/finetune-florence2
https://huggingface.co/blog/finetune-florence2
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. 
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Colab notebook: 
Colab notebook: 
link
https://colab.research.google.com/drive/1Y8GVjwzBIgfmfD3ZypDX5H1JA_VG0YDL?usp=sharing
https://colab.research.google.com/drive/1Y8GVjwzBIgfmfD3ZypDX5H1JA_VG0YDL?usp=sharing
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Finetuned model: 
Finetuned model: 
resource
https://huggingface.co/ucsahin/Florence-2-large-TableDetection
model
ucsahin/Florence-2-large-TableDetection
https://huggingface.co/ucsahin/Florence-2-large-TableDetection
Florence-2 has a great capability of detecting various objects in a zero-shot setting with the task prompt "<OD>". However, if you want to detect specific objects that the base model is not able to in its current form, you can easily finetune it for this particular task. Below I show how to finetune the model to detect tables in a given image, but a similar process can be applied to detect any objects. Thanks to @andito, @merve, and @SkalskiP for sharing the fix for finetuning the Florence-2 model. Please also check their great blog post at https://huggingface.co/blog/finetune-florence2. 

Colab notebook: https://colab.research.google.com/drive/1Y8GVjwzBIgfmfD3ZypDX5H1JA_VG0YDL?usp=sharing
Finetuned model: https://huggingface.co/ucsahin/Florence-2-large-TableDetection
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