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  ViP-Bench a region level multimodal model evaulation benchmark curated by University of Wisconsin-Madison. We provides two kinds of visual prompts: (1) bounding boxes, and (2) human drawn diverse visual prompts.
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- Please refer to [https://huggingface.co/spaces/mucai/ViP-Bench_Evaluator](https://huggingface.co/spaces/mucai/ViP-Bench_Evaluator) to use our evaluation server.
 
 
 
 
 
 
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  ## Source annotation
 
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  ViP-Bench a region level multimodal model evaulation benchmark curated by University of Wisconsin-Madison. We provides two kinds of visual prompts: (1) bounding boxes, and (2) human drawn diverse visual prompts.
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+ **Evaluation Code** See [https://github.com/mu-cai/ViP-LLaVA/blob/main/docs/Evaluation.md](https://github.com/mu-cai/ViP-LLaVA/blob/main/docs/Evaluation.md)
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+ **LeaderBoard** See [https://paperswithcode.com/sota/visual-question-answering-on-vip-bench](https://paperswithcode.com/sota/visual-question-answering-on-vip-bench)
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+ **Evaluation Server** Please refer to [https://huggingface.co/spaces/mucai/ViP-Bench_Evaluator](https://huggingface.co/spaces/mucai/ViP-Bench_Evaluator) to use our evaluation server.
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  ## Source annotation