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---
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license: apache-2.0
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---
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license: apache-2.0
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language:
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- en
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metrics:
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- accuracy
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library_name: transformers
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pipeline_tag: visual-question-answering
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tags:
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- multimodal large language model
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- large video-language model
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---
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<p align="center">
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<img src="https://cdn-uploads.huggingface.co/production/uploads/64a3fe3dde901eb01df12398/ZrZPYT0Q3wgza7Vc5BmyD.png" width="100%" style="margin-bottom: 0.2;"/>
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<p>
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<h3 align="center"><a href="https://arxiv.org/abs/2406.07476" style="color:#4D2B24">
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VideoRefer Suite: Advancing Spatial-Temporal Object Understanding with Video LLM</a></h3>
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<h5 align="center"> If you like our project, please give us a star ⭐ on <a href="https://github.com/DAMO-NLP-SG/VideoRefer">Github</a> for the latest update. </h2>
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<p align="center">
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<img src="https://cdn-uploads.huggingface.co/production/uploads/64a3fe3dde901eb01df12398/iGpjPujqD1OD4V1n_u70u.png" width="100%" style="margin-bottom: 0.2;"/>
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<p>
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## 🌏 Model Zoo
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| Model Name | Visual Encoder | Language Decoder | # Training Frames |
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|:----------------|:----------------|:------------------|:----------------:|
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| [VideoRefer-7B]() | [siglip-so400m-patch14-384](https://huggingface.co/google/siglip-so400m-patch14-384) | [Qwen2-7B-Instruct](https://huggingface.co/Qwen/Qwen2-7B-Instruct) | 16 |
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| [VideoRefer-7B-stage2]() | [siglip-so400m-patch14-384](https://huggingface.co/google/siglip-so400m-patch14-384) | [Qwen2-7B-Instruct](https://huggingface.co/Qwen/Qwen2-7B-Instruct) | 16 |
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| [VideoRefer-7B-stage2.5]() | [siglip-so400m-patch14-384](https://huggingface.co/google/siglip-so400m-patch14-384) | [Qwen2-7B-Instruct](https://huggingface.co/Qwen/Qwen2-7B-Instruct) | 16 |
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## 📑 Citation
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If you find VideoRefer Suite useful for your research and applications, please cite using this BibTeX:
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```bibtex
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@article{yuan2024videorefersuite,
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title = {VideoRefer Suite: Advancing Spatial-Temporal Object Understanding with Video LLM},
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author = {Yuqian Yuan, Hang Zhang, Wentong Li, Zesen Cheng, Boqiang Zhang, Long Li, Xin Li, Deli Zhao, Wenqiao Zhang, Yueting Zhuang, Jianke Zhu, Lidong Bing},
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journal={arXiv},
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year={2024},
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url = {}
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}
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```
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