Improve model card with pipeline tag and library name
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by
nielsr
HF Staff
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README.md
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license: apache-2.0
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---
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license: apache-2.0
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pipeline_tag: image-text-to-text
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library_name: transformers
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---
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# Don't Look Only Once: Towards Multimodal Interactive Reasoning with Selective Visual Revisitation
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<p align="left">
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<a href='https://jiwanchung.github.io/' target='_blank'>Jiwan Chung<sup>*</sup></a> 
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<a href='https://junhyeok.kim/' target='_blank'>Junhyeok Kim<sup>*</sup></a> 
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<a href='https://scholar.google.com/citations?user=w3hOuRoAAAAJ' target='_blank'>Siyeol Kim</a> 
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<a href='https://jaeyoung-l.github.io/' target='_blank'>Jaeyoung Lee</a> 
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<a href="https://scholar.google.com/citations?user=Og3gN_AAAAAJ" target='_blank'>Minsoo Kim</a> 
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<a href='https://mirlab.yonsei.ac.kr/' target='_blank'>Youngjae Yu</a>
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</p>
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[](https://arxiv.org/abs/2505.18842) [](https://huggingface.co/kjunh/v1-7B)
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<p align="center">
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<img src="assets/figure.png">
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</p>
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## Installation
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```bash
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conda create -n v1 python=3.10 -y
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conda activate v1
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pip install -r requirements.txt
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pip install flash-attn --no-build-isolation
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```
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## Demo
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### Gradio Web UI
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Highly Recommended as the copy tokens are displayed on image.
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<p align="center">
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<img src="assets/demo.png">
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</p>
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```bash
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python run_gradio.py
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```
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### Inference
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```bash
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python inference.py
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```
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The script uses a default image URL and text prompt. To use your own inputs, you can modify the `image` variable within the `messages` list and the `text` field for the user prompt.
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## Coming Soon
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- [x] Inference code
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- [ ] Training data
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- [ ] Evaluation code
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- [ ] Training code
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## Citation
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If you find our work valuable, please cite:
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```bibtex
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@misc{chung2025dontlookoncemultimodal,
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title={Don't Look Only Once: Towards Multimodal Interactive Reasoning with Selective Visual Revisitation},
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author={Jiwan Chung and Junhyeok Kim and Siyeol Kim and Jaeyoung Lee and Min Soo Kim and Youngjae Yu},
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year={2025},
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eprint={2505.18842},
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archivePrefix={arXiv},
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primaryClass={cs.CL},
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url={https://arxiv.org/abs/2505.18842},
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}
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```
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