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--- |
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task_categories: |
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- translation |
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- text-generation |
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- object-detection |
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language: |
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- en |
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tags: |
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- manga |
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- rezero |
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- multimodal |
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- comic |
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- anime |
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- vlm |
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pretty_name: Re:Verse - Can your VLM read an Manga? |
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size_categories: |
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- n<1K |
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extra_gated_prompt: "Access to the Re:Verse Dataset is granted for non-commercial research purposes only. Please ensure all information is accurate and complete your request below." |
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extra_gated_fields: |
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Full Name: text |
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Email Address: text |
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Organization/Institution: text |
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Research Purpose: |
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type: text |
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Country: country |
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I agree to the licensing terms of the Re:Zero - Starting Life in Another World manga and associated media: checkbox |
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I agree to credit Yen Press, the official English publisher of the Re:Zero franchise, in any publications or presentations resulting from this research: checkbox |
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I agree to use the Re:Verse Dataset for non-commercial and research purposes only: checkbox |
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I agree not to redistribute, share, or make the Re:Verse Dataset publicly available in any form: checkbox |
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--- |
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# Re:Verse - Can Your VLM Read a Manga? |
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📄 **1st AI Story Workshop ICCV (Oral)** |
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* Paper: https://arxiv.org/abs/2508.08508 |
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* Website: https://re-verse.verel.app |
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## Overview |
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Re:Verse introduces a comprehensive benchmark for evaluating Vision Language Models (VLMs) on manga reading comprehension. Our framework tests models' ability to understand sequential visual narratives, character relationships, and temporal reasoning across manga panels. |
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## Dataset |
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The Re:Verse dataset contains: |
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- **Multi-panel manga sequences** from diverse genres |
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- **Structured annotations** for story comprehension tasks |
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## Citation |
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```bibtex |
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@inproceedings{ |
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baranwal2025reverse, |
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title={Re:Verse - Can your VLM read a Manga?}, |
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author={Aaditya Baranwal and Madhav Kataria and Naitik Agrawal and Shruti Vyas and Yogesh S Rawat}, |
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booktitle={Proceedings of the IEEE/CVF International Conference on Computer Vision - Workshops (ICCV-W)}, |
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year={2025}, |
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url={https://arxiv.org/abs/2508.08508} |
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} |
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``` |
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## Authors |
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**Aaditya Baranwal**¹†, **Madhav Kataria**², **Naitik Agrawal**³, **Yogesh Singh Rawat**¹, **Shruti Vyas**¹ |
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¹University of Central Florida || ²Indian Institute of Technology Jodhpur || ³Indian Institute of Technology Varanasi |
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