Re-Verse / README.md
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metadata
task_categories:
  - translation
  - text-generation
  - object-detection
language:
  - en
tags:
  - manga
  - rezero
  - multimodal
  - comic
  - anime
  - vlm
pretty_name: Re:Verse - Can your VLM read an Manga?
size_categories:
  - n<1K
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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  I agree to the licensing terms of the Re:Zero - Starting Life in Another World manga and associated media: checkbox
  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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Re:Verse - Can Your VLM Read a Manga?

📄 1st AI Story Workshop ICCV (Oral)

Overview

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.

Dataset

The Re:Verse dataset contains:

  • Multi-panel manga sequences from diverse genres
  • Structured annotations for story comprehension tasks

Citation

@inproceedings{
baranwal2025reverse,
title={Re:Verse - Can your VLM read a Manga?},
author={Aaditya Baranwal and Madhav Kataria and Naitik Agrawal and Shruti Vyas and Yogesh S Rawat},
booktitle={Proceedings of the IEEE/CVF International Conference on Computer Vision - Workshops (ICCV-W)},
year={2025},
url={https://arxiv.org/abs/2508.08508}
}

Authors

Aaditya Baranwal¹†, Madhav Kataria², Naitik Agrawal³, Yogesh Singh Rawat¹, Shruti Vyas¹

¹University of Central Florida || ²Indian Institute of Technology Jodhpur || ³Indian Institute of Technology Varanasi