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The Second LoViF 2026 Challenge on Real-World All-in-One Image Restoration: Methods and Results

Published on Jul 23cs.CV

Authors

Do you know Xiang Chen?You can claim authorship or link another user.Do you know Hao Li?You can claim authorship or link another user.Do you know Jiangxin Dong?You can claim authorship or link another user.Do you know Jinshan Pan?You can claim authorship or link another user.Do you know Xin Li?You can claim authorship or link another user.Do you know Hongbo Ding?You can claim authorship or link another user.Do you know Junpeng Jiang?You can claim authorship or link another user.Do you know Xingyu Qiu?You can claim authorship or link another user.Do you know Yilian Zhong?You can claim authorship or link another user.Do you know Yuxiang Chen?You can claim authorship or link another user.Do you know Shibo Yin?You can claim authorship or link another user.Do you know Zixuan Huang?You can claim authorship or link another user.Do you know Yushun Fang?You can claim authorship or link another user.Do you know Xilei Zhu?You can claim authorship or link another user.Do you know Yahui Wang?You can claim authorship or link another user.Do you know Chen Lu?You can claim authorship or link another user.Do you know Xiaodong Zhou?You can claim authorship or link another user.Do you know Qingyue Cao?You can claim authorship or link another user.Do you know Changwei Gong?You can claim authorship or link another user.Do you know Jingyun Liu?You can claim authorship or link another user.Do you know Xingchen Yi?You can claim authorship or link another user.Do you know Hansen Shi?You can claim authorship or link another user.Do you know Ruiyi Liu?You can claim authorship or link another user.Do you know Jirui Xie?You can claim authorship or link another user.Do you know Tao Liu?You can claim authorship or link another user.Do you know Wenzhuo Ma?You can claim authorship or link another user.Do you know Hongzhen Li?You can claim authorship or link another user.Do you know Yongyong Chen?You can claim authorship or link another user.Do you know Zheng Zhou?You can claim authorship or link 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Abstract

This paper presents a review of the second LoViF Challenge on Real-World All-in-One Image Restoration. The challenge aims to advance unified image restoration under diverse real-world degradation conditions, including blur, low-light, haze, rain, and snow. It provides a common benchmark for evaluating the restoration accuracy, robustness, and generalization capability of models across multiple degradation categories within a unified framework. The competition attracted 158 registered participants, and 20 teams were included in the final ranking after their submitted results were successfully reproduced and verified. This report provides a comprehensive analysis of the submitted solutions and corresponding results, highlighting recent advances in real-world all-in-one image restoration. The summarized methods and empirical findings reveal effective design strategies and establish an updated benchmark for future research in real-world low-level vision.

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Publication notes

Author note
ECCV 2026 Workshops; https://lowlevelcv.com/