NTIRE 2026 低光图像增强挑战
计算机视觉与模式识别
2026-05-18 v2
摘要
本文综合回顾了 NTIRE 2026 低光图像增强挑战，概述所提出的解决方案与最终结果。该挑战旨在识别有效网络，使其在多样且具挑战性的条件下，能够产生更清晰、视觉上更引人注目图像，通过学习代表性视觉线索以恢复因低对比度与噪声图像导致的信息损失。本次比赛共有 195 名参赛者报名第一赛道，153 名报名第二赛道，最终 22 支队伍提交了有效条目。本文全面评估了最新进展（联合去噪与）低光图像增强，展示了该领域的显著进展，同时利用我们新构建的数据集的样本。
引用
@article{arxiv.2604.17669,
title = {Low Light Image Enhancement Challenge at NTIRE 2026},
author = {George Ciubotariu and Sharif S M A and Abdur Rehman and Fayaz Ali Dharejo and Rizwan Ali Naqvi and Marcos V. Conde and Radu Timofte and Zhi Jin and Hongjun Wu and Wenjian Zhang and Chang Ye and Xunpeng Yi and Qinglong Yan and Yibing Zhang and Zaynab Ali and Saiprasad Meesiyawar and Varda I Pattanshetty and Varsha I Pattanshetty and Nikhil Akalwadi and Padmashree Desai and Ramesh Ashok Tabib and Uma Mudenagudi and Hao Yang and Ruikun Zhang and Liyuan Pan and Furkan Kınlı and Donghun Ryou and Inju Ha and Junoh Kang and Bohyung Han and Wei Zhou and Yuval Haitman and Ariel Lapid and Reuven Peretz and Idit Diamant and Leilei Cao and Shuo Zhang and Praful Hambarde and Prateek Shaily and Jayant Kumar and Hardik Sharma and Aashish Negi and Sachin Chaudhary and Akshay Dudhane and Amit Shukla and MoHao Wu and Lin Wang and Jiachen Tu and Guoyi Xu and Yaoxin Jiang and Jiajia Liu and Yaokun Shi and Raul Balmez and Alexandru Brateanu and Ciprian Orhei and Cosmin Ancuti and Codruta O. Ancuti and Bilel Benjdira and Anas M. Ali and Wadii Boulila and Kaifan Qiao and Bofei Chen and Jingyi Xu and Duo Zhang and Xin Deng and Mai Xu and Shengxi Li and Lai Jiang and Harini A and Ananya N and Lakshanya K and Ying Xu and Xinyi Zhu and Shijun Shi and Jiangning Zhang and Yong Liu and Kai Hu and Jing Xu and Xianfang Zeng and Jinao Song and Guangsheng Tang and Cheng Li and Yuqiang Yang and Ziyi Wang and Yan Chen and Long Bao and Heng Sun and Mohab Kishawy and Jun Chen and Wan-Chi Siu and Yihao Cheng and Hon Man Hammond Lee and Chun-Chuen Hui},
journal= {arXiv preprint arXiv:2604.17669},
year = {2026}
}