NTIRE 2026移动端真实世界图像超分辨率挑战赛：基准结果与方法综述
计算机视觉与模式识别
2026-04-21 v1
摘要
本文对NTIRE 2026移动端真实世界图像超分辨率挑战赛进行了综述，重点介绍了提出的解决方案及最终成果。该挑战赛旨在从通过未知退化过程生成的低分辨率（LR）图像中恢复高分辨率（HR）图像，放大倍数为4倍，同时确保模型可在移动设备上执行。目标是开发有效且高效的网络设计或解决方案，以实现最先进的真实世界图像超分辨率性能。挑战赛的赛道通过图像质量评估（IQA）得分与加速比的加权组合来评估性能。该竞赛吸引了108名注册者，其中16支团队在最终排名中获得了有效分数。这项合作推动了移动端真实世界图像超分辨率性能的提升，同时对该领域的最新趋势进行了深入概述。
引用
@article{arxiv.2604.17306,
title = {The First Challenge on Mobile Real-World Image Super-Resolution at NTIRE 2026: Benchmark Results and Method Overview},
author = {Jiatong Li and Zheng Chen and Kai Liu and Jingkai Wang and Zihan Zhou and Xiaoyang Liu and Libo Zhu and Jue Gong and Radu Timofte and Yulun Zhang and Congyu Wang and Zihao Wang and Ke Wu and Xinzhe Zhu and Fengkai Zhang and Zhongbao Yang and Long Sun and Jiangxin Dong and Jinshan Pan and Jiachen Tu and Yaokun Shi and Guoyi Xu and Yaoxin Jiang and Jiajia Liu and Renyuan Situ and Yixin Yang and Zhaorun Zhou and Junyang Chen and Yuqi Li and Chuanguang Yang and Weilun Feng and Chuanyue Yan and Yuedong Tan and Yingli Tian and Zhenzhong Chen and Tongqi Guo and Ruhan Liu and Sangzi Shi and Huazhang Deng and Jie Yang and Wenzhuo Ma and Yuantong Zhang and Daiqin Yang and Tianrun Chen and Deyi Ji and Yuxiao Jiang and Qi Zhu and Lanyun Zhu and Yuwen Pan and Runze Tian and Mingyu Shi and Zhanfeng Feng and Yuanfei Bao and Jiaming Guo and Renjing Pei and Xin Di and Long Peng and Linfeng Jiang and Xueyang Fu and Yang Cao and Zhengjun Zha and Choulhyouc Lee and Shyang-En Weng and Yi-Cheng Liao and Jorge Tyrakowski and Yu-Syuan Xu and Wei-Chen Chiu and Ching-Chun Huang and Yoonjin Im and Jihye Park and Hyungju Chun and Hyunhee Park and MinKyu Park and Xiaoxuan Yu and Jianxing Zhang and Yuxuan Jiang and Chengxi Zeng and Tianhao Peng and Fan Zhang and David Bull and Watchara Ruangsang and Supavadee Aramvith and JiaHao Deng and Wei Zhou and Hongyu Huang and Shaohui Lin and Zihan Wang and Yilin Chen and Yunchen Li and Junbo Qiao and Wei Li and Jiao Xie and Gaoqi He and Wenxi Li},
journal= {arXiv preprint arXiv:2604.17306},
year = {2026}
}
备注
NTIRE 2026 webpage: https://cvlai.net/ntire/2026/. Code: https://github.com/jiatongli2024/NTIRE2026_Mobile_RealWorld_ImageSR