中文

第十届 NTIRE 2025 高效超分辨率挑战赛报告

计算机视觉与模式识别 2025-04-16 v1 图像与视频处理

摘要

本文对 NTIRE 2025 单图像高效超分辨率(ESR)挑战赛进行了全面综述。该挑战赛旨在推动深度模型的发展,使其在优化运行时间、参数量和 FLOPs 等关键计算指标的同时,在 DIV2K_LSDIR_valid\operatorname{DIV2K\_LSDIR\_valid} 数据集上达到至少 26.90 dB 的 PSNR,并在 DIV2K_LSDIR_test\operatorname{DIV2K\_LSDIR\_test} 数据集上达到 26.99 dB。本次比赛共有 \textbf{244} 名注册参赛者,其中 \textbf{43} 支队伍提交了有效参赛作品。本报告细致分析了这些方法与结果,强调了 SOTA 单图像 ESR 技术的突破性进展。该分析突出了创新方法,并为该领域未来的研究确立了基准。

关键词

引用

@article{arxiv.2504.10686,
  title  = {The Tenth NTIRE 2025 Efficient Super-Resolution Challenge Report},
  author = {Bin Ren and Hang Guo and Lei Sun and Zongwei Wu and Radu Timofte and Yawei Li and Yao Zhang and Xinning Chai and Zhengxue Cheng and Yingsheng Qin and Yucai Yang and Li Song and Hongyuan Yu and Pufan Xu and Cheng Wan and Zhijuan Huang and Peng Guo and Shuyuan Cui and Chenjun Li and Xuehai Hu and Pan Pan and Xin Zhang and Heng Zhang and Qing Luo and Linyan Jiang and Haibo Lei and Qifang Gao and Yaqing Li and Weihua Luo and Tsing Li and Qing Wang and Yi Liu and Yang Wang and Hongyu An and Liou Zhang and Shijie Zhao and Lianhong Song and Long Sun and Jinshan Pan and Jiangxin Dong and Jinhui Tang and Jing Wei and Mengyang Wang and Ruilong Guo and Qian Wang and Qingliang Liu and Yang Cheng and Davinci and Enxuan Gu and Pinxin Liu and Yongsheng Yu and Hang Hua and Yunlong Tang and Shihao Wang and Yukun Yang and Zhiyu Zhang and Yukun Yang and Jiyu Wu and Jiancheng Huang and Yifan Liu and Yi Huang and Shifeng Chen and Rui Chen and Yi Feng and Mingxi Li and Cailu Wan and Xiangji Wu and Zibin Liu and Jinyang Zhong and Kihwan Yoon and Ganzorig Gankhuyag and Shengyun Zhong and Mingyang Wu and Renjie Li and Yushen Zuo and Zhengzhong Tu and Zongang Gao and Guannan Chen and Yuan Tian and Wenhui Chen and Weijun Yuan and Zhan Li and Yihang Chen and Yifan Deng and Ruting Deng and Yilin Zhang and Huan Zheng and Yanyan Wei and Wenxuan Zhao and Suiyi Zhao and Fei Wang and Kun Li and Yinggan Tang and Mengjie Su and Jae-hyeon Lee and Dong-Hyeop Son and Ui-Jin Choi and Tiancheng Shao and Yuqing Zhang and Mengcheng Ma and Donggeun Ko and Youngsang Kwak and Jiun Lee and Jaehwa Kwak and Yuxuan Jiang and Qiang Zhu and Siyue Teng and Fan Zhang and Shuyuan Zhu and Bing Zeng and David Bull and Jing Hu and Hui Deng and Xuan Zhang and Lin Zhu and Qinrui Fan and Weijian Deng and Junnan Wu and Wenqin Deng and Yuquan Liu and Zhaohong Xu and Jameer Babu Pinjari and Kuldeep Purohit and Zeyu Xiao and Zhuoyuan Li and Surya Vashisth and Akshay Dudhane and Praful Hambarde and Sachin Chaudhary and Satya Naryan Tazi and Prashant Patil and Santosh Kumar Vipparthi and Subrahmanyam Murala and Wei-Chen Shen and I-Hsiang Chen and Yunzhe Xu and Chen Zhao and Zhizhou Chen and Akram Khatami-Rizi and Ahmad Mahmoudi-Aznaveh and Alejandro Merino and Bruno Longarela and Javier Abad and Marcos V. Conde and Simone Bianco and Luca Cogo and Gianmarco Corti},
  journal= {arXiv preprint arXiv:2504.10686},
  year   = {2025}
}

备注

Accepted by CVPR2025 NTIRE Workshop, Efficient Super-Resolution Challenge Report. 50 pages