AIM 2019 约束超分辨率挑战赛:方法与结果
图像与视频处理
2019-11-05 v1 计算机视觉与模式识别
摘要
本文回顾了 AIM 2019 约束基于样例的单图像超分辨率挑战赛,重点关注所提出的解决方案与结果。该挑战赛包含 3 个赛道。以 MSRResNet 的三个主要方面(即参数量、推理/运行时间、保真度(PSNR))为基线,赛道 1 旨在减少参数量,同时被约束维持或改善运行时间与 PSNR 结果;赛道 2 与赛道 3 分别旨在以其余两个方面为约束优化运行时间与 PSNR 结果。每个赛道平均有 64 名注册参与者,12 支队伍提交了最终结果。它们衡量了单图像超分辨率的最先进水平。
引用
@article{arxiv.1911.01249,
title = {AIM 2019 Challenge on Constrained Super-Resolution: Methods and Results},
author = {Kai Zhang and Shuhang Gu and Radu Timofte and Zheng Hui and Xiumei Wang and Xinbo Gao and Dongliang Xiong and Shuai Liu and Ruipeng Gang and Nan Nan and Chenghua Li and Xueyi Zou and Ning Kang and Zhan Wang and Hang Xu and Chaofeng Wang and Zheng Li and Linlin Wang and Jun Shi and Wenyu Sun and Zhiqiang Lang and Jiangtao Nie and Wei Wei and Lei Zhang and Yazhe Niu and Peijin Zhuo and Xiangzhen Kong and Long Sun and Wenhao Wang},
journal= {arXiv preprint arXiv:1911.01249},
year = {2019}
}