ResearchTrend.AI
  • Papers
  • Communities
  • Events
  • Blog
  • Pricing
Papers
Communities
Social Events
Terms and Conditions
Pricing
Parameter LabParameter LabTwitterGitHubLinkedInBlueskyYoutube

© 2025 ResearchTrend.AI, All rights reserved.

  1. Home
  2. Papers
  3. 2404.16484
35
10

Real-Time 4K Super-Resolution of Compressed AVIF Images. AIS 2024 Challenge Survey

25 April 2024
Marcos V. Conde
Zhijun Lei
Wen Li
Cosmin Stejerean
Ioannis Katsavounidis
Radu Timofte
Kihwan Yoon
Ganzorig Gankhuyag
Jiangtao Lv
Long Sun
Jinshan Pan
Jiangxin Dong
Jinhui Tang
Zhi-Ying Li
Hao Wei
Chenyang Ge
Dongyang Zhang
Tianle Liu
H. Chen
Yi Jin
Meng-Ying Zhou
Yi-Fang Yan
Si-feng Gao
Biao Wu
Shaoli Liu
Cheng-yong Zheng
Diankai Zhang
Ning Wang
Xintao Qiu
Yuan Zhou
Kongxian Wu
Xi Dai
Hui Tang
Weiying Deng
Qi Gao
Tong Tong
Jae-Hyeon Lee
Ui-Jin Choi
Min Yan
Xin Liu
Qian Wang
Xiao-Han Ye
Zhan Du
Tian‐Min Zhang
Long Peng
Jiaming Guo
Xin Di
Bo Liao
Zhibo Du
Peize Xia
Renjing Pei
Yang Wang
Yang Cao
Zheng-jun Zha
Bingnan Han
Hongyuan Yu
Zhuoyuan Wu
Cheng Wan
Yuqing Liu
Hao-Nan Yu
Jizhe Li
Zhi-Qiu Huang
Yuan Huang
Yajun Zou
Xianyu Guan
Qilong Jia
Heng-Ming Zhang
Xuanwu Yin
Kunlong Zuo
Hyeon-Cheol Moon
Tae-hyun Jeong
Yoonmo Yang
Jae-Gon Kim
Jinwoo Jeong
Sunjei Kim
ArXivPDFHTML
Abstract

This paper introduces a novel benchmark as part of the AIS 2024 Real-Time Image Super-Resolution (RTSR) Challenge, which aims to upscale compressed images from 540p to 4K resolution (4x factor) in real-time on commercial GPUs. For this, we use a diverse test set containing a variety of 4K images ranging from digital art to gaming and photography. The images are compressed using the modern AVIF codec, instead of JPEG. All the proposed methods improve PSNR fidelity over Lanczos interpolation, and process images under 10ms. Out of the 160 participants, 25 teams submitted their code and models. The solutions present novel designs tailored for memory-efficiency and runtime on edge devices. This survey describes the best solutions for real-time SR of compressed high-resolution images.

View on arXiv
Comments on this paper