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Thermal Image Super-Resolution Challenge Results - PBVS 2024

  • Rafael E. Rivadeneira*
  • , Angel D. Sappa
  • , Chenyang Wang
  • , Zhiwei Zhong
  • , Junjun Jiang
  • , Jin Kim
  • , Dongyeon Kang
  • , Dogun Kim
  • , Weiwei Zhou
  • , Chengkun Ling
  • , Jiada Lu
  • , Peilin Chen
  • , Shiqi Wang
  • , Huiwon Gwon
  • , Hyejeong Jo
  • , Sunhee Jo
  • , Jiseok Yoon
  • , Wonseok Jang
  • , Haseok Song
  • , Raghunath Sai Puttagunta
  • Zhu Li, George York, Cyprien Arnold, Lama Seoud
*Corresponding author for this work
  • Escuela Superior Politécnica del Litoral
  • Computer Vision Centre
  • School of Computer Science and Technology, Harbin Institute of Technology
  • City University of Hong Kong
  • Hanwha
  • Chinatelecom Cloud
  • Hanbat National University
  • University of Missouri
  • United States Air Force Academy
  • Polytechnique Montréal

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

This paper outlines the advancements and results of the Fifth Thermal Image Super-Resolution challenge, hosted at the Perception Beyond the Visible Spectrum CVPR 2024 workshop. The challenge employed a novel benchmark cross-spectral dataset consisting of 1000 thermal images, each paired with its corresponding registered RGB image. The challenge featured two tracks: Track-1 focused on Single Thermal Image Super-Resolution with an ×8 upscale factor, while Track-2 extended its evaluation to include both ×8 and ×16 scaling factors, utilizing high-resolution RGB images to guide the super-resolution process for low-resolution thermal images. The participation of over 175 teams highlights the research community's strong engagement and dedication to enhancing image resolution techniques across both single and cross-spectral methodologies. This year's challenge sets new benchmarks and provides valuable insights into future directions for research in thermal image super-resolution.

Original languageEnglish
Title of host publicationProceedings - 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2024
PublisherIEEE Computer Society
Pages3113-3122
Number of pages10
ISBN (Electronic)9798350365474
DOIs
StatePublished - 2024
Externally publishedYes
Event2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2024 - Seattle, United States
Duration: 16 Jun 202422 Jun 2024

Publication series

NameIEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops
ISSN (Print)2160-7508
ISSN (Electronic)2160-7516

Conference

Conference2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2024
Country/TerritoryUnited States
CitySeattle
Period16/06/2422/06/24

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