mlsanityData to 14 Oct 2026

ICME 2025 Grand Challenge on Video Super-Resolution for Video Conferencing

arXiv 2506.12269 ↗First posted 13 Jun 2025eess.IV cs.CV cs.MMcited by 1

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Abstract (arXiv)

Super-Resolution (SR) is a critical task in computer vision, focusing on reconstructing high-resolution (HR) images from low-resolution (LR) inputs. The field has seen significant progress through various challenges, particularly in single-image SR. Video Super-Resolution (VSR) extends this to the temporal domain, aiming to enhance video quality using methods like local, uni-, bi-directional propagation, or traditional upscaling followed by restoration. This challenge addresses VSR for conferencing, where LR videos are encoded with H.265 at fixed QPs. The goal is to upscale videos by a specific factor, providing HR outputs with enhanced perceptual quality under a low-delay scenario using causal models. The challenge included three tracks: general-purpose videos, talking head videos, and screen content videos, with separate datasets provided by the organizers for training, validation, and testing. We open-sourced a new screen content dataset for the SR task in this challenge. Submissions were evaluated through subjective tests using a crowdsourced implementation of the ITU-T Rec P.910.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 20 of its 30 references that are in the map. First posted on arXiv 13 Jun 2025.

Builds on

20 of 30 references.

References · 20

  1. 2018The Unreasonable Effectiveness of Deep Features as a Perceptual Metriccited by 11,177
  2. 2021SwinIR: Image Restoration Using Swin Transformercited by 1,887
  3. 2021BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and Alignmentcited by 342
  4. 2024OpenVid-1M: A Large-Scale High-Quality Dataset for Text-to-video Generationcited by 341
  5. 2020BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyondcited by 304
  6. 2021Investigating Tradeoffs in Real-World Video Super-Resolutioncited by 134
  7. 2024Arbitrary-steps Image Super-resolution via Diffusion Inversioncited by 86
  8. 2020NTIRE 2020 Challenge on Real-World Image Super-Resolution: Methods and Resultscited by 83
  9. 2024The Ninth NTIRE 2024 Efficient Super-Resolution Challenge Reportcited by 57
  10. 2024NTIRE 2024 Challenge on Image Super-Resolution (x4): Methods and Resultscited by 40
  11. 2020AIM 2020 Challenge on Efficient Super-Resolution: Methods and Resultscited by 36
  12. 2024RealViformer: Investigating Attention for Real-World Video Super-Resolutioncited by 33
8 more
  1. 2021NTIRE 2021 Challenge on Quality Enhancement of Compressed Video: Methods and Resultscited by 26
  2. 2021NTIRE 2021 Challenge on Video Super-Resolutioncited by 15
  3. 2023BSRAW: Improving Blind RAW Image Super-Resolutioncited by 11
  4. 2022A crowdsourcing approach to video quality assessmentcited by 8
  5. 2023VCD: A Video Conferencing Dataset for Video Compressioncited by 8
  6. 2024AIM 2024 Challenge on Efficient Video Super-Resolution for AV1 Compressed Contentcited by 7
  7. 2020Transformation of Mean Opinion Scores to Avoid Misleading of Ranked based Statistical Techniquescited by 3
  8. 2023ReBotNet: Fast Real-time Video Enhancementcited by 1

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