mlsanityData to 7 Oct 2026

NTIRE 2024 Challenge on Short-form UGC Video Quality Assessment: Methods and Results

arXiv 2404.11313 ↗First posted 17 Apr 2024eess.IV cs.AIcited by 29

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Abstract (arXiv)

This paper reviews the NTIRE 2024 Challenge on Shortform UGC Video Quality Assessment (S-UGC VQA), where various excellent solutions are submitted and evaluated on the collected dataset KVQ from popular short-form video platform, i.e., Kuaishou/Kwai Platform. The KVQ database is divided into three parts, including 2926 videos for training, 420 videos for validation, and 854 videos for testing. The purpose is to build new benchmarks and advance the development of S-UGC VQA. The competition had 200 participants and 13 teams submitted valid solutions for the final testing phase. The proposed solutions achieved state-of-the-art performances for S-UGC VQA. The project can be found at https://github.com/lixinustc/KVQChallenge-CVPR-NTIRE2024.

Key facts. Cited by 29 papers in the map (data through 7 Oct 2026). Builds on 48 of its 87 references that are in the map. First posted on arXiv 17 Apr 2024.

Builds on

48 of 87 references.

References · 48

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2024: 9; 2025: 18; 2026: 2.

29 papers.

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  1. 2024Q-Bench-Video: Benchmarking the Video Quality Understanding of LMMscited by 39
  2. 2024NTIRE 2024 Challenge on Low Light Image Enhancement: Methods and Resultscited by 26
  3. 2025The Tenth NTIRE 2025 Efficient Super-Resolution Challenge Reportcited by 25
  4. 2025The Tenth NTIRE 2025 Image Denoising Challenge Reportcited by 21
  5. 2024Enhancing Blind Video Quality Assessment with Rich Quality-aware Featurescited by 19
  6. 2025NTIRE 2025 Challenge on Event-Based Image Deblurring: Methods and Resultscited by 16
  7. 2025NTIRE 2025 Challenge on Short-form UGC Video Quality Assessment and Enhancement: Methods and Resultscited by 14
  8. 2025NTIRE 2025 Challenge on Efficient Burst HDR and Restoration: Datasets, Methods, and Resultscited by 14
  9. 2025NTIRE 2025 Challenge on Image Super-Resolution (x4): Methods and Resultscited by 12
  10. 2025NTIRE 2025 Challenge on UGC Video Enhancement: Methods and Resultscited by 12
  11. 2025NTIRE 2025 Challenge on Short-form UGC Video Quality Assessment and Enhancement: KwaiSR Dataset and Studycited by 11
  12. 2025NTIRE 2025 Challenge on Real-World Face Restoration: Methods and Resultscited by 10
17 more
  1. 2024NTIRE 2024 Restore Any Image Model (RAIM) in the Wild Challengecited by 9
  2. 2025NTIRE 2025 Challenge on RAW Image Restoration and Super-Resolutioncited by 9
  3. 2025NTIRE 2025 challenge on Text to Image Generation Model Quality Assessmentcited by 8
  4. 2024Deep RAW Image Super-Resolution. A NTIRE 2024 Challenge Surveycited by 6
  5. 2025NTIRE 2025 XGC Quality Assessment Challenge: Methods and Resultscited by 6
  6. 2025NTIRE 2025 the 2nd Restore Any Image Model (RAIM) in the Wild Challengecited by 5
  7. 2024NTIRE 2024 Challenge on Night Photography Renderingcited by 4
  8. 2025RAW Image Reconstruction from RGB on Smartphones. NTIRE 2025 Challenge Reportcited by 4
  9. 2025NTIRE 2025 Challenge on HR Depth from Images of Specular and Transparent Surfacescited by 3
  10. 2025Enhanced Semantic Extraction and Guidance for UGC Image Super Resolutioncited by 2
  11. 2024Advancing Video Quality Assessment for AIGCcited by 1
  12. 2025NTIRE 2025 Image Shadow Removal Challenge Reportcited by 1
  13. 2025NTIRE 2025 Challenge on Low Light Image Enhancement: Methods and Resultscited by 1
  14. 2024Priorformer: A UGC-VQA Method with content and distortion priorscited by 0
  15. 2024NTIRE 2024 Challenge on Stereo Image Super-Resolution: Methods and Resultscited by 0
  16. 2026LoViF 2026 Challenge on Human-oriented Semantic Image Quality Assessment: Methods and Resultscited by 0
  17. 2026FGSVQA: Frequency-Guided Short-form Video Quality Assessmentcited by 0