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UGC video

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Kuaishou Audio & Video Technology
Kuaishou Audio & Video Technology
Jun 9, 2026 · Artificial Intelligence

CVPR NTIRE 2026 UGC Short‑Video Restoration Challenge: Winning Solutions and Highlights

The CVPR NTIRE 2026 challenge introduced the KwaiVIR benchmark for real‑world UGC short‑video degradation, attracted 95 registered teams with 12 final submissions from 14 universities and 5 companies, evaluated on subjective human scores and objective metrics (PSNR, SSIM, LPIPS, MUSIQ, WarpError), and saw RedMediaTech achieve the top overall performance with a subjective score of 3.8525 and the best objective results (PSNR 30.7610, SSIM 0.8504, LPIPS 0.1910), while detailed analyses of the leading three methods reveal diverse two‑stage diffusion and generative pipelines.

CVPRNTIREUGC video
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CVPR NTIRE 2026 UGC Short‑Video Restoration Challenge: Winning Solutions and Highlights
AIWalker
AIWalker
Jun 2, 2025 · Artificial Intelligence

NTIRE 2025 UGC Video Enhancement Challenge: Methods and Results

The NTIRE 2025 challenge introduced a new benchmark for user‑generated content video enhancement, detailing a 150‑video dataset, a pairwise subjective evaluation using the Bradley‑Terry model, hardware specifications, and the diverse multi‑stage deep‑learning methods and results of participating teams.

NTIRE 2025UGC videobenchmark
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NTIRE 2025 UGC Video Enhancement Challenge: Methods and Results