bitrate reduction 1diffusion models 1generative video processing 1large-scale deployment 1user-generated content 1video restoration 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.CV2026
LPM: Industrial-Scale Generative Video Restoration
Bichuan Zhu, Fulin Li, Jiachao Gong +14
The paper introduces LPM, a diffusion‑based generative model for restoring user‑generated videos at industrial scale, achieving high visual quality, temporal consistency, and up to…
cs.CV2026
NTIRE 2026 Challenge on Short-form UGC Video Restoration in the Wild with Generative Models: Datasets, Methods and Results
Xin Li, Jiachao Gong, Xijun Wang +75
This paper presents an overview of the NTIRE 2026 Challenge on Short-form UGC Video Restoration in the Wild with Generative Models. This challenge utilizes a new short-form UGC (S-…
cs.CV2026
Score2Instruct: Scaling Up Video Quality-Centric Instructions via Automated Dimension Scoring
Qizhi Xie, Kun Yuan, Yunpeng Qu +5
Classical video quality assessment methods generate a numerical score to judge a video's perceived visual fidelity and clarity. Yet, a score fails to describe the video's complex q…