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20242026
most citedNTIRE 2024 Challenge on Image Super-Resolution (x4): Methods and Results

54 citations · 58 across the 21 of their papers we have counts for

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6 papers · 1 filter

cs.CV2025

Versatile Recompression-Aware Perceptual Image Super-Resolution

Mingwei He, Tongda Xu, Xingtong Ge +3

Perceptual image super-resolution (SR) methods restore degraded images and produce sharp outputs. In practice, those outputs are usually recompressed for storage and transmission.…

cs.CV2025

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…

cs.CV2025

Accelerating Diffusion-based Super-Resolution with Dynamic Time-Spatial Sampling

Rui Qin, Qijie Wang, Ming Sun +3

Diffusion models have gained attention for their success in modeling complex distributions, achieving impressive perceptual quality in SR tasks. However, existing diffusion-based S…

eess.IV2025

NTIRE 2025 Challenge on Short-form UGC Video Quality Assessment and Enhancement: Methods and Results

Xin Li, Kun Yuan, Bingchen Li +110

This paper presents a review for the NTIRE 2025 Challenge on Short-form UGC Video Quality Assessment and Enhancement. The challenge comprises two tracks: (i) Efficient Video Qualit…

cs.CV2025

KVQ: Boosting Video Quality Assessment via Saliency-guided Local Perception

Yunpeng Qu, Kun Yuan, Qizhi Xie +3

Video Quality Assessment (VQA), which intends to predict the perceptual quality of videos, has attracted increasing attention. Due to factors like motion blur or specific distortio…

cs.CV2025

Visual Autoregressive Modeling for Image Super-Resolution

Yunpeng Qu, Kun Yuan, Jinhua Hao +4

Image Super-Resolution (ISR) has seen significant progress with the introduction of remarkable generative models. However, challenges such as the trade-off issues between fidelity…