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Kang Zhang

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Preprint Aug 2026

MeanSR: Restoration Trajectory Learning for One-Step Perceptual Super-Resolution

This work proposes MeanSR, a one-step perceptual SR method that learns an LR-conditioned average velocity field to directly capture the finite-time transition from degraded or noisy inputs to plausible HR outputs and introduces a Stage-Aware Temporal Sampling strategy to improve trajectory learning.

Axi Niu, Jiawei Kou, Kang Zhang et al. · 0 citations