Author

Jinqiu Sun

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Preprint Aug 2026

Unleashing the Power of Text: Text-Guided Flow Matching for Image Fusion under Complex Degradations

TGFusion is proposed, a text-guided latent-space flow matching framework that unifies degradation suppression and cross-modal fusion and achieves superior or competitive performance in perceptual quality, image naturalness, structural-detail preservation, and infrared-saliency retention, while remaining robust across diverse single and compound degradations.

Axi Niu, Jiehua Li, Kang Zhang et al. · 0 citations

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