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Changyuan Wang

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Open access Jul 2026

Stage-Aware Robust Multimodal Prior Guidance for Diffusion-Based Image Super-Resolution

Experimental results on widely used SR benchmarks indicate promising improvements in perceptual quality and distributional realism with a compact trainable parameter scale, suggesting the value of reliable, stage-aware, and parameter-efficient multimodal prior integration for diffusion-based image super-resolution.

Changyuan Wang, Zhaoyin Shi, Long Chen · Electronics · 0 citations