期刊论文

Shichao Zhang

英文

Neurocomputing

0925-2312

2026

659

131787

10.1016/j.neucom.2025.131787

CRediT authorship contribution statement Yuxuan Hu: Writing – original draft, Software, Methodology, acquisition, Formal analysis, Conceptualization. Shichao Zhang: Writing – review & editing, Supervision, Project administration, Methodology, acquisition, Conceptualization.

本校为其他机构

Image denoising plays a vital role in enhancing image quality for various downstream vision tasks by learning robust feature representations that distinguish clean signals from noise. Recent advances in deep learning have enabled data-driven feature extraction but frequently face challenges such as spatial-channel feature redundancy, suboptimal fusion of multi-level features, and over-smoothing due to pixel-wise loss functions. To address these interconnected issues, this paper proposes the Perceptual Feature Learning Network (PFLN), a lightweight architecture explicitly designed for efficient...