Author

Fumin Wang

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Sep 2026

Machine vision-based surface defect testing of industrial materials using a lightweight multiscale attention fusion network

Abstract Surface defect detection is essential for maintaining quality in industrial products, but in real industrial applications it faces a dilemma among accuracy, processing speed, and model lightweight. To address this challenge, we propose a method named global attention mechanism for deeply separable YOLO (simply...

Fu-Min Wang, Jia-Hao Jiang, Kuan Zhang et al. · Materials Testing · 0 citations

Preprint Aug 2026

M-Net: Integrating Spectral Features and Physical Field Operators into Deep Learning for Medical Image Segmentation

M-Net establishes that mathematical inductive biases provide effective complementary information for medical image segmentation, and opens avenues for integrating linear algebra and vector calculus into deep architectures for medical imaging.

Jingan Zhu, Yedong Wang, Fumin Wang · 0 citations