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Kai-Sheng Deng

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Open access Aug 2026

Research on Industrial Defect Machine Vision Detection Algorithm Based on Deep Learning and Spectral Fusion

Industrial surface defect detection is core to intelligent manufacturing quality assurance, guaranteeing stable product quality and reliable production. Conventional defect detection deep learning algorithms relying on Red-Green-Blue (RGB) images suffer low accuracy and weak robustness amid complicated industrial scene...

Kai-Sheng Deng · 0 citations
Open access Aug 2026

Bearing Single-Source Domain Generalization Fault Diagnosis Method Based on Adaptive Frequency-Domain Augmentation and Unsupervised Contrastive Learning

An unsupervised contrastive learning framework named FDACL is proposed, providing an unsupervised diagnostic approach for railway bearings under unknown working conditions and outperforms state-of-the-art baselines on SDG transfer tasks.

Kai-Sheng Deng, Ping Qu · 0 citations

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