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cs.CV2026
Network Knowledge Prior Guided Learning for Data-Efficient Surface Defect Detection
Hang-Cheng Dong, Guodong Liu, Dong Ye +1
Deep learning-based methods have become the de facto standard for industrial defect detection. However, their data-hungry nature and inherent "black-box" characteristics often lead…
cs.CV2026
When Can We Trust Deep Neural Networks? Towards Reliable Industrial Deployment with an Interpretability Guide
Hang-Cheng Dong, Yuhao Jiang, Yibo Jiao +5
The deployment of AI systems in safety-critical domains, such as industrial defect inspection, autonomous driving, and medical diagnosis, is severely hampered by their lack of reli…