Sketch-guided spatial adaptive normalization and high-level feature constraints based GAN image synthesis for steel strip defect detection data augmentation

Deep learning methods have made remarkable strides in surface defect detection. But, they heavily rely on large amount of training data, which can be a costly endeavor, especially for specific applications like steel strip surface defect detection, where acquiring and labeling large-scale data is im...

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Veröffentlicht in:	Measurement science & technology 2024-04, Vol.35 (4), p.45408
Hauptverfasser:	Ran, Guangjun, Yao, Xifan, Wang, Kesai, Ye, Jinsheng, Ou, Shuhui
Format:	Artikel
Sprache:	eng
Online-Zugang:	Volltext
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