Multiscale Adversarial and Weighted Gradient Domain Adaptive Network for Data Scarcity Surface Defect Detection

Surface defect detection is a challenging task in industrial manufacture. Recent methods using supervised learning need a large-scale dataset to achieve precise detection. However, the time-consuming and the difficulty of data acquisition make it difficult to build a large-scale dataset. This articl...

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Veröffentlicht in:	IEEE transactions on instrumentation and measurement 2021, Vol.70, p.1-10
Hauptverfasser:	Song, Yiguo, Liu, Zhenyu, Wang, Jiahui, Tang, Ruining, Duan, Guifang, Tan, Jianrong
Format:	Artikel
Sprache:	eng
Schlagworte:	Adaptation models Adaptive systems Adversarial training Annotations Back propagation Datasets Detectors domain adaptation Domains Feature extraction Image acquisition Knowledge management machine vision Production methods surface defect detection Surface defects Task analysis Training
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