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Segmentation-Based Deep-Learning Approach For Surface-Defect Detection PDF

17 Pages·2021·English
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by ['bruce wang']| 2021| 17 pages| English

About Segmentation-Based Deep-Learning Approach For Surface-Defect Detection

This paper presents a segmentation-based deep learning approach for surface defect detection. The proposed model uses a small number (25-30) of defective training samples, which is practical for industry where available defective samples are limited. Experiments on a new surface defect dataset show the model outperforms related methods, including commercial software, while only requiring a small number of training samples. The paper evaluates factors like required annotation precision and computational cost to assess the method's suitability for practical applications in quality control.

Detailed Information

Author:['bruce wang']
Publication Year:2021
Pages:17
Language:English
Format:PDF
Price:FREE
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