Localization and Pixel-Confidence Network for Surface Defect Segmentation

Localization and Pixel-Confidence Network for Surface Defect Segmentation

Surface defect segmentation based on deep learning has been widely applied in industrial inspection. However, two major challenges persist in specific application scenarios: first, the imbalanced area distribution between defects and the background leads to degraded segmentation performance; second,...

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Bibliographic Details
Main Authors: Yueyou Wang, Zixuan Xu, Li Mei, Ruiqing Guo, Jing Zhang, Tingbo Zhang, Hongqi Liu
Format: Article
Language:English
Published: MDPI AG 2025-07-01
Series:Sensors
Subjects:
surface defect segmentation
deep learning
machine vision
two-stage model
Online Access:https://www.mdpi.com/1424-8220/25/15/4548
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