Fabric Defect Detection Method Using SA-Pix2pix Network and Transfer Learning

Fabric Defect Detection Method Using SA-Pix2pix Network and Transfer Learning

This paper proposes a fabric defect detection algorithm based on the SA-Pix2pix network and transfer learning to address the issue of insufficient accuracy in detecting complex pattern fabric defects in scenarios with limited sample data. Its primary contribution lies in treating defects as disrupti...

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Bibliographic Details
Main Authors: Feng Hu, Jie Gong, Han Fu, Wenliang Liu
Format: Article
Language:English
Published: MDPI AG 2023-12-01
Series:Applied Sciences
Subjects:
defect detection
generative adversarial network
defect reconstruction
loss functions
self-attention mechanism
transfer learning
Online Access:https://www.mdpi.com/2076-3417/14/1/41

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