LarGAN: A Label Auto-Rescaling Generation Adversarial Network for Rare Surface Defects

LarGAN: A Label Auto-Rescaling Generation Adversarial Network for Rare Surface Defects

Insufficient defect data significantly limits detection accuracy in continuous casting slab production. This limitation arises from the data collection in fast-paced production environments. To address this issue, we propose LarGAN, a data augmentation approach that synthesizes similar and high-qual...

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Bibliographic Details
Main Authors: Guan Qin, Hanxin Zhang, Ke Xu, Liaoting Pan, Lei Huang, Xuezhong Huang, Yi Wei
Format: Article
Language:English
Published: MDPI AG 2025-05-01
Series:Sensors
Subjects:
generation adversarial network (GAN)
image generation
data augmentation
surface defects
casting slabs
Online Access:https://www.mdpi.com/1424-8220/25/10/2958
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