Structured guided diffusion models for industrial defect image generation

Yulai Xie

doi:10.1016/j.knosys.2025.114642

Structured guided diffusion models for industrial defect image generation

2025-10-13

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DOI：10.1016/j.knosys.2025.114642

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• Propose a Structured-GDM framework for controllable defect generation. • Design a structured architecture for the independent control of three elements. • Develop a multiple-class training scheme for “one-for-all” defect generation. • Demonstrate superior performance in generating high-quality defect samples.Demonstrate superior performance in generating high-quality defect samples.

Structured guided diffusion models for industrial defect image generation

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