Defect image diffusion generation method and device, equipment and storage medium

By constructing defect physical vectors and adjusting the diffusion noise amplitude, generating and verifying defect images, the problem that defect image generation methods in the prior art cannot pay attention to physical size, and improve the accuracy of defect images.

CN120543684AActive Publication Date: 2025-08-26GUANGDONG MECHANICAL & ELECTRICAL COLLEGE
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Patent Information

Application Number
CN202511039065.1
Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
Filing Date
2025-07-28
Publication Date
2025-08-26
Estimated Expiration
2045-07-28

AI Technical Summary

Technical Problem

In the prior art, defect image generation methods cannot pay attention to the physical size of the defect, resulting in low accuracy of the generated defect image.

Method used

By determining the target defect type and size parameters based on the natural language prompt text input by the user, the defect physical vector is constructed, the diffusion noise amplitude during the diffusion process is adjusted, the initial defect image is generated, and physical consistency verification is performed to output the target defect image.

Benefits of technology

It realizes explicit modeling and dynamic control of the physical size of defective images, and improves the accuracy of generating defective images.

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Abstract

The invention discloses a defect image diffusion generation method and device, equipment and a storage medium, and relates to the technical field of image processing, and the method comprises the steps: determining a target defect type and a defect size parameter corresponding to a target defect according to a natural language prompt text input by a user; building a defect physical vector based on the target defect type and the defect size parameter; adjusting the diffusion noise amplitude in the diffusion process based on the defect physical vector, and generating an initial defect image corresponding to the initial workpiece noise image; and performing physical consistency verification on the initial defect image, and outputting a target defect image according to a verification result. The diffusion noise amplitude in the diffusion process is adjusted based on the defect physical vector corresponding to the target defect, the initial defect image is generated, and the target defect image is output according to the verification result of the initial defect image, so that the problem that the defect image generation method in the prior art cannot pay attention to the physical size of the defect is solved. And the accuracy of the generated defect image is not high.
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