AI vision-based lcd liquid crystal display screen defect detection system
The AI vision-based LCD display defect detection system utilizes deep neural networks to decompose images and perform cross-layer consistency verification, solving the problem of balancing multiple types of defect detection in existing technologies, improving adaptability and robustness, and achieving efficient and accurate defect detection.
Patent Information
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- SHENZHEN XUANCAI SHIJIA TECH CO LTD
- Filing Date
- 2026-04-23
- Publication Date
- 2026-07-17
AI Technical Summary
Existing technologies are difficult to handle multiple types of defect detection, lack adaptability to products of different specifications, have insufficient detection robustness, and are easily affected by industrial environmental noise.
An AI-based vision-based LCD display defect detection system is employed, comprising a system initialization and adaptive prior parameter generation module, an image acquisition module, a physical prior-based adaptive image decomposition module, a cross-layer residual consistency verification and defect enhancement module, and a defect location and result output module. The system decomposes the image into a periodic structure layer, a basic brightness layer, and an anomalous residual layer using a deep neural network, and enhances the defect signal while suppressing noise through cross-layer consistency verification.
It achieves effective decoupling of different types of defects, improves the adaptability and robustness of detection, reduces the calibration cost for new product models, and improves the accuracy and stability of detection.
Smart Images
Figure CN122415532A_ABST