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Suhuimin Tian

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Articles

MicroDETR for efficient and lightweight PCB defect detection

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By Yanru Hu, Xin Zou, Xiaoqin Huang, Suhuimin Tian
| Nature Verified
Abstract Printed circuit board (PCB) defect detection faces significant challenges including dense micro-scale targets, similar background textures, and parameter redundancy in existing models. This study proposes MicroDETR, a lightweight real-time detection transformer optimized through three innovations. First, an EfficientBlock backbone employs depthwise separable convolution and channel shuffle mechanisms to enhance feature representation while compressing parameters.
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