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Chi Kien Ha

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Open access Aug 2026

Decoder-only transformer with multi-scale attention for efficient printed circuit board defect inspection

The proposed real-time PCB defect detection model based on a Transformer decoder-only architecture’s efficiency and high precision make it well suited for deployment in fast-paced PCB manufacturing lines that demand stringent real-time performance and reliable defect detection.

Chi Kien Ha, Hoanh Nguyen · 0 citations

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