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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Hoanh Nguyen

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2 papers indexed here

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Open access 2026

SteelSpec-RTDETR: Defect-Aware Multi-Scale Transformer Detection for Low-Contrast Steel Surface Inspection

: Accurate and efficient detection of steel surface defects is essential for automated industrial quality inspection. However, steel defects often exhibit small sizes, low contrast, irregular shapes, and strong similarity to background textures, making them difficult to localize reliably under real-time deployment cons...

Mien-Ka Duong, Hoanh Nguyen · 0 citations
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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