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Bao-Zhi Cheng

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Open access Aug 2026

ULT-MambaNeck: a flop-optimized state space framework for industrial surface defect detection

This paper proposes ultra-lightweight topology MambaNeck, a hybrid detection architecture optimized for low-power edge systems, embedding a 1D selective state space model (SSM) within the feature fusion stage, and demonstrates that this logic-constrained designfundamentally minimizes required multiply-accumulate operat...

Qiang Tan, Bao-Zhi Cheng · 0 citations

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