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Yan-Qing Zhao

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Open access 2026

HR-Pro: Hierarchical Residual Prototype Memory for Efficient Industrial Anomaly Detection

Industrial anomaly detection is a critical task in intelligent manufacturing systems. Existing memory-based methods generally require storing a large number of patch-level normal features, resulting in high storage demands and reduced inference efficiency in large-scale settings. To address this issue, this article pro...

Si-Fang Feng, Yi Hu, Yong-Ze Ma et al. · IEEE Access · 0 citations

Open access 2026

Beyond VQA Accuracy: A Cross-Regime Diagnostic Evaluation of Symbol Consistency in Multimodal Large Language Models

A cross-regime diagnostic framework for evaluating symbol consistency in MLLMs is proposed and its multi-stage failure mechanisms are revealed, offering a reusable diagnostic perspective for reliability assessment and symbol-capability improvement in MLLMs.

Chuanche Wang, Ruifeng Guo, Pengfei Xiu et al. · IEEE Access · 0 citations