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Xingyue Liu

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#graph neural networks Open access Jul 2026

GNMLC-Net: a graph neural inference and multi-layer context-aware fusion network for high-precision detection of avionics thermistor solder joints

A Cascaded Refinement and Context-Gated Semantic Injection mechanism is designed to enhance sensitivity to small targets by refining key feature information and improving the quality of feature representations, which effectively mitigates the semantic-spatial mismatch issue in deep networks while enhancing multi-scale feature representation capabilities.

Zhihao Hu, Guojun Wen, Xingyue Liu · 0 citations