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Ji-Ying Ma

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Jul 2026

DSGH-Net: Medical Image Segmentation via Dual-Statistical Dynamic Context and Graph-Convolutional Heterogeneous Decoder.

The Dual-Statistical Context Modulation Block (DCM-Block), which integrates Global Average Pooling and Global Max Pooling to generate content-aware dynamic weights, thereby achieving dynamic multi-scale feature fusion at the bottleneck layer is proposed.

Jiying Ma, Di Long, Pengfei Li · 0 citations

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