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#graph neural networks Open access Sep 2026

DGCR-Net: Dynamic Graph Contextual Reasoning Network for Semantic Segmentation of Remote Sensing Imagery

DGCR-Net integrates a ResNet18 encoder with a multi-stage decoder composed of cascaded dynamic graph reasoning blocks (DGRBs), which adaptively infer complex contextual dependencies among irregular objects and progressively refine multi-scale semantic representations, ensuring robust contextual reasoning.

Hong Wang, Kun Gao, Xiaodian Zhang et al. · 0 citations

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