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Author

Jing-Yi Wang

2 papers indexed here

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2026

DRIDNet: Diffusion-Regularized Intrinsic Decomposition Network for Shadow Robust Hyperspectral and LiDAR Classification

Multimodal remote sensing data, especially hyperspectral image (HSI) and light detection and ranging (LiDAR) data, have substantially advanced land-cover classification. However, cloud shadows and structure-induced occlusions distort observed spectra and also weaken cross-modal consistency, which degrades classificatio...

He Zhang, Kun Gao, Jing-Yi Wang et al. · 0 citations
#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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