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Yang Yang

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Open access 2026

SBCL-Net: Discrepancy-Guided Semantic–Boundary Interaction for Robust Agricultural Parcel Delineation From Remote Sensing Imagery

SBCL-Net is proposed, a discrepancy-guided semantic–boundary interaction framework for agricultural parcel delineation that consists of a semantic stream for region-level parcel representation and an independent boundary stream for structure-sensitive contour perception.

Yi-Fan Yu, Song Deng, Yang Yang et al. · 0 citations
Open access Aug 2026

GCF-Net: Stage-Aligned Optical–Elevation Fusion for Aerial Remote Sensing Semantic Segmentation

GCF-Net is proposed, a stage-aligned optical–elevation fusion network that matches different cross-modal processing objectives to the evolving representation states of the encoder–decoder pipeline that achieves architectural flexibility, tolerance to moderate elevation degradation, and a balanced accuracy–efficiency tr...

Yi-Fan Yu, Song Deng, Yang Yang et al. · 0 citations

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