Fan Min

Semi-supervised regression via confidence-weighting and residual-connection

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.

Structure-Prior-Guided Multi-Stage Cross-Modal Collaborative Network for RGB-D Semantic Segmentation

The results suggest that separating reliability-oriented correction from multimodal fusion can limit the propagation of unreliable cross-modal responses and improve indoor RGB-D semantic segmentation performance.

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...