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

Optical–elevation data fusion is widely used in aerial remote sensing semantic segmentation, as optical imagery provides rich spectral and textural information, while DSM or DEM data offer complementary elevation-related structural cues. However, effective fusion remains challenging because optical and elevation repres...