IEEE

Smart Land Use Planning: Integrating Geographic Information Systems (GIS) with Graph Neural Networks (GNN) for Hazard Identification

Abstract: This paper presents a novel approach to smart land use planning by integrating Geographic Information Systems (GIS) with Graph Neural Networks (GNN). The primary objectives are to conduct ...
IEEE

Improving Weakly Supervised Semantic Segmentation with Contrastive Learning and Graph-Based Contextual Reasoning

Abstract: Weakly Supervised Semantic Segmentation (WSSS) aims to achieve pixel-level segmentation using limited annotation information but often encounters foreground-background confusion, ...