IEEE

RADAR: Reliable Aligned Decoding and Resampling for Semi-Supervised Node Classification with Graph Contrastive Learning

Abstract: Graph contrastive learning (GCL) leverages semantic consistency as contrastive signals and has shown strong performance in semi-supervised node classification. However, real-world graphs ...
Scientific Research Publishing

Assessment of Forest Reserve Deforestation in the Federal Capital Territory (FCT), Nigeria ()

Figures 12-14 are the land use/land cover maps of existing forest reserves in the FCT, namely; Tufa in Abaji, Chihuma, Chikwei, Kusoru and Shaba in Bwari, Maje Abuchi in Gwagwalada, then, Buga Hill, ...
Frontiers

Semi-Supervised Learning with Foundation Models for Biomedical Data Analysis: Multimodality, Generative AI, and Clinical Adaptation

Biomedical data analysis has evolved rapidly from convolutional neural network-based systems toward transformer architectures and large-scale foundation ...
IEEE

S4DR-Net: Self-Supervised Spatial–Spectral Distance Reconstruction Network for Multispectral Point Cloud Classification

Abstract: Multispectral LiDAR point clouds are valuable in remote sensing for their spatial–spectral consistency, yet their high acquisition and annotation costs pose significant challenges. To ...