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Author

Xiao-Wen Gao

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2026

St-CGN: Multiscale Consistency and Dual-View Entropy Fusion for Source-Free Domain Adaptation in Remote Sensing Semantic Segmentation

In unsupervised domain adaptation (UDA) for remote sensing (RS), source-free domain adaptation (SFDA) has emerged as a crucial paradigm to overcome strict data limitations. However, traditional self-training (ST) methods struggle with severe domain shifts in SFDA, which cause spatial and semantic inconsistencies that l...

Hang Zhang, Yan Ren, Hui-Ling Mu et al. · 0 citations
Open access Aug 2026

Dual-channel learning framework for microbe-disease association prediction via subgraph enhanced dynamic weight–calibrated graph convolutional and cross-pooling attention networks

STDCAMDA provides an effective computational framework for prioritizing candidate disease-related microbes and supporting downstream biomedical validation and introduces two strategies: a dynamically weighted fusion classifier that integrates dual-channel features and uses a multi-layer perceptron for prediction, and a...

Jiahao Li, Xiangmin Ji, Xiao-Wen Gao et al. · 0 citations

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