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Author

Shuai Zhang

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2026

Enhancing Scene Generalization for Open-Vocabulary Remote Sensing Segmentation via Semantic–Structural Collaboration

Open-vocabulary semantic segmentation (OVSS) of remote sensing faces severe performance degradation when encountering unseen scene distributions caused by geographic, sensor, and resolution variations. Existing vision–language approaches provide strong semantic priors but lack scene-invariant structural representations...

Wu-Biao Huang, Hu-Chen Li, Shuai Zhang et al. · 0 citations
Open access Jul 2026

Knowledge Graph Enhanced for Zero-Shot Semantic Segmentation in Remote Sensing Imagery

A Knowledge Graph (KG) enhanced ZSSS framework is proposed, which introduces explicit hierarchical and relational information into class embeddings to achieve more structured and semantically consistent representations.

Wu-Biao Huang, Hu-Chen Li, Shuai Zhang et al. · 0 citations

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