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Author

Ling-Kai Shi

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Preprint Sep 2026

What Drives Hierarchy-Aware Image Retrieval? Taxonomy Alignment, Objective Choice, and Geometry

Foundation vision models provide strong generic representations, yet high class-level retrieval accuracy does not necessarily imply that an embedding respects a target semantic taxonomy. We study strict explicit-taxonomy image retrieval on frozen DINOv2 features and ask: when hierarchical retrieval improves, how much o...

Ling-Kai Shi · 0 citations
Open access Sep 2026

OPMS-Seg: A UAV-Based High-Resolution Image Dataset for Semantic Segmentation of Open-Pit Coal Mine Slopes

Landslides induced by slope deformation in open-pit coal mines pose significant risks to personnel safety and production continuity. Intelligent slope recognition is a prerequisite for early deformation warning, yet no publicly available segmentation dataset specifically targeting open-pit mine slopes currently exists,...

Ling-Kai Shi, Yi-De Geng, Hao-Ran Wang et al. · 0 citations

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