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Mingzhe Wang

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Open access 2026

Planetary Scene Classification via a Novel Zero-Shot Hierarchical State-Space Model

Planetary scene classification plays a fundamental role in geomorphological analysis and autonomous exploration missions. However, planetary terrains exhibit high intraclass structural variability, and their analysis relies on an extremely limited set of annotated samples, making exhaustive premission labeling impracti...

Xiaomeng Tan, Changbin Xue, Bobo Xi et al. · 0 citations
Preprint Aug 2026

Efficient Coreset Selection via K-Nearest Neighbor Graphs

Experiments show that KNNG-CS achieves accuracy comparable to representative gradient-approximation coreset methods, while reducing selection time by $2.3\times$-$41.2\times$ and peak memory to $0.3\%$-$7.5\%$ of the baselines.

Yingfan Liu, Lei-Yu Zhang, Jia-Dong Xie et al. · 1 citation

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