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Open access 2026

OpenGPL: Multimodal Open-Set Recognition via Dual-Level Pseudo-Unknown Generation and Positive–Negative Prompt Learning

The multimodal fusion of hyperspectral image (HSI) and light detection and ranging (LiDAR) data has advanced remote sensing (RS) classification. However, existing methods are mainly based on the closed-set assumption and are thus less effective in real-world open-set scenarios where unknown categories may appear during...

Yile Li, Bobo Xi, Wenjie Zhang et al. · 0 citations
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

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