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Author

Jiaojiao Li

3 papers indexed here

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Sep 2026

Hilbert–Schmidt Independence Learning for Cross-Domain Zero-Shot Hyperspectral Image Classification

Hyperspectral image classification (HSIC) has witnessed remarkable progress with the rise of deep learning. Nevertheless, its real-world deployment remains substantially constrained by two fundamental challenges: substantial domain discrepancies across heterogeneous sensors and the scarcity of labeled samples in the re...

Zhi-Yuan Zhang, Jiao-Jiao Li, Rui Song et al. · 0 citations
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

HiL-SSM is proposed, a hierarchical interactive linear state-space modeling framework for zero-shot planetary scene classification that employs a unified, attention-free architecture based on structured state-space models (SSMs), enabling joint optimization of visual representation learning and semantic alignment withi...

Xiao-Meng Tan, Chang-Bin Xue, Bobo Xi et al. · 0 citations

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