Author

Xudong Kang

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Aug 2026

Modeling Spectral-Spatial Attributes for Hyperspectral Anomaly Detection.

Hyperspectral anomaly detection (HAD) technique, which aims to identify abnormal targets that are different from the surrounding background in both spectral and spatial aspects, plays an important role in diverse remote sensing applications. Recently, a series of deep learning-based methods on the principle of backgrou...

Pu-Hong Duan, Zhi-Xiang Huang, Xu-Dong Kang et al. · IEEE Transactions on Pattern... · 0 citations

Review Jul 2026

Multimodal Large Language Models for Remote Sensing Image Understanding: Domain-Specific or General-Purpose?

A systematic survey and diagnostic evaluation of MLLMs for RSISU and demonstrates the strong transferability of general-purpose CV-MLLMs and shows that current RS-MLLMs do not consistently outperform them across diverse RSISU tasks.

Qiwei Ma, Chun-Ping Qiu, Xinjun Cheng et al. · arXiv.org · 0 citations