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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Zhen-Hong Li

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Review Open access 2026

Learning Discriminative Representations of Landslides via Deep Metric Learning Under Limited Supervision

Detecting low-contrast targets from complex backgrounds in remote sensing, such as landslides, poses fundamental challenges for learning discriminative representations under limited expert annotations. Deep metric learning (DML) provides a principled framework for learning discriminative representations by explicitly s...

Jun-Jie Cai, Ming-Tao Ding, Mohib Ullah et al. · 0 citations
2026

ArtFusion: An Arbitrary-Reference Spatiotemporal Fusion Model for Seamless Remote Sensing Image Reconstruction

Spatiotemporal fusion (STF) represents a vital solution for continuous high-resolution Earth observation. Despite the increasing abundance of historical satellite archives, most existing STF methods are constrained by a limited number of auxiliary reference images (typically one or two), leading to underutilized multit...

Di-Zhou Guo, Qianqian Jia, Xuan Wang et al. · 0 citations
2026

MBANet: Multiscale Boundary Aware Network for Landslide Identification on Remote Sensing Imagery

Semantic segmentation of remote sensing imagery has been widely applied in landslide identification, effectively addressing the time-consuming and labor-intensive nature of manual visual interpretation. However, existing models still face challenges in extracting multiscale features and accurately delineating boundarie...

Zixun Xie, Chuang Song, Xingmin Cai et al. · 0 citations

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