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

Author

Pei-Cheng Yue

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2026

AMS-SemiCD: A Synergistic Framework for Semisupervised Change Detection via an Adaptive Pseudolabeling Strategy and a Multibranch Network

Semisupervised change detection (SSCD) aims to reduce the dependence on extensive labeled data. However, existing methods face three critical challenges. First, class imbalance and boundary ambiguity induce class-dependent confidence distributions, hindering reliable pseudolabel selection. Second, uncertain pixels may...

Di Zhang, Pei-Cheng Yue, Hui-Fang Ma et al. · 0 citations
2026

A Coarse-to-Fine Progressive Fusion Network for Multimodal Semantic Segmentation of Remote Sensing Images

Multimodal semantic segmentation of high-resolution remote sensing imagery is important for fine-grained land-cover interpretation. However, existing fusion methods still suffer from unstable shallow optical-DSM alignment and deep feature degradation caused by heterogeneous frequency noise, boundary-detail loss, and in...

Di Zhang, Yuhang Yan, Q. Niu et al. · 3 citations

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