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

Author

Yuanxin Ye

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2026

Coupled Geometry-Sequence State-Space Model for Point Cloud Semantic Segmentation

The complex spatial structures and varying scales of point cloud data make semantic segmentation a highly challenging task. While downsampling and feature fusion are essential steps in mainstream networks, existing models often suffer from local geometry loss and multiscale semantic conflicts during these processes. To...

Dong-Rong Yang, Si-Yuan Hao, Yuan-Xin Ye · 0 citations
Jan 2025

Kolmogorov–Arnold Network for Remote Sensing Image Semantic Segmentation

DeepKANSeg, a novel network based on the Kolmogorov–Arnold network (KAN), achieves superior performance in terms of accuracy compared to state-of-the-art methods and improves interpretability, making it suitable for explainable learning in remote sensing.

Ziyao Wang, Yin Hu, Xiaokang Zhang et al. · 12 citations · ⚡1

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