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4 Results Found

  • Article
  • Open Access
4 Citations
3,267 Views
20 Pages

GACM: A Graph Attention Capsule Model for the Registration of TLS Point Clouds in the Urban Scene

  • Jianjun Zou,
  • Zhenxin Zhang,
  • Dong Chen,
  • Qinghua Li and ,
  • Lan Sun,
  • Ruofei Zhong,
  • Liqiang Zhang and
  • Jinghan Sha
  • + 3 authors+ 0 author

9 November 2021

Point cloud registration is the foundation and key step for many vital applications, such as digital city, autonomous driving, passive positioning, and navigation. The difference of spatial objects and the structure complexity of object surfaces are...

(This article belongs to the Special Issue Advances in Deep Learning Based 3D Scene Understanding from LiDAR)
  • Article
  • Open Access
403 Views
23 Pages

GACM-Net: A Geometry-Aware Contextual Memory Network for Efficient 3D Point Cloud Understanding

  • Dongzhen Liu,
  • Yuzhong Deng,
  • Haojie Wu,
  • Jian He and ,
  • Jianxiao Zou and
  • Shicai Fan
  • + 1 author+ 0 author

12 August 2026

Three-dimensional point cloud understanding plays an important role in autonomous perception, robotic navigation, and LiDAR-based remote sensing. However, the irregular and unordered nature of point clouds makes it challenging to model long-range con...

  • Article
  • Open Access
755 Views
20 Pages

Cross-domain few-shot hyperspectral image (HSI) classification is challenging due to limited labeled samples and distribution shifts across sensors and acquisition scenes, which often degrade feature representation and classification performance. Thi...

(This article belongs to the Special Issue AI-Driven Image Processing: Theory, Methods, and Applications)
  • Article
  • Open Access
1 Citations
1,091 Views
20 Pages

GIMMNet: Geometry-Aware Interactive Multi-Modal Network for Semantic Segmentation of High-Resolution Remote Sensing Imagery

  • Qian Weng,
  • Xiansheng Huang,
  • Yifeng Lin,
  • Yu Zhang and ,
  • Zhaocheng Li,
  • Cairen Jian and
  • Jiawen Lin
  • + 2 authors+ 0 author

29 December 2025

Remote sensing semantic segmentation holds significant application value in urban planning, environmental monitoring, and related fields. In recent years, multimodal approaches that fuse optical imagery with normalized Digital Surface Models (nDSM) h...

(This article belongs to the Special Issue Artificial Intelligence and Machine Learning for Multi-Modal and Multi-Spectral Remote Sensing Image Processing)