Lujian Zhang

ORCID: 0000-0001-6757-359X
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About
Contact & Profiles
Research Areas
  • Remote Sensing and LiDAR Applications
  • 3D Shape Modeling and Analysis
  • 3D Surveying and Cultural Heritage
  • Radio Astronomy Observations and Technology
  • Astronomical Observations and Instrumentation

Yantai University
2023-2024

China Electronics Technology Group Corporation
2017

10.1109/tgrs.2024.3384250 article EN IEEE Transactions on Geoscience and Remote Sensing 2024-01-01

In recent years, the abundance of information in 3D data has made semantic segmentation point clouds a topic great interest. However, current methods often rely solely on original three-dimensional coordinates cloud as input geometric features, leading to poor generalization performance. Additionally, occlusion can negatively impact accuracy when only local is considered. To address these issues, this paper proposes network named LGFF-Net. fully utilize clouds, we designed Local Feature...

10.1109/access.2023.3293161 article EN cc-by-nc-nd IEEE Access 2023-01-01

Due to the influence of objective factors such as scene noise and hardware equipment, compared CAD modeling point clouds, real clouds collected by LiDAR often have strong non-uniformity irregularity, which leads low ability traditional cloud classification models extract features in scenes poor robustness. To address this issue, we added a local feature fusion module dense connected method PointMLP, thereby encoding broader information into features. The simple stacking multiple MLP Mixer...

10.1109/nnice61279.2024.10498344 article EN 2024-01-19
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