articleIEEE Internet of Things JournalFeb 27, 2025Closed access

Toward Visual Interaction: Hand Segmentation by Combining 3-D Graph Deep Learning and Laser Point Cloud for Intelligent Rehabilitation

Kunming Medical University · Xi'an Jiaotong University · +1 more institution

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Abstract

Against the backdrop of the increasing trend of aging population in China and even globally, the demand for hand function rehabilitation is growing day by day, and human-machine interaction virtual rehabilitation systems have become a research hotspot. Currently, 3-D vision has shown great potential in morphological analysis, but the complexity and irregularity of hand surfaces pose challenges for accurate segmentation. This study has proposed a hand surface segmentation network (HSSN) for intelligent hand function rehabilitation in the virtual reality, which combines 3-D graph deep learning and laser point cloud. HSSN integrates a series of methods, with edge convolution layers effectively addressing the…

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86
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FWCI
114.29
Percentile
100%
References
48
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Authors

6

Topics & keywords

Keywords
  • Point cloud
  • Computer science
  • Cloud computing
  • Segmentation
  • Artificial intelligence
  • Graph
  • Image segmentation
  • Computer vision
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