The isometric self-organizing map for 3D hand pose estimation

@article{Guan2006TheIS,
  title={The isometric self-organizing map for 3D hand pose estimation},
  author={H. Guan and R. Feris and M. Turk},
  journal={7th International Conference on Automatic Face and Gesture Recognition (FGR06)},
  year={2006},
  pages={263-268}
}
  • H. Guan, R. Feris, M. Turk
  • Published 2006
  • Computer Science
  • 7th International Conference on Automatic Face and Gesture Recognition (FGR06)
We propose an isometric self-organizing map (ISO-SOM) method for nonlinear dimensionality reduction, which integrates a self-organizing map model and an ISOMAP dimension reduction algorithm, organizing the high dimension data in a low dimension lattice structure. We apply the proposed method to the problem of appearance-based 3D hand posture estimation. As a learning stage, we use a realistic 3D hand model to generate data encoding the mapping between the hand pose space and the image feature… Expand
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