• Title/Summary/Keyword: multilevel augmentation method

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LEGENDRE MULTIWAVELET GALERKIN METHODS FOR DIFFERENTIAL EQUATIONS

  • Zhou, Xiaolin
    • Journal of applied mathematics & informatics
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    • v.32 no.1_2
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    • pp.267-284
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    • 2014
  • The multiresolution analysis for Legendre multiwavelets are given, anti-derivatives of Legendre multiwavelets are used for the numerical solution of differential equations, a special form of multilevel augmentation method algorithm is proposed to solve the disrete linear system efficiently, convergence rate of the Galerkin methods is given and numerical examples are presented.

Projection Loss for Point Cloud Augmentation (점운증강을 위한 프로젝션 손실)

  • Wu, Chenmou;Lee, Hyo-Jone
    • Proceedings of the Korea Information Processing Society Conference
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    • 2019.05a
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    • pp.482-484
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    • 2019
  • Learning and analyzing 3D point clouds with deep networks is challenging due to the limited and irregularity of the data. In this paper, we present a data-driven point cloud augmentation technique. The key idea is to learn multilevel features per point and to reconstruct to a similar point set. Our network is applied to a projection loss function that encourages the predicted points to remain on the geometric shapes with a particular target. We conduct various experiments using ShapeNet part data to evaluate our method and demonstrate its possibility. Results show that our generated points have a similar shape and are located closer to the object.