八叉树结构下动态点云的无损几何编码方法

Zhecheng Wang, Shuai Wan, Lei Wei, Fuzheng Yang

科研成果: 期刊稿件文章同行评审

摘要

Tofurtherimprovetheperformanceoflosslesscompressionofdynamicpointclouds a methodofgeometryinformationentropycodingunderanoctreestructurewasproposed.Bythis method forintra-framespatialcorrelation thecontextsofintra-frameneighbornodesandthe contextsofintra-frameneighborparentnodesareestablishedbasedonthecodedneighborhood informationofthecurrentoctreenode;forinter-frametemporalcorrelation thepreviouslycoded pointcloudframeisemployedasthereferenceframe andtheoctreenodeinsidethereference frameatthesamepositionasthecurrentoctreenodeisusedasthereferencenode.Theinterframecontextismodeledusingthereferencenodeanditsparentnode.Tofullyutilizethemodeledcontextsandaccuratelyestimatetheconditionalprobabilitythatthecurrentnodeisnon-emptyunderdifferentcontexts asecond-levelprobabilityestimation methodbasedontheexponential movingaveragewasproposed.Bythismethod theprobabilityisfirstestimatedunderthecontextofintra-frameneighbornodesandthecontextofintra-frameneighborparentnodes respectively.Then asetofsecond-levelcontextsaremodeledusingtheinter-framecontextsandthe resultsoftheprobabilityestimation andtheprobabilityisestimatedagainunderthesecond-level contexts.Intheend thelosslesscompressionisrealizedbythebinaryarithmeticencoder.To evaluatethecompressionperformanceoftheproposed method thecommonlyused Microsoft voxelizedupperbodies(MVUB)and8ivoxelizedfullbodies(8iVFB)datasetswereselectedfor performancetesting.Theexperimentalresultsshowthattheproposedmethodhasahigherlosslesscompressionperformancethanthemethodsdevelopedrecently Withaveragecodinggainsof 2.2%to28.7%.

投稿的翻译标题Lossless Geometry Coding Method for Dynamic Point Clouds under Octree Structure
源语言繁体中文
页(从-至)11-19
页数9
期刊Hsi-An Chiao Tung Ta Hsueh/Journal of Xi'an Jiaotong University
57
12
DOI
出版状态已出版 - 12月 2023

关键词

  • arithmetic coding
  • entropy coding
  • octree
  • point cloud compression
  • probability estimation

指纹

探究 '八叉树结构下动态点云的无损几何编码方法' 的科研主题。它们共同构成独一无二的指纹。

引用此