Video-Based Point Cloud Compression Using Density-Based Variable Size Hexahedrons

Faranak Tohidi, M. Paul
{"title":"Video-Based Point Cloud Compression Using Density-Based Variable Size Hexahedrons","authors":"Faranak Tohidi, M. Paul","doi":"10.1109/ICMEW59549.2023.00032","DOIUrl":null,"url":null,"abstract":"The most advanced standard for compressing dynamic point clouds, a recently created media format, is video-based point cloud compression (V-PCC). V-PCC relies on creating patches and converting 3D input into 2D frames to apply existing video coding. However, creating patches according to the normals and packing irregular projected patches produce many unoccupied pixels in 2D frames, affecting the temporal prediction and inefficiency of 2D video coding. In addition, unoccupied pixels increase the size of 2D frames, accordingly, the required bitrate. This paper introduces variable-sized hexahedrons segmentation as an alternative to patch creation to reduce the number of unoccupied pixels in the 2D frames. Furthermore, different areas of a point cloud are treated differently according to the density of those areas resulting in capturing points more accurately. This paper investigates combinations of different hexahedrons' sizes, and the experimental results demonstrate that the proposed method with the appropriate hexahedrons' sizes outperforms V-PCC.","PeriodicalId":111482,"journal":{"name":"2023 IEEE International Conference on Multimedia and Expo Workshops (ICMEW)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2023 IEEE International Conference on Multimedia and Expo Workshops (ICMEW)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICMEW59549.2023.00032","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

The most advanced standard for compressing dynamic point clouds, a recently created media format, is video-based point cloud compression (V-PCC). V-PCC relies on creating patches and converting 3D input into 2D frames to apply existing video coding. However, creating patches according to the normals and packing irregular projected patches produce many unoccupied pixels in 2D frames, affecting the temporal prediction and inefficiency of 2D video coding. In addition, unoccupied pixels increase the size of 2D frames, accordingly, the required bitrate. This paper introduces variable-sized hexahedrons segmentation as an alternative to patch creation to reduce the number of unoccupied pixels in the 2D frames. Furthermore, different areas of a point cloud are treated differently according to the density of those areas resulting in capturing points more accurately. This paper investigates combinations of different hexahedrons' sizes, and the experimental results demonstrate that the proposed method with the appropriate hexahedrons' sizes outperforms V-PCC.
基于密度的可变大小六面体的视频点云压缩
压缩动态点云的最先进标准是基于视频的点云压缩(V-PCC),这是最近创建的一种媒体格式。V-PCC依赖于创建补丁并将3D输入转换为2D帧,以应用现有的视频编码。然而,根据法线创建补丁和填充不规则投影补丁会在2D帧中产生许多未被占用的像素,影响2D视频编码的时间预测和效率。此外,未占用的像素增加了2D帧的大小,相应地,所需的比特率。本文引入了可变大小的六面体分割作为补丁创建的替代方案,以减少二维帧中未被占用的像素数量。此外,根据不同区域的密度,对点云的不同区域进行不同的处理,从而更准确地捕获点。本文研究了不同六面体尺寸的组合,实验结果表明,在适当的六面体尺寸下,该方法优于V-PCC。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信