Roi-guided point cloud geometry compression towards human and machine vision

L Xie, W Gao, H Zheng, G Li - … of the 32nd ACM International Conference …, 2024 - dl.acm.org
Point cloud data is pivotal in applications like autonomous driving, virtual reality, and
robotics. However, its substantial volume poses significant challenges in storage and …

PCHMVision: An Open-Source Library of Point Cloud Compression for Human and Machine Vision

L Xie, W Gao - Proceedings of the 32nd ACM International …, 2024 - dl.acm.org
In today's era, three-dimensional point cloud data is not only voluminous but also widely
applicable. Therefore, data compression has become a crucial step prior to processing …

Compressed point cloud classification with point-based edge sampling

Z Luo, W Jia, S Perry - EURASIP Journal on Image and Video Processing, 2024 - Springer
Abstract 3D point cloud data, as an immersive detailed data source, has been increasingly
used in numerous applications. To deal with the computational and storage challenges of …