Graph signal processing: Overview, challenges, and applications

A Ortega, P Frossard, J Kovačević… - Proceedings of the …, 2018 - ieeexplore.ieee.org
Research in graph signal processing (GSP) aims to develop tools for processing data
defined on irregular graph domains. In this paper, we first provide an overview of core ideas …

Survey on deep learning-based point cloud compression

M Quach, J Pang, D Tian, G Valenzise… - Frontiers in Signal …, 2022 - frontiersin.org
Point clouds are becoming essential in key applications with advances in capture
technologies leading to large volumes of data. Compression is thus essential for storage …

Variable bitrate neural fields

T Takikawa, A Evans, J Tremblay, T Müller… - ACM SIGGRAPH 2022 …, 2022 - dl.acm.org
Neural approximations of scalar-and vector fields, such as signed distance functions and
radiance fields, have emerged as accurate, high-quality representations. State-of-the-art …

Emerging MPEG standards for point cloud compression

S Schwarz, M Preda, V Baroncini… - IEEE Journal on …, 2018 - ieeexplore.ieee.org
Due to the increased popularity of augmented and virtual reality experiences, the interest in
capturing the real world in multiple dimensions and in presenting it to users in an immersible …

Design, implementation, and evaluation of a point cloud codec for tele-immersive video

R Mekuria, K Blom, P Cesar - … on Circuits and Systems for Video …, 2016 - ieeexplore.ieee.org
We present a generic and real-time time-varying point cloud codec for 3D immersive video.
This codec is suitable for mixed reality applications in which 3D point clouds are acquired at …

Compression of 3D point clouds using a region-adaptive hierarchical transform

RL De Queiroz, PA Chou - IEEE Transactions on Image …, 2016 - ieeexplore.ieee.org
In free-viewpoint video, there is a recent trend to represent scene objects as solids rather
than using multiple depth maps. Point clouds have been used in computer graphics for a …

3D point cloud compression: A survey

C Cao, M Preda, T Zaharia - … of the 24th International Conference on 3D …, 2019 - dl.acm.org
In recent years, 3D point clouds have enjoyed a great popularity for representing both static
and dynamic 3D objects. When compared to 3D meshes, they offer the advantage of …

Fast resampling of three-dimensional point clouds via graphs

S Chen, D Tian, C Feng, A Vetro… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
To reduce the cost of storing, processing, and visualizing a large-scale point cloud, we
propose a randomized resampling strategy that selects a representative subset of points …

Graph-based compression of dynamic 3D point cloud sequences

D Thanou, PA Chou, P Frossard - IEEE Transactions on Image …, 2016 - ieeexplore.ieee.org
This paper addresses the problem of compression of 3D point cloud sequences that are
characterized by moving 3D positions and color attributes. As temporally successive point …

A comprehensive study and comparison of core technologies for MPEG 3-D point cloud compression

H Liu, H Yuan, Q Liu, J Hou, J Liu - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Point cloud based 3D visual representation is becoming popular due to its ability to exhibit
the real world in a more comprehensive and immersive way. However, under a limited …