PQA-Net: Deep no reference point cloud quality assessment via multi-view projection
Recently, 3D point cloud is becoming popular due to its capability to represent the real world
for advanced content modality in modern communication systems. In view of its wide …
for advanced content modality in modern communication systems. In view of its wide …
Perceptual quality assessment of colored 3D point clouds
3D point clouds have found a wide variety of applications in multimedia processing, remote
sensing, and scientific computing. Although most point cloud processing systems are …
sensing, and scientific computing. Although most point cloud processing systems are …
Point cloud denoising review: from classical to deep learning-based approaches
L Zhou, G Sun, Y Li, W Li, Z Su - Graphical Models, 2022 - Elsevier
Over the past decade, we have witnessed an enormous amount of research effort dedicated
to the design of point cloud denoising techniques. In this article, we first provide a …
to the design of point cloud denoising techniques. In this article, we first provide a …
A reduced reference metric for visual quality evaluation of point cloud contents
Point cloud representation has seen a surge of popularity in recent years, thanks to its
capability to reproduce volumetric scenes in immersive scenarios. New compression …
capability to reproduce volumetric scenes in immersive scenarios. New compression …
[PDF][PDF] Visual saliency and quality evaluation for 3D point clouds and meshes: An overview
ABSTRACT Three-dimensional (3D) point clouds (PCs) and meshes have increasingly
become available and indispensable for diversified applications in work and life. In addition …
become available and indispensable for diversified applications in work and life. In addition …
MS-GraphSIM: Inferring point cloud quality via multiscale graph similarity
To address the point cloud quality assessment (PCQA) problem, GraphSIM was proposed
via jointly considering geometrical and color features, which shows compelling performance …
via jointly considering geometrical and color features, which shows compelling performance …
Bitstream-based perceptual quality assessment of compressed 3d point clouds
With the increasing demand of compressing and streaming 3D point clouds under
constrained bandwidth, it has become ever more important to accurately and efficiently …
constrained bandwidth, it has become ever more important to accurately and efficiently …
New challenges in point cloud visual quality assessment: a systematic review
The compression, transmission and rendering of point clouds is essential for many use
cases, notably immersive experience settings in eXtended Reality, telepresence and real …
cases, notably immersive experience settings in eXtended Reality, telepresence and real …
Subjective quality database and objective study of compressed point clouds with 6DoF head-mounted display
In this paper, we focus on subjective and objective Point Cloud Quality Assessment (PCQA)
in an immersive environment and study the effect of geometry and texture attributes in …
in an immersive environment and study the effect of geometry and texture attributes in …
Deep learning-based quality assessment of 3d point clouds without reference
Point cloud (PC) quality assessment is of fundamental importance to enable the efficient
processing, coding and transmission of 3D data for virtual/augmented reality, autonomous …
processing, coding and transmission of 3D data for virtual/augmented reality, autonomous …