New challenges in point cloud visual quality assessment: a systematic review

A Tious, T Vigier, V Ricordel - Frontiers in Signal Processing, 2024 - frontiersin.org
The compression, transmission and rendering of point clouds is essential for many use
cases, notably immersive experience settings in eXtended Reality, telepresence and real …

Bitstream-based perceptual quality assessment of compressed 3d point clouds

H Su, Q Liu, Y Liu, H Yuan, H Yang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
With the increasing demand of compressing and streaming 3D point clouds under
constrained bandwidth, it has become ever more important to accurately and efficiently …

V-PCC projection based blind point cloud quality assessment for compression distortion

R Tu, G Jiang, M Yu, T Luo, Z Peng… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
In immersive media communication with point cloud (PC), PC compression will inevitably
cause distortion, which may affect quality of users' visual experience. To monitor the visual …

Support vector regression-based reduced-reference perceptual quality model for compressed point clouds

H Su, Q Liu, H Yuan, Q Cheng… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Video-based point cloud compression (V-PCC) is a state-of-the-art moving picture experts
group (MPEG) standard for point cloud compression. V-PCC can be used to compress both …

MPED: Quantifying point cloud distortion based on multiscale potential energy discrepancy

Q Yang, Y Zhang, S Chen, Y Xu… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
In this article, we propose a new distortion quantification method for point clouds, the
multiscale potential energy discrepancy (MPED). Currently, there is a lack of effective …

[HTML][HTML] Hallucinated-PQA: No reference point cloud quality assessment via injecting pseudo-reference features

B Mu, F Shao, H Chen, Q Jiang, L Xu, YS Ho - Expert Systems with …, 2024 - Elsevier
Point clouds (PCs) have been increasingly applied in business and life, but a variety of PC
transmission and generation systems inevitably produce various types of distortions …

3DTA: No-Reference 3D Point Cloud Quality Assessment with Twin Attention

L Zhu, J Cheng, X Wang, H Su, H Yang… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Point clouds are rapidly gaining popularity in many practical applications, and point cloud
quality assessment (PCQA) is an important research topic that helps us measure and …

[HTML][HTML] Multi-view aggregation transformer for no-reference point cloud quality assessment

B Mu, F Shao, X Chai, Q Liu, H Chen, Q Jiang - Displays, 2023 - Elsevier
With the increasing maturity of 3D point cloud acquisition, storage, and transmission
technologies, a large number of distorted point clouds without original reference exist in …

Perception-guided quality metric of 3D point clouds using hybrid strategy

Y Zhang, Q Yang, Y Xu, S Liu - IEEE Transactions on Image …, 2024 - ieeexplore.ieee.org
Full-reference point cloud quality assessment (FR-PCQA) aims to infer the quality of
distorted point clouds with available references. Most of the existing FR-PCQA metrics …

[HTML][HTML] No-Reference Objective Quality Metrics for 3D Point Clouds: A Review

S Porcu, C Marche, A Floris - Sensors (Basel, Switzerland), 2024 - pmc.ncbi.nlm.nih.gov
Three-dimensional (3D) applications lead the digital transition toward more immersive and
interactive multimedia technologies. Point clouds (PCs) are a fundamental element in …