cXR+ Voxel-based semantic compression for networked immersion

S Rezwan, H Wu, JA Cabrera, GT Nguyen… - IEEE …, 2023 - ieeexplore.ieee.org
Extended Reality (XR) applications, which may encompass Augmented Reality (AR) and
Virtual Reality (VR), commonly involve immersive virtual environments that are based on …

Once-training-all-fine: No-reference point cloud quality assessment via domain-relevance degradation description

Y Liu, Q Yang, Y Zhang, Y Xu, L Yang, X Xu… - arXiv preprint arXiv …, 2023 - arxiv.org
Full-reference (FR) point cloud quality assessment (PCQA) has achieved impressive
progress in recent years. However, as reference point clouds are not available in many …

PointPCA+: Extending PointPCA objective quality assessment metric

X Zhou, E Alexiou, I Viola… - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
A computationally-simplified and descriptor-richer Point Cloud Quality Assessment (PCQA)
metric, namely Point-PCA+, is proposed in this paper, which is an extension of PointPCA …

[HTML][HTML] Subjective performance evaluation of bitrate allocation strategies for MPEG and JPEG Pleno point cloud compression

D Lazzarotto, M Testolina… - EURASIP Journal on …, 2024 - ncbi.nlm.nih.gov
The recent rise in interest in point clouds as an imaging modality has motivated
standardization groups such as JPEG and MPEG to launch activities aiming at developing …

[HTML][HTML] Quality evaluation of point cloud compression techniques

J Prazeres, M Pereira, AMG Pinheiro - Signal Processing: Image …, 2024 - Elsevier
A study on the quality evaluation of point clouds in the presence of coding distortions is
presented. For that, four different point cloud coding solutions, notably the standardized …

[HTML][HTML] Subjective Quality Assessment of V-PCC-Compressed Dynamic Point Clouds Degraded by Packet Losses

E Dumic, LA da Silva Cruz - Sensors, 2023 - mdpi.com
This article describes an empirical exploration on the effect of information loss affecting
compressed representations of dynamic point clouds on the subjective quality of the …

ICIP 2023 Challenge: Full-reference and non-reference point cloud quality assessment methods with support vector regression

R Watanabe, SN Sridhara, H Hong… - … on Image Processing …, 2023 - ieeexplore.ieee.org
In recent years, point clouds have gained much interest in a variety of 3-dimensional (3-D)
applications, such as 3-D immersive telepresence. In this application, point clouds are …

MS-PCQE: Efficient No-Reference Point Cloud Quality Evaluation via Multi-Scale Interaction Module in Immersive Communications

X Chai, F Shao - IEEE Transactions on Consumer Electronics, 2024 - ieeexplore.ieee.org
The evaluation of the quality experience in 3D visual media is increasingly crucial, as user
experience plays a pivotal role in the commercial success of immersive displays for …

ComPEQ-MR: Compressed Point Cloud Dataset with Eye Tracking and Quality Assessment in Mixed Reality

M Nguyen, S Vats, X Zhou, I Viola, P Cesar… - Proceedings of the 15th …, 2024 - dl.acm.org
Point clouds (PCs) have attracted researchers and developers due to their ability to provide
immersive experiences with six degrees of freedom (6DoF). However, there are still several …

Image-Guided Outdoor LiDAR Perception Quality Assessment for Autonomous Driving

C Zhang, A Eskandarian - arXiv preprint arXiv:2406.17265, 2024 - arxiv.org
LiDAR is one of the most crucial sensors for autonomous vehicle perception. However,
current LiDAR-based point cloud perception algorithms lack comprehensive and rigorous …