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 …

Perceptual quality assessment of colored 3D point clouds

Q Liu, H Su, Z Duanmu, W Liu… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
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 …

No-reference quality assessment for 3d colored point cloud and mesh models

Z Zhang, W Sun, X Min, T Wang, W Lu… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
To improve the viewer's Quality of Experience (QoE) and optimize computer graphics
applications, 3D model quality assessment (3D-QA) has become an important task in the …

No-reference point cloud quality assessment via domain adaptation

Q Yang, Y Liu, S Chen, Y Xu… - Proceedings of the IEEE …, 2022 - openaccess.thecvf.com
We present a novel no-reference quality assessment metric, the image transferred point
cloud quality assessment (IT-PCQA), for 3D point clouds. For quality assessment, deep …

Mm-pcqa: Multi-modal learning for no-reference point cloud quality assessment

Z Zhang, W Sun, X Min, Q Zhou, J He, Q Wang… - arXiv preprint arXiv …, 2022 - arxiv.org
The visual quality of point clouds has been greatly emphasized since the ever-increasing 3D
vision applications are expected to provide cost-effective and high-quality experiences for …

Gpa-net: No-reference point cloud quality assessment with multi-task graph convolutional network

Z Shan, Q Yang, R Ye, Y Zhang, Y Xu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
With the rapid development of 3D vision, point cloud has become an increasingly popular
3D visual media content. Due to the irregular structure, point cloud has posed novel …

Blind Quality Assessment of Dense 3D Point Clouds with Structure Guided Resampling

W Zhou, Q Yang, W Chen, Q Jiang, G Zhai… - ACM Transactions on …, 2024 - dl.acm.org
Objective quality assessment of 3D point clouds is essential for the development of
immersive multimedia systems in real-world applications. Despite the success of perceptual …

A no-reference quality assessment metric for point cloud based on captured video sequences

Y Fan, Z Zhang, W Sun, X Min, N Liu… - 2022 IEEE 24th …, 2022 - ieeexplore.ieee.org
Point cloud is one of the most widely used digital formats of 3D models, the visual quality of
which is quite sensitive to distortions such as downsampling, noise, and compression. To …

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 …

Color and geometry texture descriptors for point-cloud quality assessment

R Diniz, PG Freitas, MCQ Farias - IEEE Signal Processing …, 2021 - ieeexplore.ieee.org
Point Clouds (PCs) have recently been adopted as the preferred data structure for
representing 3D visual contents. Examples of Point Cloud (PC) applications range from 3D …