Reduced reference perceptual quality model with application to rate control for video-based point cloud compression

Q Liu, H Yuan, R Hamzaoui, H Su… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
In rate-distortion optimization, the encoder settings are determined by maximizing a
reconstruction quality measure subject to a constraint on the bitrate. One of the main …

PQA-Net: Deep no reference point cloud quality assessment via multi-view projection

Q Liu, H Yuan, H Su, H Liu, Y Wang… - IEEE transactions on …, 2021 - ieeexplore.ieee.org
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 …

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 …

PCQM: A full-reference quality metric for colored 3D point clouds

G Meynet, Y Nehmé, J Digne… - … Conference on Quality of …, 2020 - ieeexplore.ieee.org
3D point clouds constitute an emerging multimedia content, now used in a wide range of
applications. The main drawback of this representation is the size of the data since typical …

Towards a point cloud structural similarity metric

E Alexiou, T Ebrahimi - 2020 IEEE International Conference on …, 2020 - ieeexplore.ieee.org
Point cloud is a 3D image representation that has recently emerged as a viable approach for
advanced content modality in modern communication systems. In view of its wide adoption …

Quality assessment in the era of large models: A survey

Z Zhang, Y Zhou, C Li, B Zhao, X Liu, G Zhai - arXiv preprint arXiv …, 2024 - arxiv.org
Quality assessment, which evaluates the visual quality level of multimedia experiences, has
garnered significant attention from researchers and has evolved substantially through …

Optimal volumetric video streaming with hybrid saliency based tiling

J Li, C Zhang, Z Liu, R Hong… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Volumetric video enables a six-degree-of-freedom (6DoF) immersive viewing experience
and has a wide range of applications in entertainment and education, among others. Most …

Point cloud quality assessment: Dataset construction and learning-based no-reference metric

Y Liu, Q Yang, Y Xu, L Yang - ACM Transactions on Multimedia …, 2023 - dl.acm.org
Full-reference (FR) point cloud quality assessment (PCQA) has achieved impressive
progress in recent years. However, in many cases, obtaining the reference point clouds is …

Inferring point cloud quality via graph similarity

Q Yang, Z Ma, Y Xu, Z Li, J Sun - IEEE transactions on pattern …, 2020 - ieeexplore.ieee.org
Objective quality estimation of media content plays a vital role in a wide range of
applications. Though numerous metrics exist for 2D images and videos, similar metrics are …

A reduced reference metric for visual quality evaluation of point cloud contents

I Viola, P Cesar - IEEE Signal Processing Letters, 2020 - ieeexplore.ieee.org
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 …