Survey on deep learning-based point cloud compression
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 …
technologies leading to large volumes of data. Compression is thus essential for storage …
[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 …
Spatio-temporal self-attention network for fire detection and segmentation in video surveillance
M Shahid, JJ Virtusio, YH Wu, YY Chen… - Ieee …, 2021 - ieeexplore.ieee.org
Convolutional Neural Networks (CNNs) based approaches are popular for various
image/video related tasks due to their state-of-the-art performance. However, for problems …
image/video related tasks due to their state-of-the-art performance. However, for problems …
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 …
cause distortion, which may affect quality of users' visual experience. To monitor the visual …
Rate-distortion-guided learning approach with cross-projection information for V-PCC fast CU decision
In video-based point cloud compression (V-PCC), the 3D dynamic point cloud sequence is
projected into 2D sequences for compression by utilizing the mature 2D video encoder. It is …
projected into 2D sequences for compression by utilizing the mature 2D video encoder. It is …
An artificial bee colony algorithm with a balance strategy for wireless sensor network
As a popular population based evolutionary computation algorithm, artificial bee colony
(ABC) algorithms have attracted many researchers to do further works. In this paper, by …
(ABC) algorithms have attracted many researchers to do further works. In this paper, by …
Efficient geometry surface coding in V-PCC
In recent video-based point cloud compression (V-PCC), 3D point clouds are projected onto
2D images and compressed by High-Efficiency Video Coding (HEVC). However, HEVC was …
2D images and compressed by High-Efficiency Video Coding (HEVC). However, HEVC was …
Lightweight fully connected network-based fast CU size decision for video-based point cloud compression
S Que, Y Li - Computers & Graphics, 2023 - Elsevier
Video-based point cloud compression (V-PCC) utilizes high efficiency video coding (HEVC)
to compress geometry and attribute videos generated from dynamic point cloud projection …
to compress geometry and attribute videos generated from dynamic point cloud projection …
Scalable Point Cloud Attribute Compression
This paper develops a Scalable Point Cloud Attribute Compression solution, termed
ScalablePCAC. In a two-layer example, ScalablePCAC uses the standard G-PCC at the …
ScalablePCAC. In a two-layer example, ScalablePCAC uses the standard G-PCC at the …
Low complexity coding unit decision for video-based point cloud compression
With growing demand for point cloud coding, Video-based Point Cloud Compression (V-
PCC) is released for dynamic point clouds, relying on mature 2D video coding techniques …
PCC) is released for dynamic point clouds, relying on mature 2D video coding techniques …