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In recent years, we have witnessed the presence of point cloud data in many aspects of our life, from immersive media, autonomous driving to healthcare, although at the cost of a tremendous amount of data.
Andre Kaup, Dat Nguyen Thanh
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Hierarchical Prior-Based Super Resolution for Point Cloud Geometry Compression
The Geometry-based Point Cloud Compression (G-PCC) has been developed by the Moving Picture Experts Group to compress point clouds. In its lossy mode, the reconstructed point cloud by G-PCC often suffers from noticeable distortions due to the na\"{i}ve ...
Kede Ma, Dingquan Li, Ge Li
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Inter-Frame Compression for Dynamic Point Cloud Geometry Coding [PDF]
Efficient point cloud compression is essential for applications like virtual and mixed reality, autonomous driving, and cultural heritage. This paper proposes a deep learning-based inter-frame encoding scheme for dynamic point cloud geometry compression.
Geert Van der Auwera +2 more
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Geometric Prior Based Deep Human Point Cloud Geometry Compression [PDF]
The emergence of digital avatars has raised an exponential increase in the demand for human point clouds with realistic and intricate details. The compression of such data becomes challenging with overwhelming data amounts comprising millions of points ...
CHEN Peilin, Sam Kwong, Shiqi Wang
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Lossy Point Cloud Geometry Compression via End-to-End Learning
IEEE Transactions on Circuits and Systems for Video Technology, 2021Haojie Liu, Jianqiang Wang, Hao Zhu
exaly
Sparse Tensor-Based Multiscale Representation for Point Cloud Geometry Compression
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2022Zhu Li, Jianqiang Wang, Dandan Ding
exaly
Frame-Level Rate Control for Geometry-Based LiDAR Point Cloud Compression
IEEE Transactions on Multimedia, 2023Shan Liu, Zhu Li
exaly
3QNet: 3D Point Cloud Geometry Quantization Compression Network
ACM Transactions on Graphics, 2022Jiangning Zhang +2 more
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Lossy Point Cloud Geometry Compression via Region-Wise Processing
IEEE Transactions on Circuits and Systems for Video Technology, 2021Yiling Xu, Dandan Ding, Wenjie Zhu
exaly
Adaptive Geometry Partition for Point Cloud Compression
IEEE Transactions on Circuits and Systems for Video Technology, 2021Xiang Zhang, Wen Gao
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