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Deep learning based point cloud compression

Static Point Cloud Geometry Compression

Pub. Author Title Links
DCC 2020 NJU Multiscale Point Cloud Geometry Compression Paper/Code
TCSVT 2021 NJU Lossy Point Cloud Geometry Compression via End-to-End Learning [Learned Point Cloud Geometry Compression in arxiv 2019] Paper
ACM MM 2019 ZJU 3D Point Cloud Geometry Compression on Deep Learning Paper
CVPR 2020 Uber OctSqueeze: Octree-Structured Entropy Model for LiDAR Compression Paper
ICME 2020 SZU Lossy Geometry Compression Of 3d Point Cloud Data Via An Adaptive Octree-Guided Network Paper/Code
ICIP 2019 L2S Learning Convolutional Transforms for Lossy Point Cloud Geometry Compression Paper/Code
ICMEW 2020 IST Deep Learning-Based Point Cloud Geometry Coding: RD Control Through Implicit and Explicit Quantization Paper
JSTSP 2021 IST Adaptive Deep Learning-based Point Cloud Geometry Coding Paper
MMSP 2020 CNRS Improved Deep Point Cloud Geometry Compression paper/Code
ICRA 2019 Nagoya University Point Cloud Compression for 3D LiDAR Sensor using Recurrent Neural Network with Residual Blocks Paper/Code
IEEE ROBOTICS AND AUTOMATION LETTERS 2019 HKUST A novel point cloud compression algorithm based on clustering Paper

Point Cloud Sequence Compression

Pub. Author Title Links
ACM MM 2020 SZU An Advanced LiDAR Point Cloud Sequence Coding Scheme for Autonomous Driving Paper
IEEE ACCESS 2019 Nagoya University Real-time Streaming Point Cloud Compression for 3D LiDAR Sensor Using U-net Paper
IEEE ROBOTICS AND AUTOMATION LETTERS 2020 HKU A Novel Coding Architecture for LiDAR Point Cloud Sequence Paper

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