activity
20192023
most citedLearned Point Cloud Geometry Compression

236 citations · 273 across the 10 of their papers we have counts for

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Showing cs.CVShow all

6 papers · 1 filter

cs.CV2023

Dynamic Point Cloud Geometry Compression Using Multiscale Inter Conditional Coding

Jianqiang Wang, Dandan Ding, Hao Chen +1

This work extends the Multiscale Sparse Representation (MSR) framework developed for static Point Cloud Geometry Compression (PCGC) to support the dynamic PCGC through the use of m…

cs.CV2022★ 1 cited

CARNet:Compression Artifact Reduction for Point Cloud Attribute

Dandan Ding, Junzhe Zhang, Jianqiang Wang +1

A learning-based adaptive loop filter is developed for the Geometry-based Point Cloud Compression (G-PCC) standard to reduce attribute compression artifacts. The proposed method fi…

cs.CV2022★ 7 cited

Efficient LiDAR Point Cloud Geometry Compression Through Neighborhood Point Attention

Ruixiang Xue, Jianqiang Wang, Zhan Ma

Although convolutional representation of multiscale sparse tensor demonstrated its superior efficiency to accurately model the occupancy probability for the compression of geometry…

cs.CV2021★ 11 cited

Sparse Tensor-based Multiscale Representation for Point Cloud Geometry Compression

Jianqiang Wang, Dandan Ding, Zhu Li +3

This study develops a unified Point Cloud Geometry (PCG) compression method through the processing of multiscale sparse tensor-based voxelized PCG. We call this compression method…

cs.CV2021★ 10 cited

Global Correlation Network: End-to-End Joint Multi-Object Detection and Tracking

Xuewu Lin, Yu-ang Guo, Jianqiang Wang

Multi-object tracking (MOT) has made great progress in recent years, but there are still some problems. Most MOT algorithms follow tracking-by-detection framework, which separates…

cs.CV2019★ 236 cited

Learned Point Cloud Geometry Compression

Jianqiang Wang, Hao Zhu, Zhan Ma +3

This paper presents a novel end-to-end Learned Point Cloud Geometry Compression (a.k.a., Learned-PCGC) framework, to efficiently compress the point cloud geometry (PCG) using deep…