DGECN: A Depth-Guided Edge Convolutional Network for End-to-End 6D Pose Estimation

no code implementations • CVPR 2022 • Tuo Cao, Fei Luo, Yanping Fu, Wenxiao Zhang, Shengjie Zheng, Chunxia Xiao

To this end, we proposed a Depth-Guided Edge Convolutional Network (DGECN) for 6D pose estimation task.

6D Pose Estimation

KTNet: Knowledge Transfer for Unpaired 3D Shape Completion

no code implementations • 23 Nov 2021 • Zhen Cao, Wenxiao Zhang, Xin Wen, Zhen Dong, Yu-Shen Liu, Bisheng Yang

The student network takes the incomplete one as input and restores the corresponding complete shape.

Point Cloud Completion Transfer Learning

PC$^2$-PU: Patch Correlation and Point Correlation for Effective Point Cloud Upsampling

1 code implementation • 20 Sep 2021 • Chen Long, Wenxiao Zhang, Ruihui Li, Hao Wang, Zhen Dong, Bisheng Yang

Point cloud upsampling is to densify a sparse point set acquired from 3D sensors, providing a denser representation for the underlying surface.

Detail Preserved Point Cloud Completion via Separated Feature Aggregation

1 code implementation • ECCV 2020 • Wenxiao Zhang, Qingan Yan, Chunxia Xiao

In this work, instead of using a global feature to recover the whole complete surface, we explore the functionality of multi-level features and aggregate different features to represent the known part and the missing part separately.

Point Cloud Completion

PCAN: 3D Attention Map Learning Using Contextual Information for Point Cloud Based Retrieval

1 code implementation • CVPR 2019 • Wenxiao Zhang, Chunxia Xiao

Point cloud based retrieval for place recognition is an emerging problem in vision field.

Point Cloud Retrieval Visual Place Recognition