基于深度学习的三维点云语义分割网络

PointNet系列论文解读

https://www.jiqizhixin.com/articles/2019-05-10-13

基于深度学习的三维点云语义分割网络介绍

https://www.jianshu.com/p/8d1560c04bd8

深度学习在3D点云处理中的探索

https://yochengliu.github.io/files/Report_JIANGMEN_2019-08.pdf

关于深度学习-2D特征点提取

https://github.com/rpautrat/SuperPoint

 

https://github.com/MVIG-SJTU/pointSIFT

https://github.com/yangyanli/PointCNN

按照时间顺序排列

PointNet
论文全称:Deep Learning on Point Sets for 3D Classification and Segmentation

会议名称:Computer Vision and Pattern Recognition (CVPR) 2017

项目地址:https://github.com/charlesq34/pointnet

PointNet++
论文全称:Deep Hierarchical Feature Learning on Point Sets in a Metric Space

会议名称:Conference on Neural Information Processing Systems (NIPS) 2017

项目地址:https://github.com/charlesq34/pointnet2

SEGCloud
论文全称:Semantic Segmentation of 3D Point Clouds

会议名称:International Conference of 3D Vision (3DV) 2017, Spotlight

项目地址:无

RSNet
论文全称:Recurrent Slice Networks for 3D Segmentation of Point Clouds

会议名称:Computer Vision and Pattern Recognition (CVPR) 2018, Spotlight

项目地址:https://github.com/qianguih/RSNet

PointSIFT
论文全称:A SIFT-like Network Module for 3D Point Cloud Semantic Segmentation

会议名称:Computer Vision and Pattern Recognition (CVPR) 2018

项目地址:https://github.com/MVIG-SJTU/pointSIFT

 

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