Self-supervised Learning for Pre-Training 3D Point Clouds: A Survey

Self-supervised Learning for Pre-Training 3D Point Clouds: A Survey

8 May 2023

Weidong Yang

Papers citing "Self-supervised Learning for Pre-Training 3D Point Clouds: A Survey"

17 / 17 papers shown

Title
GS-PT: Exploiting 3D Gaussian Splatting for Comprehensive Point Cloud Understanding via Self-supervised Learning Keyi Liu Yeqi Luo Weidong Yang Jingyi Xu Zhijun Li Wen-Ming Chen Ben Fei 3DGS 3DPC 31 0 0 08 Sep 2024
GeoMask3D: Geometrically Informed Mask Selection for Self-Supervised Point Cloud Learning in 3D Ali Bahri Moslem Yazdanpanah Mehrdad Noori Milad Cheraghalikhani G. A. V. Hakim David Osowiechi Farzad Beizaee Ismail Ben Ayed Christian Desrosiers 3DPC 55 1 0 20 May 2024
Grid-Centric Traffic Scenario Perception for Autonomous Driving: A Comprehensive Review Yining Shi Kun Jiang Jiusi Li Zelin Qian Jun Wen Mengmeng Yang Ke Wang Diange Yang 66 25 0 02 Mar 2023
SL3D: Self-supervised-Self-labeled 3D Recognition Fernando Julio Cendra Lan Ma Jiajun Shen Xiaojuan Qi 3DPC 28 3 0 30 Oct 2022
Self-Supervised Learning with Multi-View Rendering for 3D Point Cloud Analysis Bach Tran Binh-Son Hua Anh Tran Minh Hoai 3DPC 22 7 0 28 Oct 2022
OGC: Unsupervised 3D Object Segmentation from Rigid Dynamics of Point Clouds Ziyang Song Bo Yang 3DPC 93 30 0 10 Oct 2022
SeqOT: A Spatial-Temporal Transformer Network for Place Recognition Using Sequential LiDAR Data Junyi Ma Xieyuanli Chen Jingyi Xu Guang-ming Xiong ViT 3DPC 26 42 0 16 Sep 2022
Masked Autoencoders in 3D Point Cloud Representation Learning Jincen Jiang Xuequan Lu Lizhi Zhao Richard Dazeley Meili Wang 3DPC ViT 49 28 0 04 Jul 2022
Point-M2AE: Multi-scale Masked Autoencoders for Hierarchical Point Cloud Pre-training Renrui Zhang Ziyu Guo Rongyao Fang Bingyan Zhao Dong Wang Yu Qiao Hongsheng Li Peng Gao 3DPC 167 241 0 28 May 2022
Upsampling Autoencoder for Self-Supervised Point Cloud Learning Cheng Zhang Jian Shi X. Deng Zizhao Wu 3DPC 20 8 0 21 Mar 2022
4DContrast: Contrastive Learning with Dynamic Correspondences for 3D Scene Understanding Yujin Chen Matthias Nießner Angela Dai 3DPC 103 57 0 06 Dec 2021
PointCLIP: Point Cloud Understanding by CLIP Renrui Zhang Ziyu Guo Wei Zhang Kunchang Li Xupeng Miao Bin Cui Yu Qiao Peng Gao Hongsheng Li VLM 3DPC 161 428 0 04 Dec 2021
Mix3D: Out-of-Context Data Augmentation for 3D Scenes Alexey Nekrasov Jonas Schult Or Litany Bastian Leibe Francis Engelmann 3DPC 142 154 0 05 Oct 2021
Self-Supervised Pretraining of 3D Features on any Point-Cloud Zaiwei Zhang Rohit Girdhar Armand Joulin Ishan Misra 3DPC 120 267 0 07 Jan 2021
PointContrast: Unsupervised Pre-training for 3D Point Cloud Understanding Saining Xie Jiatao Gu Demi Guo C. Qi Leonidas J. Guibas Or Litany 3DPC 136 618 0 21 Jul 2020
Unsupervised Multi-Task Feature Learning on Point Clouds Kaveh Hassani Mike Haley SSL 3DPC 109 193 0 18 Oct 2019
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas J. Guibas 3DH 3DPC 3DV PINN 213 13,886 0 02 Dec 2016