PointJEM: Self-supervised Point Cloud Understanding for Reducing Feature Redundancy via Joint Entropy Maximization

6 December 2023

Papers citing "PointJEM: Self-supervised Point Cloud Understanding for Reducing Feature Redundancy via Joint Entropy Maximization"

27 / 27 papers shown

Title
Look Inside for More: Internal Spatial Modality Perception for 3D Anomaly Detection Hanzhe Liang Guoyang Xie Chengbin Hou Bingshu Wang Can Gao Jinbao Wang 3DPC 160 5 0 18 Dec 2024
HOME: High-Order Mixed-Moment-based Embedding for Representation Learning Chuang Niu Ge Wang SSL 46 4 0 15 Jul 2022
Self-Supervised Representation Learning With MUlti-Segmental Informational Coding (MUSIC) Chuang Niu Ge Wang SSL 49 6 0 13 Jun 2022
Masked Autoencoders for Point Cloud Self-supervised Learning Yatian Pang Wenxiao Wang Francis E. H. Tay Wen Liu Yonghong Tian Liuliang Yuan 3DPC ViT 86 475 0 13 Mar 2022
CrossPoint: Self-Supervised Cross-Modal Contrastive Learning for 3D Point Cloud Understanding Mohamed Afham Isuru Dissanayake Dinithi Dissanayake Amaya Dharmasiri Kanchana Thilakarathna Ranga Rodrigo 3DPC 74 255 0 01 Mar 2022
Point-BERT: Pre-training 3D Point Cloud Transformers with Masked Point Modeling Xumin Yu Lulu Tang Yongming Rao Tiejun Huang Jie Zhou Jiwen Lu 3DPC 136 682 0 29 Nov 2021
Spatio-temporal Self-Supervised Representation Learning for 3D Point Clouds Siyuan Huang Yichen Xie Song-Chun Zhu Yixin Zhu 3DPC 78 211 0 01 Sep 2021
SPICE: Semantic Pseudo-labeling for Image Clustering Chuang Niu Hongming Shan Ge Wang VLM 102 154 0 17 Mar 2021
Self-Supervised Pretraining of 3D Features on any Point-Cloud Zaiwei Zhang Rohit Girdhar Armand Joulin Ishan Misra 3DPC 176 272 0 07 Jan 2021
PCT: Point cloud transformer Meng-Hao Guo Junxiong Cai Zheng-Ning Liu Tai-Jiang Mu Ralph Robert Martin Shimin Hu ViT 3DPC 148 1,616 0 17 Dec 2020
Auto-MVCNN: Neural Architecture Search for Multi-view 3D Shape Recognition Zhaoqun Li Hongren Wang Jinxing Li 3DPC 3DV 43 8 0 10 Dec 2020
Deep Learning for LiDAR Point Clouds in Autonomous Driving: A Review Ying Li Lingfei Ma Zilong Zhong Fei Liu Dongpu Cao Jonathan Li M. Chapman 3DPC 92 408 0 20 May 2020
Deep Learning for Image and Point Cloud Fusion in Autonomous Driving: A Review Yaodong Cui Ren‐Hao Chen Wenbo Chu Long Chen Daxin Tian Ying Li Dongpu Cao 3DPC 64 396 0 10 Apr 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 372 18,778 0 13 Feb 2020
GraphTER: Unsupervised Learning of Graph Transformation Equivariant Representations via Auto-Encoding Node-wise Transformations Xiang Gao Wei Hu Guo-Jun Qi 3DPC 73 42 0 19 Nov 2019
Revisiting Point Cloud Classification: A New Benchmark Dataset and Classification Model on Real-World Data Mikaela Angelina Uy Quang Pham Binh-Son Hua D. Nguyen Sai-Kit Yeung 3DV 3DPC 96 780 0 13 Aug 2019
Multi-Angle Point Cloud-VAE: Unsupervised Feature Learning for 3D Point Clouds from Multiple Angles by Joint Self-Reconstruction and Half-to-Half Prediction Zhizhong Han Xiyang Wang Yu-Shen Liu Matthias Zwicker 3DPC 114 143 0 30 Jul 2019
Deep Hough Voting for 3D Object Detection in Point Clouds C. Qi Or Litany Kaiming He Leonidas Guibas 3DPC 108 1,290 0 21 Apr 2019
PointConv: Deep Convolutional Networks on 3D Point Clouds Wenxuan Wu Zhongang Qi Fuxin Li 3DPC 131 1,564 0 17 Nov 2018
SO-Net: Self-Organizing Network for Point Cloud Analysis Jiaxin Li Ben M. Chen Gim Hee Lee 3DPC 77 938 0 12 Mar 2018
Dynamic Graph CNN for Learning on Point Clouds Yue Wang Yongbin Sun Ziwei Liu Sanjay E. Sarma M. Bronstein Justin Solomon GNN 3DPC 257 6,149 0 24 Jan 2018
$PointCNN: Convolution On $\mathcal{X}$-Transformed Points$ PointCNN: Convolution On $\mathcal{X}$ -Transformed Points Yangyan Li Rui Bu Mingchao Sun Wei Wu Xinhan Di Baoquan Chen 3DPC 233 2,448 0 23 Jan 2018
PU-Net: Point Cloud Upsampling Network Lequan Yu Xianzhi Li Chi-Wing Fu Daniel Cohen-Or Pheng-Ann Heng 3DPC 78 578 0 21 Jan 2018
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas Guibas 3DH 3DPC 3DV PINN 493 14,353 0 02 Dec 2016
Learning a Probabilistic Latent Space of Object Shapes via 3D Generative-Adversarial Modeling Jiajun Wu Chengkai Zhang Tianfan Xue Bill Freeman J. Tenenbaum GAN 311 1,956 0 24 Oct 2016
Fully Convolutional Networks for Semantic Segmentation Evan Shelhamer Jonathan Long Trevor Darrell VOS SSeg 741 37,886 0 20 May 2016
Multi-view Convolutional Neural Networks for 3D Shape Recognition Hang Su Subhransu Maji E. Kalogerakis Erik Learned-Miller 3DV 160 3,220 0 05 May 2015