Global-Local Bidirectional Reasoning for Unsupervised Representation Learning of 3D Point Clouds

29 March 2020

Jie Zhou

Papers citing "Global-Local Bidirectional Reasoning for Unsupervised Representation Learning of 3D Point Clouds"

50 / 73 papers shown

Title
Hyperbolic-constraint Point Cloud Reconstruction from Single RGB-D Images Wenrui Li Zhe Yang Wei Han Hengyu Man Xingtao Wang Xiaopeng Fan 3DPC 76 0 0 12 Dec 2024
Pic@Point: Cross-Modal Learning by Local and Global Point-Picture Correspondence Vencia Herzog Stefan Suwelack 3DPC 29 0 0 12 Oct 2024
Parameter-Efficient Fine-Tuning in Spectral Domain for Point Cloud Learning Dingkang Liang Tianrui Feng Xin Zhou Yumeng Zhang Zhikang Zou Xiang Bai 26 5 0 10 Oct 2024
RI-MAE: Rotation-Invariant Masked AutoEncoders for Self-Supervised Point Cloud Representation Learning Kunming Su Qiuxia Wu Panpan Cai Xiaogang Zhu Xuequan Lu Zhiyong Wang Kun Hu 3DPC 34 2 0 31 Aug 2024
Multi-modal Relation Distillation for Unified 3D Representation Learning Huiqun Wang Yiping Bao Panwang Pan Zeming Li Xiao Liu Ruijie Yang Di Huang 52 0 0 19 Jul 2024
GPSFormer: A Global Perception and Local Structure Fitting-based Transformer for Point Cloud Understanding Changshuo Wang Meiqing Wu S. Lam Xin Ning Shangshu Yu Ruiping Wang Weijun Li T. Srikanthan 36 14 0 18 Jul 2024
Bringing Masked Autoencoders Explicit Contrastive Properties for Point Cloud Self-Supervised Learning Bin Ren Guofeng Mei D. Paudel Weijie Wang Yawei Li Mengyuan Liu Rita Cucchiara Luc Van Gool N. Sebe 3DPC 43 7 0 08 Jul 2024
PoinTramba: A Hybrid Transformer-Mamba Framework for Point Cloud Analysis Zicheng Wang Zhen Chen Yiming Wu Zhen Zhao Luping Zhou Dong Xu Mamba 45 13 0 24 May 2024
PointDifformer: Robust Point Cloud Registration With Neural Diffusion and Transformer Rui She Qiyu Kang Sijie Wang Wee Peng Tay Kai Zhao Yang Song Tianyu Geng Yi Xu Diego Navarro Navarro Andreas Hartmannsgruber 3DPC DiffM 38 14 0 22 Apr 2024
Cross-Modal Self-Training: Aligning Images and Pointclouds to Learn Classification without Labels Amaya Dharmasiri Muzammal Naseer Salman Khan Fahad Shahbaz Khan VLM 3DPC 34 1 0 15 Apr 2024
HVDistill: Transferring Knowledge from Images to Point Clouds via Unsupervised Hybrid-View Distillation Sha Zhang Jiajun Deng Lei Bai Houqiang Li Wanli Ouyang Yanyong Zhang 3DPC 48 8 0 18 Mar 2024
DHGCN: Dynamic Hop Graph Convolution Network for Self-Supervised Point Cloud Learning Jincen Jiang Lizhi Zhao Xuequan Lu Wei Hu Imran Razzak Meili Wang SSL 3DPC 15 8 0 05 Jan 2024
Learnable Chamfer Distance for Point Cloud Reconstruction Tianxin Huang Qingyao Liu Xiangrui Zhao Jun Chen Yong-Jin Liu 3DV 3DPC 17 5 0 27 Dec 2023
Progressive Classifier and Feature Extractor Adaptation for Unsupervised Domain Adaptation on Point Clouds Zicheng Wang Zhen Zhao Yiming Wu Luping Zhou Dong Xu 3DPC 16 2 0 27 Nov 2023
Sculpting Holistic 3D Representation in Contrastive Language-Image-3D Pre-training Yipeng Gao Zeyu Wang Wei-Shi Zheng Cihang Xie Yuyin Zhou 3DPC 24 8 0 03 Nov 2023
General Point Model with Autoencoding and Autoregressive Zhe Li Zhangyang Gao Cheng Tan Stan Z. Li Laurence T. Yang AI4CE 3DPC 22 4 0 25 Oct 2023
Regress Before Construct: Regress Autoencoder for Point Cloud Self-supervised Learning Yang Liu C. L. P. Chen Can Wang Xulin King Mengyuan Liu 3DPC 27 7 0 25 Sep 2023
M $^3$ CS: Multi-Target Masked Point Modeling with Learnable Codebook and Siamese Decoders Qibo Qiu Honghui Yang Wenxiao Wang Shun Zhang Haiming Gao Haochao Ying Wei Hua Xiaofei He 3DPC 30 0 0 23 Sep 2023
Point-Bind & Point-LLM: Aligning Point Cloud with Multi-modality for 3D Understanding, Generation, and Instruction Following Ziyu Guo Renrui Zhang Xiangyang Zhu Yiwen Tang Xianzheng Ma ... Ke Chen Peng Gao Xianzhi Li Hongsheng Li Pheng-Ann Heng MLLM 27 125 0 01 Sep 2023
Masked Spatio-Temporal Structure Prediction for Self-supervised Learning on Point Cloud Videos Zhiqiang Shen Xiaoxiao Sheng Hehe Fan Longguang Wang Y. Guo Qiong Liu Hao-Kai Wen Xiaoping Zhou 3DPC 15 14 0 18 Aug 2023
Multi-View Representation is What You Need for Point-Cloud Pre-Training Siming Yan Chen Song Youkang Kong Qi-Xing Huang 3DPC 31 2 0 05 Jun 2023
GrowSP: Unsupervised Semantic Segmentation of 3D Point Clouds Zihui Zhang Bo Yang Bing Wang Bo Li 3DPC 20 40 0 25 May 2023
OpenShape: Scaling Up 3D Shape Representation Towards Open-World Understanding Minghua Liu Ruoxi Shi Kaiming Kuang Yinhao Zhu Xuanlin Li Shizhong Han H. Cai Fatih Porikli Hao Su 3DPC 27 116 0 18 May 2023
GeoMAE: Masked Geometric Target Prediction for Self-supervised Point Cloud Pre-Training Xiaoyu Tian Haoxi Ran Yue Wang Hang Zhao 3DPC ViT 21 38 0 15 May 2023
Self-supervised Pre-training with Masked Shape Prediction for 3D Scene Understanding Li Jiang Zetong Yang Shaoshuai Shi Vladislav Golyanik Dengxin Dai Bernt Schiele 3DPC 14 13 0 08 May 2023
Point2Vec for Self-Supervised Representation Learning on Point Clouds Karim Abou Zeid Jonas Schult Alexander Hermans Bastian Leibe 3DPC 20 27 0 29 Mar 2023
CLR-GAM: Contrastive Point Cloud Learning with Guided Augmentation and Feature Mapping Srikanth Malla Yi-Ting Chen 3DPC 17 1 0 28 Feb 2023
Joint-MAE: 2D-3D Joint Masked Autoencoders for 3D Point Cloud Pre-training Ziyu Guo Renrui Zhang Longtian Qiu Xianzhi Li Pheng-Ann Heng 3DPC 30 52 0 27 Feb 2023
PointVST: Self-Supervised Pre-training for 3D Point Clouds via View-Specific Point-to-Image Translation Qijian Zhang Junhui Hou 3DPC 22 9 0 29 Dec 2022
Autoencoders as Cross-Modal Teachers: Can Pretrained 2D Image Transformers Help 3D Representation Learning? Runpei Dong Zekun Qi Linfeng Zhang Junbo Zhang Jian‐Yuan Sun Zheng Ge Li Yi Kaisheng Ma ViT 3DPC 19 83 0 16 Dec 2022
Learning 3D Representations from 2D Pre-trained Models via Image-to-Point Masked Autoencoders Renrui Zhang Liuhui Wang Yu Qiao Peng Gao Hongsheng Li 3DPC 33 124 0 13 Dec 2022
PointCMC: Cross-Modal Multi-Scale Correspondences Learning for Point Cloud Understanding Honggu Zhou Xiaogang Peng Jiawei Mao Zizhao Wu Ming Zeng 3DPC 6 3 0 22 Nov 2022
Learning Latent Part-Whole Hierarchies for Point Clouds Xiang Gao Wei Hu Renjie Liao 3DPC 35 0 0 14 Nov 2022
Point-DAE: Denoising Autoencoders for Self-supervised Point Cloud Learning Yabin Zhang Jiehong Lin Ruihuang Li K. Jia Lei Zhang 3DPC 17 6 0 13 Nov 2022
Joint Data and Feature Augmentation for Self-Supervised Representation Learning on Point Clouds Zhuheng Lu Yuewei Dai Weiqing Li Zhiyong Su 3DPC 22 4 0 02 Nov 2022
Isometric 3D Adversarial Examples in the Physical World Yibo Miao Yinpeng Dong Junyi Zhu Xiao-Shan Gao 37 29 0 27 Oct 2022
HAVANA: Hard negAtiVe sAmples aware self-supervised coNtrastive leArning for Airborne laser scanning point clouds semantic segmentation Yunsheng Zhang Jianguo Yao Ruixiang Zhang Siyang Chen Haif Li 15 0 0 19 Oct 2022
Data Augmentation-free Unsupervised Learning for 3D Point Cloud Understanding Guofeng Mei Cristiano Saltori Fabio Poiesi Jian Andrew Zhang Elisa Ricci N. Sebe Qiang Wu 3DPC 47 5 0 06 Oct 2022
Rethinking the compositionality of point clouds through regularization in the hyperbolic space Antonio Montanaro D. Valsesia E. Magli 3DPC 33 31 0 21 Sep 2022
Point Cloud Attacks in Graph Spectral Domain: When 3D Geometry Meets Graph Signal Processing Daizong Liu Wei Hu Xin Li AAML 3DPC 23 15 0 27 Jul 2022
Boosting Point-BERT by Multi-choice Tokens Kexue Fu Ming-Dong Yuan Manning Wang 3DPC 21 6 0 27 Jul 2022
Masked Surfel Prediction for Self-Supervised Point Cloud Learning Yabin Zhang Jiehong Lin Chenhang He Y. Chen K. Jia Lei Zhang 3DPC 19 19 0 07 Jul 2022
Masked Autoencoders in 3D Point Cloud Representation Learning Jincen Jiang Xuequan Lu Lizhi Zhao Richard Dazeley Meili Wang 3DPC ViT 54 28 0 04 Jul 2022
Primitive3D: 3D Object Dataset Synthesis from Randomly Assembled Primitives Xinke Li Henghui Ding Zekun Tong Yuwei Wu Yeow Meng Chee DD 18 4 0 25 May 2022
MetaSets: Meta-Learning on Point Sets for Generalizable Representations Chao Huang Zhangjie Cao Yunbo Wang Jianmin Wang Mingsheng Long 3DPC 11 30 0 15 Apr 2022
POS-BERT: Point Cloud One-Stage BERT Pre-Training Kexue Fu Peng Gao Shaolei Liu Renrui Zhang Yu Qiao Manning Wang 3DPC 22 18 0 03 Apr 2022
3D-OAE: Occlusion Auto-Encoders for Self-Supervised Learning on Point Clouds Junsheng Zhou Xin Wen Baorui Ma Yu-Shen Liu Yue Gao Yi Fang Zhizhong Han 3DPC 28 17 0 26 Mar 2022
Upsampling Autoencoder for Self-Supervised Point Cloud Learning Cheng Zhang Jian Shi X. Deng Zizhao Wu 3DPC 27 8 0 21 Mar 2022
Revisiting Deep Semi-supervised Learning: An Empirical Distribution Alignment Framework and Its Generalization Bound Feiyu Wang Qin Wang Wen Li Dong Xu Luc Van Gool 19 5 0 13 Mar 2022
Masked Autoencoders for Point Cloud Self-supervised Learning Yatian Pang Wenxiao Wang Francis E. H. Tay W. Liu Yonghong Tian Liuliang Yuan 3DPC ViT 31 451 0 13 Mar 2022