Masked Autoencoders for Point Cloud Self-supervised Learning

13 March 2022

Yonghong Tian

Papers citing "Masked Autoencoders for Point Cloud Self-supervised Learning"

50 / 59 papers shown

Title
Examining the Source of Defects from a Mechanical Perspective for 3D Anomaly Detection Hanzhe Liang Aoran Wang Jie Zhou Xin Jin C. Gao Jinbao Wang 18 0 0 09 May 2025
GAPrompt: Geometry-Aware Point Cloud Prompt for 3D Vision Model Zixiang Ai Zichen Liu Yuanhang Lei Zhenyu Cui Xu Zou Jiahuan Zhou 24 0 0 07 May 2025
MC3D-AD: A Unified Geometry-aware Reconstruction Model for Multi-category 3D Anomaly Detection Jiayi Cheng C. Gao Jie Zhou J. Wen Tao Dai J. Wang 29 0 0 04 May 2025
SAMBLE: Shape-Specific Point Cloud Sampling for an Optimal Trade-Off Between Local Detail and Global Uniformity Chengzhi Wu Yuxin Wan Hao Fu Julius Pfrommer Zeyun Zhong Junwei Zheng Jiaming Zhang Jürgen Beyerer 3DPC 51 0 0 28 Apr 2025
LM-MCVT: A Lightweight Multi-modal Multi-view Convolutional-Vision Transformer Approach for 3D Object Recognition Songsong Xiong H. Kasaei 45 0 0 27 Apr 2025
Occlusion-aware Text-Image-Point Cloud Pretraining for Open-World 3D Object Recognition Khanh Nguyen Ghulam Mubashar Hassan Ajmal Saeed Mian 3DPC 42 0 0 15 Feb 2025
Ground Awareness in Deep Learning for Large Outdoor Point Cloud Segmentation Kevin Qiu Dimitri Bulatov Dorota Iwaszczuk 3DPC 52 0 0 30 Jan 2025
Point-PRC: A Prompt Learning Based Regulation Framework for Generalizable Point Cloud Analysis Hongyu Sun Qiuhong Ke Y. Wang Wang Chen Kang Yang Deying Li Jianfei Cai 3DPC 65 3 0 17 Jan 2025
LPRnet: A self-supervised registration network for LiDAR and photogrammetric point clouds Chen Wang Yanfeng Gu Xian Li 3DPC 45 0 0 10 Jan 2025
Pic@Point: Cross-Modal Learning by Local and Global Point-Picture Correspondence Vencia Herzog Stefan Suwelack 3DPC 21 0 0 12 Oct 2024
Progressive Multi-Modal Fusion for Robust 3D Object Detection Rohit Mohan Daniele Cattaneo Florian Drews Abhinav Valada 3DPC 31 3 0 09 Oct 2024
MAP: Unleashing Hybrid Mamba-Transformer Vision Backbone's Potential with Masked Autoregressive Pretraining Yunze Liu Li Yi Mamba 40 2 0 01 Oct 2024
PRESTO: Fast Motion Planning Using Diffusion Models Based on Key-Configuration Environment Representation Mingyo Seo Yoonyoung Cho Yoonchang Sung Peter Stone Yuke Zhu Beomjoon Kim DiffM 22 0 0 24 Sep 2024
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
Lexicon3D: Probing Visual Foundation Models for Complex 3D Scene Understanding Yunze Man Shuhong Zheng Zhipeng Bao M. Hebert Liang-Yan Gui Yu-xiong Wang 70 15 0 05 Sep 2024
P3P: Pseudo-3D Pre-training for Scaling 3D Masked Autoencoders Xuechao Chen Ying Chen Jialin Li Qiang Nie Hanqiu Deng Qixing Huang Yang Li Yang Li 3DPC 58 0 0 19 Aug 2024
Masked Image Modeling: A Survey Vlad Hondru Florinel-Alin Croitoru Shervin Minaee Radu Tudor Ionescu N. Sebe 56 6 0 13 Aug 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 36 7 0 08 Jul 2024
Sense Less, Generate More: Pre-training LiDAR Perception with Masked Autoencoders for Ultra-Efficient 3D Sensing Sina Tayebati Theja Tulabandhula A. R. Trivedi 28 5 0 12 Jun 2024
LCM: Locally Constrained Compact Point Cloud Model for Masked Point Modeling Yaohua Zha Naiqi Li Yanzi Wang Tao Dai Hang Guo Bin Chen Zhi Wang Zhihao Ouyang Shu-Tao Xia Mamba 37 8 0 27 May 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 60 1 0 20 May 2024
Point-JEPA: A Joint Embedding Predictive Architecture for Self-Supervised Learning on Point Cloud Ayumu Saito Prachi Kudeshia Jiju Poovvancheri 3DPC 25 7 0 25 Apr 2024
Social-MAE: Social Masked Autoencoder for Multi-person Motion Representation Learning Mahsa Ehsanpour Ian Reid Hamid Rezatofighi ViT 27 0 0 08 Apr 2024
Self-supervised Learning of LiDAR 3D Point Clouds via 2D-3D Neural Calibration Yifan Zhang Siyu Ren Junhui Hou Jinjian Wu Guangming Shi Guangming Shi SSL 3DPC 58 3 0 23 Jan 2024
Multimodal Industrial Anomaly Detection by Crossmodal Feature Mapping Alex Costanzino Pierluigi Zama Ramirez Giuseppe Lisanti Luigi Di Stefano 19 10 0 07 Dec 2023
Back to 3D: Few-Shot 3D Keypoint Detection with Back-Projected 2D Features Thomas Wimmer Peter Wonka M. Ovsjanikov 19 8 0 29 Nov 2023
PRED: Pre-training via Semantic Rendering on LiDAR Point Clouds Hao-Yu Yang Haiyang Wang Di Dai Liwei Wang 3DPC 13 4 0 08 Nov 2023
Pre-Training LiDAR-Based 3D Object Detectors Through Colorization Tai-Yu Pan Chenyang Ma Tianle Chen Cheng Perng Phoo Katie Z Luo Yurong You Mark E. Campbell Kilian Q. Weinberger B. Hariharan Wei-Lun Chao 3DPC 18 4 0 23 Oct 2023
Learning Generalizable Manipulation Policies with Object-Centric 3D Representations Yifeng Zhu Zhenyu Jiang Peter Stone Yuke Zhu 3DPC 17 43 0 22 Oct 2023
PonderV2: Pave the Way for 3D Foundation Model with A Universal Pre-training Paradigm Haoyi Zhu Honghui Yang Xiaoyang Wu Di Huang Sha Zhang ... Hengshuang Zhao Chunhua Shen Yu Qiao Tong He Wanli Ouyang SSL 61 42 0 12 Oct 2023
Open-Vocabulary Affordance Detection using Knowledge Distillation and Text-Point Correlation Tuan V. Vo Minh Nhat Vu Baoru Huang Toan Tien Nguyen Ngan Le T. Vo Anh Nguyen 3DPC 19 9 0 19 Sep 2023
Sample-adaptive Augmentation for Point Cloud Recognition Against Real-world Corruptions Jie Wang Lihe Ding Tingfa Xu Shaocong Dong Xinli Xu Long Bai Jianan Li 3DPC 11 5 0 19 Sep 2023
PatchContrast: Self-Supervised Pre-training for 3D Object Detection Oren Shrout Ori Nitzan Yizhak Ben-Shabat A. Tal 3DPC 36 2 0 14 Aug 2023
Self-supervised adversarial masking for 3D point cloud representation learning Michal Szachniewicz Wojciech Kozlowski Michal Stypulkowski Maciej Ziȩba 3DPC 6 2 0 11 Jul 2023
Spain on Fire: A novel wildfire risk assessment model based on image satellite processing and atmospheric information Helena Liz-López Javier Huertas-Tato Jorge Pérez-Aracil C. Casanova-Mateo J. Sanz-Justo David Camacho 11 10 0 08 Jun 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 22 115 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 13 38 0 15 May 2023
Instance-aware Dynamic Prompt Tuning for Pre-trained Point Cloud Models Yaohua Zha Jinpeng Wang Tao Dai Bin Chen Zhi Wang Shutao Xia VLM 35 45 0 14 Apr 2023
3D Feature Prediction for Masked-AutoEncoder-Based Point Cloud Pretraining Siming Yan Yu-Qi Yang Yu-Xiao Guo Hao Pan Peng-shuai Wang Xin Tong Yang Liu Qi-Xing Huang 3DPC 22 15 0 14 Apr 2023
Mask and Restore: Blind Backdoor Defense at Test Time with Masked Autoencoder Tao Sun Lu Pang Chao Chen Haibin Ling AAML 28 9 0 27 Mar 2023
Applying Plain Transformers to Real-World Point Clouds Lanxiao Li M. Heizmann 3DPC ViT 10 3 0 28 Feb 2023
Contrast with Reconstruct: Contrastive 3D Representation Learning Guided by Generative Pretraining Zekun Qi Runpei Dong Guo Fan Zheng Ge Xiangyu Zhang Kaisheng Ma Li Yi 28 117 0 05 Feb 2023
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 28 124 0 13 Dec 2022
GD-MAE: Generative Decoder for MAE Pre-training on LiDAR Point Clouds Honghui Yang Tong He Jiaheng Liu Huaguan Chen Boxi Wu Binbin Lin Xiaofei He Wanli Ouyang 30 58 0 06 Dec 2022
Point-Voxel Adaptive Feature Abstraction for Robust Point Cloud Classification Lifa Zhu Changwei Lin Cheng Zheng Ninghua Yang 3DPC 25 3 0 27 Oct 2022
CLIP2Point: Transfer CLIP to Point Cloud Classification with Image-Depth Pre-training Tianyu Huang Bowen Dong Yunhan Yang Xiaoshui Huang Rynson W. H. Lau Wanli Ouyang W. Zuo VLM 3DPC CLIP 15 144 0 03 Oct 2022
SeRP: Self-Supervised Representation Learning Using Perturbed Point Clouds Siddhant Garg Mudit Chaudhary 3DPC 11 2 0 13 Sep 2022
A Survey on Masked Autoencoder for Self-supervised Learning in Vision and Beyond Chaoning Zhang Chenshuang Zhang Junha Song John Seon Keun Yi Kang Zhang In So Kweon SSL 39 70 0 30 Jul 2022
Masked Autoencoder for Self-Supervised Pre-training on Lidar Point Clouds Georg Hess Johan Jaxing Elias Svensson David Hagerman Christoffer Petersson Lennart Svensson 3DPC ViT 13 33 0 01 Jul 2022
Unleashing Vanilla Vision Transformer with Masked Image Modeling for Object Detection Yuxin Fang Shusheng Yang Shijie Wang Yixiao Ge Ying Shan Xinggang Wang 6 54 0 06 Apr 2022