GD-MAE: Generative Decoder for MAE Pre-training on LiDAR Point Clouds

6 December 2022

Jiaheng Liu

Wanli Ouyang

Papers citing "GD-MAE: Generative Decoder for MAE Pre-training on LiDAR Point Clouds"

49 / 49 papers shown

Title
Self-Supervised Pre-training with Combined Datasets for 3D Perception in Autonomous Driving Shumin Wang Zhuoran Yang L. Wang Zhipeng Tang Heng Li Lehan Pan Sha Zhang Jie Peng J. Ji Y. Zhang 3DPC 41 0 0 17 Apr 2025
JiSAM: Alleviate Labeling Burden and Corner Case Problems in Autonomous Driving via Minimal Real-World Data Runjian Chen Wenqi Shao Bo-Wen Zhang Shaoshuai Shi Li Jiang Ping Luo 48 0 0 11 Mar 2025
Temporal Overlapping Prediction: A Self-supervised Pre-training Method for LiDAR Moving Object Segmentation Ziliang Miao Runjian Chen Yixi Cai Buwei He Wenquan Zhao Wenqi Shao Bo-Wen Zhang Fu Zhang 3DPC 49 0 0 10 Mar 2025
Multi-Scale Neighborhood Occupancy Masked Autoencoder for Self-Supervised Learning in LiDAR Point Clouds Mohamed Abdelsamad Michael Ulrich Claudius Gläser Abhinav Valada 3DPC 37 0 0 27 Feb 2025
CLAP: Unsupervised 3D Representation Learning for Fusion 3D Perception via Curvature Sampling and Prototype Learning Runjian Chen H. Zhang Avinash Ravichandran Wenqi Shao Alex Wong Ping Luo Ping Luo 3DPC 77 0 0 04 Dec 2024
Point Cloud Unsupervised Pre-training via 3D Gaussian Splatting Hao Liu Minglin Chen Yanni Ma Haihong Xiao Ying He 3DGS 3DPC 73 0 0 27 Nov 2024
Finetuning Pre-trained Model with Limited Data for LiDAR-based 3D Object Detection by Bridging Domain Gaps Jiyun Jang Mincheol Chang Jongwon Park Jinkyu Kim 3DPC 29 0 0 02 Oct 2024
Decoupled and Interactive Regression Modeling for High-performance One-stage 3D Object Detection Weiping Xiao Yiqiang Wu Chang-rui Liu Yu Qin Xiaomao Li Liming Xin 19 0 0 01 Sep 2024
CooPre: Cooperative Pretraining for V2X Cooperative Perception Seth Z. Zhao Hao Xiang Chenfeng Xu Xin Xia Bolei Zhou Jiaqi Ma 3DPC 40 1 0 20 Aug 2024
Scale Disparity of Instances in Interactive Point Cloud Segmentation Chenrui Han Xuan Yu Yuxuan Xie Yili Liu Sitong Mao Shunbo Zhou Rong Xiong Yue Wang 14 2 0 19 Jul 2024
Segment, Lift and Fit: Automatic 3D Shape Labeling from 2D Prompts Jianhao Li Tianyu Sun Zhongdao Wang Enze Xie Bailan Feng Hongbo Zhang Ze Yuan Ke Xu Jiaheng Liu Ping Luo 3DPC 27 2 0 16 Jul 2024
Exploring the Untouched Sweeps for Conflict-Aware 3D Segmentation Pretraining Tianfang Sun Zhizhong Zhang Xin Tan Yanyun Qu Yuan Xie 20 0 0 10 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
MonoMAE: Enhancing Monocular 3D Detection through Depth-Aware Masked Autoencoders Xue-Qiu Jiang Sheng Jin Xiaoqin Zhang Ling Shao Shijian Lu MDE 39 6 0 13 May 2024
Commonsense Prototype for Outdoor Unsupervised 3D Object Detection Hai Wu Shijia Zhao Xun Huang Chenglu Wen Xin Li Cheng-i Wang 3DPC 30 5 0 25 Apr 2024
Equivariant Spatio-Temporal Self-Supervision for LiDAR Object Detection Deepti Hegde Suhas Lohit Kuan-Chuan Peng Michael J. Jones Vishal M. Patel 3DPC 29 0 0 17 Apr 2024
Leveraging Anchor-based LiDAR 3D Object Detection via Point Assisted Sample Selection Shi-tao Chen Haolin Zhang Nanning Zheng 3DPC 31 0 0 04 Mar 2024
Data-efficient Event Camera Pre-training via Disentangled Masked Modeling Zhenpeng Huang Chao Li Hao Chen Yongjian Deng Yifeng Geng Limin Wang 32 2 0 01 Mar 2024
Point Cloud Matters: Rethinking the Impact of Different Observation Spaces on Robot Learning Haoyi Zhu Yating Wang Di Huang Weicai Ye Wanli Ouyang Tong He SSL 3DPC 31 18 0 04 Feb 2024
Forging Vision Foundation Models for Autonomous Driving: Challenges, Methodologies, and Opportunities Xu Yan Haiming Zhang Yingjie Cai Jingming Guo Weichao Qiu ... Lihui Jiang Wei Zhang Hongbo Zhang Dengxin Dai Bingbing Liu 51 16 0 16 Jan 2024
T-MAE: Temporal Masked Autoencoders for Point Cloud Representation Learning Weijie Wei F. Karimi Nejadasl Theo Gevers Martin R. Oswald 3DPC 20 3 0 15 Dec 2023
DriveMLM: Aligning Multi-Modal Large Language Models with Behavioral Planning States for Autonomous Driving Wenhai Wang Jiangwei Xie ChuanYang Hu Haoming Zou Jianan Fan ... Lewei Lu Xizhou Zhu Xiaogang Wang Yu Qiao Jifeng Dai 34 122 0 14 Dec 2023
Hulk: A Universal Knowledge Translator for Human-Centric Tasks Yizhou Wang YiXuan Wu Shixiang Tang Weizhen He Xun Guo ... Lei Bai Rui Zhao Jian Wu Tong He Wanli Ouyang VLM 26 14 0 04 Dec 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
BEVContrast: Self-Supervision in BEV Space for Automotive Lidar Point Clouds Corentin Sautier Gilles Puy Alexandre Boulch Renaud Marlet Vincent Lepetit 3DPC 13 15 0 26 Oct 2023
Fuzzy-NMS: Improving 3D Object Detection with Fuzzy Classification in NMS Li-e Wang Xinyu Zhang Fachuan Zhao Chuze Wu Yichen Wang Ziying Song Lei Yang Jun Li Huaping Liu 21 7 0 21 Oct 2023
UniPAD: A Universal Pre-training Paradigm for Autonomous Driving Honghui Yang Sha Zhang Di Huang Xiaoyang Wu Haoyi Zhu ... Hengshuang Zhao Qibo Qiu Binbin Lin Xiaofei He Wanli Ouyang SSL 21 44 0 12 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 63 42 0 12 Oct 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 18 0 0 23 Sep 2023
FSD V2: Improving Fully Sparse 3D Object Detection with Virtual Voxels Lue Fan Feng Wang Nai-long Wang Zhaoxiang Zhang 78 24 0 07 Aug 2023
R2Det: Redemption from Range-view for Accurate 3D Object Detection Yihan Wang Qiao Yan Yi Wang 3DPC 11 0 0 21 Jul 2023
AD-PT: Autonomous Driving Pre-Training with Large-scale Point Cloud Dataset Jiakang Yuan Bo-Wen Zhang Xiangchao Yan Tao Chen Botian Shi Yikang Li Yu Qiao 3DPC 8 24 0 01 Jun 2023
A Survey of Label-Efficient Deep Learning for 3D Point Clouds Aoran Xiao Xiaoqin Zhang Ling Shao Shijian Lu 3DPC 27 18 0 31 May 2023
PVT-SSD: Single-Stage 3D Object Detector with Point-Voxel Transformer Honghui Yang Wenxiao Wang Minghao Chen Binbin Lin Tong He Huaguan Chen Xiaofei He Wanli Ouyang 3DPC ViT 19 29 0 11 May 2023
Self-supervised Learning for Pre-Training 3D Point Clouds: A Survey Ben Fei Weidong Yang Liwen Liu Tian-jian Luo Rui Zhang Yixuan Li Ying He 3DPC 16 17 0 08 May 2023
Once Detected, Never Lost: Surpassing Human Performance in Offline LiDAR based 3D Object Detection Lue Fan Y. Yang Yiming Mao Feng Wang Yuntao Chen Nai-long Wang Zhaoxiang Zhang OffRL 3DPC 44 20 0 24 Apr 2023
MAELi: Masked Autoencoder for Large-Scale LiDAR Point Clouds Georg Krispel David Schinagl Christian Fruhwirth-Reisinger Horst Possegger Horst Bischof 3DPC 26 14 0 14 Dec 2022
Occupancy-MAE: Self-supervised Pre-training Large-scale LiDAR Point Clouds with Masked Occupancy Autoencoders Chen Min Xinli Xu Dawei Zhao Liang Xiao Yiming Nie Bin Dai 3DPC 19 48 0 20 Jun 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 169 241 0 28 May 2022
PillarNet: Real-Time and High-Performance Pillar-based 3D Object Detection Guang-Hui Shi Ruifeng Li Chaoxiang Ma 3DPC 67 132 0 16 May 2022
4DContrast: Contrastive Learning with Dynamic Correspondences for 3D Scene Understanding Yujin Chen Matthias Nießner Angela Dai 3DPC 103 57 0 06 Dec 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 258 7,337 0 11 Nov 2021
Object DGCNN: 3D Object Detection using Dynamic Graphs Yue Wang Justin Solomon 3DPC 143 103 0 13 Oct 2021
PV-RCNN++: Point-Voxel Feature Set Abstraction With Local Vector Representation for 3D Object Detection Shaoshuai Shi Li Jiang Jiajun Deng Zhe Wang Chaoxu Guo Jianping Shi Xiaogang Wang Hongsheng Li 3DPC 135 400 0 31 Jan 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
Voxel R-CNN: Towards High Performance Voxel-based 3D Object Detection Jiajun Deng Shaoshuai Shi Pei-Cian Li Wen-gang Zhou Yanyong Zhang Houqiang Li 3DPC 216 835 0 31 Dec 2020
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
Point-GNN: Graph Neural Network for 3D Object Detection in a Point Cloud Weijing Shi Ragunathan R. Rajkumar 3DPC 139 731 0 02 Mar 2020
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas J. Guibas 3DH 3DPC 3DV PINN 219 13,886 0 02 Dec 2016