Self-Supervised Few-Shot Learning on Point Clouds

29 September 2020

Papers citing "Self-Supervised Few-Shot Learning on Point Clouds"

29 / 29 papers shown

Title
HFBRI-MAE: Handcrafted Feature Based Rotation-Invariant Masked Autoencoder for 3D Point Cloud Analysis Xuanhua Yin Dingxin Zhang Jianhui Yu Weidong Cai 25 0 0 19 Apr 2025
ZeroPS: High-quality Cross-modal Knowledge Transfer for Zero-Shot 3D Part Segmentation Yuheng Xue Nenglun Chen Jun Liu Wenyun Sun 3DPC 80 7 0 24 Feb 2025
Triple Point Masking Jiaming Liu Linghe Kong Yue Wu Maoguo Gong Hao Li Qiguang Miao Wenping Ma Can Qin 3DPC 45 0 0 26 Sep 2024
P3P: Pseudo-3D Pre-training for Scaling 3D Voxel-based Masked Autoencoders Xuechao Chen Ying Chen Jian Li Qiang Nie Hanqiu Deng Yong Liu Qixing Huang Yang Li 3DPC 78 0 0 19 Aug 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 78 1 0 20 May 2024
A Survey of Generative Techniques for Spatial-Temporal Data Mining Qianru Zhang Haixin Wang Cheng Long Liangcai Su Xingwei He ... Tailin Wu Hongzhi Yin Siu-Ming Yiu Qi Tian Christian S. Jensen AI4TS 57 7 0 15 May 2024
MaskLRF: Self-supervised Pretraining via Masked Autoencoding of Local Reference Frames for Rotation-invariant 3D Point Set Analysis Takahiko Furuya 3DPC 53 2 0 01 Mar 2024
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 44 116 0 18 May 2023
GPr-Net: Geometric Prototypical Network for Point Cloud Few-Shot Learning Tejas Anvekar Dena Bazazian 3DPC 37 8 0 12 Apr 2023
A Closer Look at Few-Shot 3D Point Cloud Classification Chuangguan Ye Erik Cambria Bo Zhang Tao Chen 3DPC 29 15 0 31 Mar 2023
What Makes for Effective Few-shot Point Cloud Classification? Chuangguan Ye Erik Cambria Yongbin Liao Yang-ting Zhang Tao Chen Jiayuan Fan 3DPC 35 26 0 31 Mar 2023
Parameter is Not All You Need: Starting from Non-Parametric Networks for 3D Point Cloud Analysis Renrui Zhang Liuhui Wang Ziyu Guo Yali Wang Peng Gao Hongsheng Li Jianbo Shi 3DPC 32 52 0 14 Mar 2023
Sampled Transformer for Point Sets Shidi Li Christian J. Walder Alexander Soen Lexing Xie Miaomiao Liu 3DPC 38 1 0 28 Feb 2023
3D Point Cloud Pre-training with Knowledge Distillation from 2D Images Yuan Yao Yuanhan Zhang Zhen-fei Yin Jiebo Luo Wanli Ouyang Xiaoshui Huang 3DPC 29 10 0 17 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 29 84 0 16 Dec 2022
PointCMC: Cross-Modal Multi-Scale Correspondences Learning for Point Cloud Understanding Honggu Zhou Xiaogang Peng Jiawei Mao Zizhao Wu Ming Zeng 3DPC 22 3 0 22 Nov 2022
Point-DAE: Denoising Autoencoders for Self-supervised Point Cloud Learning Yabin Zhang Jiehong Lin Ruihuang Li Kui Jia Lei Zhang 3DPC 34 7 0 13 Nov 2022
Self-Supervised Learning with Multi-View Rendering for 3D Point Cloud Analysis Bach Tran Binh-Son Hua Anh Tran Minh Hoai 3DPC 42 7 0 28 Oct 2022
Prototypical VoteNet for Few-Shot 3D Point Cloud Object Detection Shizhen Zhao Xiaojuan Qi 3DPC 53 17 0 11 Oct 2022
Data Augmentation-free Unsupervised Learning for 3D Point Cloud Understanding Guofeng Mei Cristiano Saltori Fabio Poiesi Jian Zhang Elisa Ricci N. Sebe Qiang Wu 3DPC 59 5 0 06 Oct 2022
Masked Autoencoders in 3D Point Cloud Representation Learning Jincen Jiang Xuequan Lu Lizhi Zhao Richard Dazeley Meili Wang 3DPC ViT 59 28 0 04 Jul 2022
Self-Supervised Learning for Videos: A Survey Madeline Chantry Schiappa Yogesh S Rawat M. Shah SSL 41 131 0 18 Jun 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 33 17 0 26 Mar 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 33 454 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 16 252 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 51 655 0 29 Nov 2021
SQN: Weakly-Supervised Semantic Segmentation of Large-Scale 3D Point Clouds Qingyong Hu Bo Yang Guangchi Fang Yulan Guo A. Leonardis Niki Trigoni Andrew Markham 3DPC 39 118 0 11 Apr 2021
Deep Continuous Fusion for Multi-Sensor 3D Object Detection Ming Liang Binh Yang Shenlong Wang R. Urtasun 3DPC 208 841 0 20 Dec 2020
Learning a Probabilistic Latent Space of Object Shapes via 3D Generative-Adversarial Modeling Jiajun Wu Chengkai Zhang Tianfan Xue Bill Freeman J. Tenenbaum GAN 191 1,942 0 24 Oct 2016