A Survey of Label-Efficient Deep Learning for 3D Point Clouds

31 May 2023

Papers citing "A Survey of Label-Efficient Deep Learning for 3D Point Clouds"

35 / 35 papers shown

Title
PointLoRA: Low-Rank Adaptation with Token Selection for Point Cloud Learning Song Wang Xiaolu Liu Lingdong Kong Jianyun Xu Chunyong Hu Gongfan Fang Wentong Li Jianke Zhu Xinchao Wang 27 0 0 22 Apr 2025
Learning to Detect Objects from Multi-Agent LiDAR Scans without Manual Labels Qiming Xia Wenkai Lin Haoen Xiang Xun Huang Siheng Chen Z. Dong Cheng-Yu Wang Chenglu Wen 3DPC OffRL 159 0 0 11 Mar 2025
Label-Efficient LiDAR Semantic Segmentation with 2D-3D Vision Transformer Adapters Julia Hindel Rohit Mohan Jelena Bratulić Daniele Cattaneo Thomas Brox Abhinav Valada 3DPC 79 0 0 05 Mar 2025
RW-Net: Enhancing Few-Shot Point Cloud Classification with a Wavelet Transform Projection-based Network Haosheng Zhang Hao Huang 31 0 0 06 Jan 2025
Deep Learning on 3D Semantic Segmentation: A Detailed Review Thodoris Betsas Andreas Georgopoulos Anastasios Doulamis Pierre Grussenmeyer 3DV 3DPC 28 1 0 04 Nov 2024
Multimodality Helps Few-shot 3D Point Cloud Semantic Segmentation Zhaochong An Guolei Sun Yun Liu Runjia Li Min Wu Ming-Ming Cheng Ender Konukoglu Serge J. Belongie 64 4 0 29 Oct 2024
Continual Learning in 3D Point Clouds: Employing Spectral Techniques for Exemplar Selection Hossein Resani B. Nasihatkon Mohammadreza Alimoradi Jazi 3DPC 36 2 0 12 Sep 2024
Vision-Driven 2D Supervised Fine-Tuning Framework for Bird's Eye View Perception Lei He Qiaoyi Wang Honglin Sun Qing Xu Bolin Gao Shengbo Eben Li Jianqiang Wang Keqiang Li 29 0 0 09 Sep 2024
Towards Modality-agnostic Label-efficient Segmentation with Entropy-Regularized Distribution Alignment Liyao Tang Zhe Chen Shanshan Zhao Chaoyue Wang Dacheng Tao 32 0 0 29 Aug 2024
Advancements in Point Cloud Data Augmentation for Deep Learning: A Survey Qinfeng Zhu Lei Fan Ningxin Weng 3DPC 21 34 0 23 Aug 2023
MV-JAR: Masked Voxel Jigsaw and Reconstruction for LiDAR-Based Self-Supervised Pre-Training Runsen Xu Tai Wang Wenwei Zhang Runjian Chen Jinkun Cao Jiangmiao Pang Dahua Lin 3DPC 34 29 0 23 Mar 2023
Bi3D: Bi-domain Active Learning for Cross-domain 3D Object Detection Jiakang Yuan Bo-Wen Zhang Xiangchao Yan Tao Chen Botian Shi Yikang Li Yu Qiao 43 24 0 10 Mar 2023
Towards Domain Generalization for Multi-view 3D Object Detection in Bird-Eye-View Shuo Wang Xinhai Zhao Haiting Xu Zehui Chen Dameng Yu Jiahao Chang Zhen Yang Feng Zhao 43 18 0 03 Mar 2023
Prototypical VoteNet for Few-Shot 3D Point Cloud Object Detection Shizhen Zhao Xiaojuan Qi 3DPC 43 17 0 11 Oct 2022
DetCLIP: Dictionary-Enriched Visual-Concept Paralleled Pre-training for Open-world Detection Lewei Yao Jianhua Han Youpeng Wen Xiaodan Liang Dan Xu Wei Zhang Zhenguo Li Chunjing Xu Hang Xu CLIP VLM 115 152 0 20 Sep 2022
2DPASS: 2D Priors Assisted Semantic Segmentation on LiDAR Point Clouds Xu Yan Jiantao Gao Chaoda Zheng Chao Zheng Ruimao Zhang Shenghui Cui Zhen Li 3DPC 84 213 0 10 Jul 2022
Boosting Single-Frame 3D Object Detection by Simulating Multi-Frame Point Clouds Wu Zheng Li Jiang Fanbin Lu Yangyang Ye Chi-Wing Fu 3DPC ObjD 32 9 0 03 Jul 2022
4DContrast: Contrastive Learning with Dynamic Correspondences for 3D Scene Understanding Yujin Chen Matthias Nießner Angela Dai 3DPC 105 58 0 06 Dec 2021
PointCLIP: Point Cloud Understanding by CLIP Renrui Zhang Ziyu Guo Wei Zhang Kunchang Li Xupeng Miao Bin Cui Yu Qiao Peng Gao Hongsheng Li VLM 3DPC 164 435 0 04 Dec 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 302 7,434 0 11 Nov 2021
Guided Point Contrastive Learning for Semi-supervised Point Cloud Semantic Segmentation Li Jiang Shaoshuai Shi Zhuotao Tian Xin Lai Shu-Lin Liu Chi-Wing Fu Jiaya Jia SSL 3DPC 118 115 0 15 Oct 2021
Model Adaptation: Historical Contrastive Learning for Unsupervised Domain Adaptation without Source Data Jiaxing Huang Dayan Guan Aoran Xiao Shijian Lu 140 212 0 07 Oct 2021
Mix3D: Out-of-Context Data Augmentation for 3D Scenes Alexey Nekrasov Jonas Schult Or Litany Bastian Leibe Francis Engelmann 3DPC 142 154 0 05 Oct 2021
FPS-Net: A Convolutional Fusion Network for Large-Scale LiDAR Point Cloud Segmentation Aoran Xiao Xiaofei Yang Shijian Lu Dayan Guan Jiaxing Huang 3DPC 27 48 0 01 Mar 2021
Regularization Strategy for Point Cloud via Rigidly Mixed Sample Dogyoon Lee Jaeha Lee Junhyeop Lee Hyeongmin Lee Minhyeok Lee Sungmin Woo Sangyoun Lee 3DPC 148 74 0 03 Feb 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 223 841 0 31 Dec 2020
Deep Continuous Fusion for Multi-Sensor 3D Object Detection Ming Liang Binh Yang Shenlong Wang R. Urtasun 3DPC 185 840 0 20 Dec 2020
RadarNet: Exploiting Radar for Robust Perception of Dynamic Objects Bin Yang Runsheng Guo Mingfeng Liang Sergio Casas R. Urtasun 131 110 0 28 Jul 2020
Weakly Supervised 3D Object Detection from Point Clouds Zengyi Qin Jinglu Wang Yan Lu 3DPC 69 62 0 28 Jul 2020
PointContrast: Unsupervised Pre-training for 3D Point Cloud Understanding Saining Xie Jiatao Gu Demi Guo C. Qi Leonidas J. Guibas Or Litany 3DPC 141 622 0 21 Jul 2020
Feature-metric Registration: A Fast Semi-supervised Approach for Robust Point Cloud Registration without Correspondences Xiaoshui Huang Guofeng Mei Jian Andrew Zhang 3DPC 56 245 0 03 May 2020
Adapting Object Detectors with Conditional Domain Normalization Peng Su Kun Wang Xingyu Zeng Shixiang Tang Dapeng Chen Di Qiu Xiaogang Wang 58 84 0 16 Mar 2020
Confidence Regularized Self-Training Yang Zou Zhiding Yu Xiaofeng Liu B. Kumar Jinsong Wang 230 789 0 26 Aug 2019
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 281 11,681 0 09 Mar 2017
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas J. Guibas 3DH 3DPC 3DV PINN 222 14,099 0 02 Dec 2016