Weakly Supervised Semantic Segmentation for Large-Scale Point Cloud

9 December 2022

Yuan Xie

Tao Mei

Papers citing "Weakly Supervised Semantic Segmentation for Large-Scale Point Cloud"

39 / 39 papers shown

Title
LiDAR Remote Sensing Meets Weak Supervision: Concepts, Methods, and Perspectives Yuan Gao Shaobo Xia P. Wang Xiaohuan Xi Sheng Nie Cheng-Xiang Wang 44 1 0 24 Mar 2025
Distribution Guidance Network for Weakly Supervised Point Cloud Semantic Segmentation Zhiyi Pan Wei-Nan Gao Shan Liu Ge Li 25 1 0 10 Oct 2024
Bayesian Self-Training for Semi-Supervised 3D Segmentation Ozan Unal Christos Sakaridis Luc Van Gool 3DPC 3DV 34 0 0 12 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
Subspace Prototype Guidance for Mitigating Class Imbalance in Point Cloud Semantic Segmentation Jiawei Han Kaiqi Liu Wei Li Guangzhi Chen 33 1 0 20 Aug 2024
3D Weakly Supervised Semantic Segmentation with 2D Vision-Language Guidance Xiaoxu Xu Yitian Yuan Jinlong Li Qiudan Zhang Zequn Jie Lin Ma Hao Tang N. Sebe Xu Wang 38 2 0 13 Jul 2024
Class-Imbalanced Semi-Supervised Learning for Large-Scale Point Cloud Semantic Segmentation via Decoupling Optimization Mengtian Li Shaohui Lin Zihan Wang Yunhang Shen Baochang Zhang Lizhuang Ma 26 5 0 13 Jan 2024
Multi-modality Affinity Inference for Weakly Supervised 3D Semantic Segmentation Xiawei Li Qingyuan Xu Jing Zhang Tianyi Zhang Qian Yu Lu Sheng Dong Xu 24 3 0 27 Dec 2023
Densify Your Labels: Unsupervised Clustering with Bipartite Matching for Weakly Supervised Point Cloud Segmentation Shaobo Xia Jun Yue Kacper Kania Leyuan Fang Andrea Tagliasacchi Kwang Moo Yi Weiwei Sun 3DPC 19 3 0 11 Dec 2023
U3DS $^3$ : Unsupervised 3D Semantic Scene Segmentation Jiaxu Liu Zhengdi Yu T. Breckon Hubert P. H. Shum 3DPC 16 7 0 10 Nov 2023
Leveraging Large-Scale Pretrained Vision Foundation Models for Label-Efficient 3D Point Cloud Segmentation Shichao Dong Fayao Liu Guosheng Lin VLM 19 3 0 03 Nov 2023
2D-3D Interlaced Transformer for Point Cloud Segmentation with Scene-Level Supervision Cheng-Kun Yang Min-Hung Chen Yung-Yu Chuang Yen-Yu Lin ViT 3DPC 22 17 0 19 Oct 2023
Hierarchical Point-based Active Learning for Semi-supervised Point Cloud Semantic Segmentation Zongyi Xu Bo Yuan Shanshan Zhao Qianni Zhang Xinbo Gao 3DPC 27 13 0 22 Aug 2023
BEV-DG: Cross-Modal Learning under Bird's-Eye View for Domain Generalization of 3D Semantic Segmentation Miaoyu Li Yachao Zhang Xu Ma Yanyun Qu Yun Fu 28 11 0 12 Aug 2023
CPCM: Contextual Point Cloud Modeling for Weakly-supervised Point Cloud Semantic Segmentation Lizhao Liu Zhuangwei Zhuang Shan Huang Xu Xiao Tian-Zhu Xiang Cen Chen Jingdong Wang Mingkui Tan 3DPC 39 17 0 19 Jul 2023
Partial Vessels Annotation-based Coronary Artery Segmentation with Self-training and Prototype Learning Zheng Zhang Xiaolei Zhang Yaolei Qi Guanyu Yang 23 2 0 10 Jul 2023
Centered Self-Attention Layers Ameen Ali Tomer Galanti Lior Wolf 28 6 0 02 Jun 2023
A Survey of Label-Efficient Deep Learning for 3D Point Clouds Aoran Xiao Xiaoqin Zhang Ling Shao Shijian Lu 3DPC 38 18 0 31 May 2023
All Points Matter: Entropy-Regularized Distribution Alignment for Weakly-supervised 3D Segmentation Liyao Tang Zhe Chen Shanshan Zhao Chaoyue Wang Dacheng Tao 23 12 0 25 May 2023
FreePoint: Unsupervised Point Cloud Instance Segmentation Zhikai Zhang Jian Ding Li Jiang Dengxin Dai Guisong Xia 3DPC 40 6 0 11 May 2023
You Never Get a Second Chance To Make a Good First Impression: Seeding Active Learning for 3D Semantic Segmentation Nermin Samet Oriane Siméoni Gilles Puy Georgy Ponimatkin Renaud Marlet Vincent Lepetit 3DPC 28 4 0 23 Apr 2023
You Only Need One Thing One Click: Self-Training for Weakly Supervised 3D Scene Understanding Zhengzhe Liu Xiaojuan Qi Chi-Wing Fu 3DPC 25 0 0 26 Mar 2023
PartSLIP: Low-Shot Part Segmentation for 3D Point Clouds via Pretrained Image-Language Models Minghua Liu Yinhao Zhu H. Cai Shizhong Han Z. Ling Fatih Porikli Hao Su 3DPC 29 68 0 03 Dec 2022
One Class One Click: Quasi Scene-level Weakly Supervised Point Cloud Semantic Segmentation with Active Learning Puzuo Wang W. Yao Jiejing Shao 33 17 0 23 Nov 2022
Visual Semantic Segmentation Based on Few/Zero-Shot Learning: An Overview Wenqi Ren Yang Tang Qiyu Sun Chaoqiang Zhao Qing‐Long Han VLM 18 41 0 13 Nov 2022
LiDAL: Inter-frame Uncertainty Based Active Learning for 3D LiDAR Semantic Segmentation Zeyu Hu Xuyang Bai Runze Zhang Xin Wang Guangyuan Sun Hongbo Fu Chiew-Lan Tai 19 21 0 11 Nov 2022
Hypergraph Convolutional Network based Weakly Supervised Point Cloud Semantic Segmentation with Scene-Level Annotations Zhuheng Lu Peng-Zhen Zhang Yuewei Dai Weiqing Li Zhiyong Su 3DPC 24 1 0 02 Nov 2022
VIBUS: Data-efficient 3D Scene Parsing with VIewpoint Bottleneck and Uncertainty-Spectrum Modeling Beiwen Tian Liyi Luo Hao Zhao Guyue Zhou 17 23 0 20 Oct 2022
COARSE3D: Class-Prototypes for Contrastive Learning in Weakly-Supervised 3D Point Cloud Segmentation Rong Li Anh-Quan Cao Raoul de Charette 3DV 3DPC 131 13 0 04 Oct 2022
GaIA: Graphical Information Gain based Attention Network for Weakly Supervised Point Cloud Semantic Segmentation Min Seok Lee Seok Woo Yang S. W. Han 3DPC 22 21 0 02 Oct 2022
Image Understands Point Cloud: Weakly Supervised 3D Semantic Segmentation via Association Learning Tianfang Sun Zhizhong Zhang Xin Tan Yanyun Qu Yuan Xie Lizhuang Ma 3DPC 27 11 0 16 Sep 2022
Box2Mask: Weakly Supervised 3D Semantic Instance Segmentation Using Bounding Boxes Julian Chibane Francis Engelmann Tuan Anh Tran Gerard Pons-Moll 3DPC ISeg 30 0 0 02 Jun 2022
Weakly Supervised 3D Point Cloud Segmentation via Multi-Prototype Learning Yongyi Su Xun Xu K. Jia 3DPC 19 27 0 06 May 2022
Box2Seg: Learning Semantics of 3D Point Clouds with Box-Level Supervision Y. Liu Qingyong Hu Yinjie Lei Kai Xu Jonathan Li Yulan Guo 3DPC 8 10 0 09 Jan 2022
Dense Supervision Propagation for Weakly Supervised Semantic Segmentation on 3D Point Clouds Jiacheng Wei Guosheng Lin Kim-Hui Yap Fayao Liu Tzu-Yi Hung 3DPC 16 12 0 23 Jul 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 32 117 0 11 Apr 2021
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
Unsupervised Multi-Task Feature Learning on Point Clouds Kaveh Hassani Mike Haley SSL 3DPC 117 193 0 18 Oct 2019
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