ReDAL: Region-based and Diversity-aware Active Learning for Point Cloud
Semantic Segmentation

ReDAL: Region-based and Diversity-aware Active Learning for Point Cloud Semantic Segmentation

25 July 2021

Hsin-Ying Lee

Hung-Ting Su

Ping-Chia Huang

Papers citing "ReDAL: Region-based and Diversity-aware Active Learning for Point Cloud Semantic Segmentation"

17 / 17 papers shown

Title
A Review of Bayesian Uncertainty Quantification in Deep Probabilistic Image Segmentation M. Valiuddin R. V. Sloun C.G.A. Viviers Peter H. N. de With Fons van der Sommen UQCV 91 1 0 25 Nov 2024
MILAN: Milli-Annotations for Lidar Semantic Segmentation Nermin Samet Gilles Puy Oriane Siméoni Renaud Marlet 3DPC 32 0 0 22 Jul 2024
Effective Data Selection for Seismic Interpretation through Disagreement Ryan Benkert M. Prabhushankar Ghassan AlRegib 32 2 0 01 Jun 2024
A Review and A Robust Framework of Data-Efficient 3D Scene Parsing with Traditional/Learned 3D Descriptors Kangcheng Liu 3DPC 16 0 0 03 Dec 2023
Correlation-aware active learning for surgery video segmentation Fei Wu Pablo Márquez-Neila Mingyi Zheng Hedyeh Rafii-Tari Raphael Sznitman 31 3 0 15 Nov 2023
$360$^\circ$ from a Single Camera: A Few-Shot Approach for LiDAR Segmentation$ 360 $^\circ$ from a Single Camera: A Few-Shot Approach for LiDAR Segmentation Laurenz Reichardt Nikolas Ebert Oliver Wasenmüller 3DPC 43 10 0 12 Sep 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
Evaluating the effect of data augmentation and BALD heuristics on distillation of Semantic-KITTI dataset Ngoc Phuong Anh Duong Alexandre Almin Léo Lemarié B. R. Kiran 24 0 0 21 Feb 2023
Exploring Active 3D Object Detection from a Generalization Perspective Yadan Luo Zhuoxiao Chen Zijian Wang Xin Yu Zi Huang Mahsa Baktash 3DPC 31 26 0 23 Jan 2023
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
LESS: Label-Efficient Semantic Segmentation for LiDAR Point Clouds Minghua Liu Yin Zhou C. Qi Boqing Gong Hao Su Drago Anguelov 3DPC 42 54 0 14 Oct 2022
Active Pointly-Supervised Instance Segmentation Chufeng Tang Lingxi Xie Gang Zhang Xiaopeng Zhang Qi Tian Xiaolin Hu ISeg 34 15 0 23 Jul 2022
Active Learning for Point Cloud Semantic Segmentation via Spatial-Structural Diversity Reasoning Feifei Shao Yawei Luo Ping Liu Jie Chen Yezhou Yang Yulei Lu Junhao Xiao 3DPC 24 31 0 25 Feb 2022
LiDAR dataset distillation within bayesian active learning framework: Understanding the effect of data augmentation Ngoc Phuong Anh Duong Alexandre Almin Léo Lemarié B. R. Kiran 13 3 0 06 Feb 2022
Towards Fewer Annotations: Active Learning via Region Impurity and Prediction Uncertainty for Domain Adaptive Semantic Segmentation Binhui Xie Longhui Yuan Shuang Li Chi Harold Liu Xinjing Cheng UQCV 28 89 0 25 Nov 2021
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 14,103 0 02 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 285 9,136 0 06 Jun 2015