Point-to-Voxel Knowledge Distillation for LiDAR Semantic Segmentation

5 June 2022

Yuenan Hou

Xinge Zhu

Yuexin Ma

Papers citing "Point-to-Voxel Knowledge Distillation for LiDAR Semantic Segmentation"

42 / 92 papers shown

Title
PointOcc: Cylindrical Tri-Perspective View for Point-based 3D Semantic Occupancy Prediction Si Zuo Wenzhao Zheng Yuan-Ko Huang Jie Zhou Jiwen Lu 3DPC 29 37 0 31 Aug 2023
Attention-Guided Lidar Segmentation and Odometry Using Image-to-Point Cloud Saliency Transfer Guanqun Ding Nevrez Imamoglu Ali Caglayan M. Murakawa Ryosuke Nakamura 3DPC 26 0 0 28 Aug 2023
SVQNet: Sparse Voxel-Adjacent Query Network for 4D Spatio-Temporal LiDAR Semantic Segmentation Xue-jun Chen Shuangjie Xu Xiaoyi Zou Tongyi Cao Dit-Yan Yeung Lu Fang 3DPC 25 10 0 25 Aug 2023
Towards Large-scale 3D Representation Learning with Multi-dataset Point Prompt Training Xiaoyang Wu Zhuotao Tian Xin Wen Bohao Peng Xihui Liu Kaicheng Yu Hengshuang Zhao 19 46 0 18 Aug 2023
Retro-FPN: Retrospective Feature Pyramid Network for Point Cloud Semantic Segmentation Peng Xiang Xin Wen Yu-Shen Liu Hui Zhang Yi Fang Zhizhong Han 3DPC 18 9 0 18 Aug 2023
Clustering based Point Cloud Representation Learning for 3D Analysis Tuo Feng Wenguan Wang Xiaohan Wang Yi Yang Qinghua Zheng 3DPC 22 26 0 27 Jul 2023
MarS3D: A Plug-and-Play Motion-Aware Model for Semantic Segmentation on Multi-Scan 3D Point Clouds Jiahui Liu Chirui Chang Jianhui Liu Xiaoyang Wu Lan Ma Xiaojuan Qi 3DPC 37 16 0 18 Jul 2023
LiDAR-BEVMTN: Real-Time LiDAR Bird's-Eye View Multi-Task Perception Network for Autonomous Driving S. Mohapatra S. Yogamani V. Kumar Stefan Milz H. Gotzig Patrick Mäder 3DPC 32 1 0 17 Jul 2023
DeepIPCv2: LiDAR-powered Robust Environmental Perception and Navigational Control for Autonomous Vehicle Oskar Natan J. Miura 3DPC 23 1 0 13 Jul 2023
Deep Transfer Learning for Intelligent Vehicle Perception: a Survey Xinyi Liu Jinlong Li Jin Ma Huiming Sun Zhigang Xu Tianyu Zhang Hongkai Yu 48 22 0 26 Jun 2023
Feature Adversarial Distillation for Point Cloud Classification Yuxing Lee Wei-Chieh Wu 3DPC 19 2 0 25 Jun 2023
Towards Label-free Scene Understanding by Vision Foundation Models Runnan Chen You-Chen Liu Lingdong Kong Nenglun Chen Xinge Zhu Yuexin Ma Tongliang Liu Wenping Wang VLM 22 42 0 06 Jun 2023
Smaller3d: Smaller Models for 3D Semantic Segmentation Using Minkowski Engine and Knowledge Distillation Methods Alen Adamyan Erik Harutyunyan 3DPC 13 2 0 04 May 2023
Multi-to-Single Knowledge Distillation for Point Cloud Semantic Segmentation Shoumeng Qiu Feng Jiang Haiqiang Zhang Xiangyang Xue Jian Pu 3DPC 24 4 0 28 Apr 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 23 4 0 23 Apr 2023
Knowledge Distillation from 3D to Bird's-Eye-View for LiDAR Semantic Segmentation Feng Jiang Hengshang Gao Shoumeng Qiu Haiqiang Zhang Ru Wan Jian Pu 3DPC 11 6 0 22 Apr 2023
Continual Learning for LiDAR Semantic Segmentation: Class-Incremental and Coarse-to-Fine strategies on Sparse Data Elena Camuffo Simone Milani 3DPC CLL 21 8 0 08 Apr 2023
LinK: Linear Kernel for LiDAR-based 3D Perception Tao Lu Xiang Ding Haisong Liu Gangshan Wu Liming Wang 28 36 0 28 Mar 2023
Position-Guided Point Cloud Panoptic Segmentation Transformer Zeqi Xiao Wenwei Zhang Tai Wang Chen Change Loy Dahua Lin Jiangmiao Pang ViT 3DPC 15 12 0 23 Mar 2023
Spherical Transformer for LiDAR-based 3D Recognition Xin Lai Yukang Chen Fanbin Lu Jianhui Liu Jiaya Jia 3DPC 37 125 0 22 Mar 2023
CurveCloudNet: Processing Point Clouds with 1D Structure Colton Stearns Davis Rempe Jiateng Liu Alex Fu Sebastien Mascha Jeong Joon Park Despoina Paschalidou Leonidas J. Guibas 3DPC 13 1 0 21 Mar 2023
Less is More: Reducing Task and Model Complexity for 3D Point Cloud Semantic Segmentation Li Li Hubert P. H. Shum T. Breckon 15 32 0 20 Mar 2023
SCPNet: Semantic Scene Completion on Point Cloud Zhaoyang Xia You-Chen Liu Xin Li Xinge Zhu Yuexin Ma Yikang Li Yuenan Hou Yu Qiao 23 69 0 13 Mar 2023
Rethinking Range View Representation for LiDAR Segmentation Lingdong Kong You-Chen Liu Runnan Chen Yuexin Ma Xinge Zhu Yikang Li Yuenan Hou Yu Qiao Ziwei Liu 3DPC 38 109 0 09 Mar 2023
TransUPR: A Transformer-based Uncertain Point Refiner for LiDAR Point Cloud Semantic Segmentation Zifan Yu Meida Chen Zhikang Zhang Suya You Raghuveer Rao Sanjeev Agarwal Fengbo Ren ViT 3DPC 22 1 0 16 Feb 2023
Navya3DSeg -- Navya 3D Semantic Segmentation Dataset & split generation for autonomous vehicles Alexandre Almin Léo Lemarié Ngoc Phuong Anh Duong B. R. Kiran 3DPC 21 9 0 16 Feb 2023
Learning from Mistakes: Self-Regularizing Hierarchical Representations in Point Cloud Semantic Segmentation Elena Camuffo Umberto Michieli Simone Milani 3DPC 22 4 0 26 Jan 2023
Using a Waffle Iron for Automotive Point Cloud Semantic Segmentation Gilles Puy Alexandre Boulch Renaud Marlet 3DPC 21 36 0 24 Jan 2023
CLIP2Scene: Towards Label-efficient 3D Scene Understanding by CLIP Runnan Chen Youquan Liu Lingdong Kong Xinge Zhu Yuexin Ma Yikang Li Yuenan Hou Yu Qiao Wenping Wang CLIP 3DPC 13 138 0 12 Jan 2023
TiG-BEV: Multi-view BEV 3D Object Detection via Target Inner-Geometry Learning Pei-Kai Huang L. Liu Renrui Zhang Song Zhang Xin Xu Bai-Qi Wang G. Liu 3DPC MDE 30 42 0 28 Dec 2022
Fake it, Mix it, Segment it: Bridging the Domain Gap Between Lidar Sensors Frederik Hasecke Pascal Colling A. Kummert 3DPC 28 3 0 19 Dec 2022
THMA: Tencent HD Map AI System for Creating HD Map Annotations Kun Tang Xu Cao Zhipeng Cao Tongxi Zhou Erlong Li ... Shengtao Zou Chang-ling Liu Shuqi Mei Elena Sizikova Chao Zheng 17 12 0 14 Dec 2022
EPCL: Frozen CLIP Transformer is An Efficient Point Cloud Encoder Xiaoshui Huang Zhou Huang Shengjia Li Wentao Qu Tong He Yuenan Hou Yifan Zuo Wanli Ouyang 13 11 0 08 Dec 2022
CL3D: Unsupervised Domain Adaptation for Cross-LiDAR 3D Detection Xidong Peng Xinge Zhu Yuexin Ma 3DPC 15 28 0 01 Dec 2022
Structured Knowledge Distillation Towards Efficient and Compact Multi-View 3D Detection Linfeng Zhang Yukang Shi Hung-Shuo Tai Zhipeng Zhang Yuan He Ke Wang Kaisheng Ma 18 2 0 14 Nov 2022
Analyzing Deep Learning Representations of Point Clouds for Real-Time In-Vehicle LiDAR Perception Marc Uecker Tobias Fleck Marcel Pflugfelder J. Marius Zöllner 3DPC 21 9 0 26 Oct 2022
Teachers in concordance for pseudo-labeling of 3D sequential data Awet Haileslassie Gebrehiwot Patrik Vacek David Hurych Karel Zimmermann P. Pérez Tomáš Svoboda 3DPC 12 6 0 13 Jul 2022
LaserMix for Semi-Supervised LiDAR Semantic Segmentation Lingdong Kong Jiawei Ren Liang Pan Ziwei Liu 21 79 0 30 Jun 2022
Deep Learning Based 3D Segmentation: A Survey Yong-xing He Hongshan Yu Xiao-Yang Liu Zhengeng Yang Wei Sun Ajmal Saeed Mian 3DPC 28 70 0 09 Mar 2021
(AF)2-S3Net: Attentive Feature Fusion with Adaptive Feature Selection for Sparse Semantic Segmentation Network Ran Cheng Ryan Razani E. Taghavi Enxu Li Bingbing Liu 3DPC 153 241 0 08 Feb 2021
TORNADO-Net: mulTiview tOtal vaRiatioN semAntic segmentation with Diamond inceptiOn module Martin Gerdzhev Ryan Razani E. Taghavi Bingbing Liu 3DPC 103 70 0 24 Aug 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 222 14,087 0 02 Dec 2016