Pseudo-LiDAR from Visual Depth Estimation: Bridging the Gap in 3D Object Detection for Autonomous Driving

18 December 2018

Wei-Lun Chao

Papers citing "Pseudo-LiDAR from Visual Depth Estimation: Bridging the Gap in 3D Object Detection for Autonomous Driving"

48 / 498 papers shown

Title
End-to-End Pseudo-LiDAR for Image-Based 3D Object Detection Rui Qian Divyansh Garg Yan Wang Yurong You Serge J. Belongie B. Hariharan M. Campbell Kilian Q. Weinberger Wei-Lun Chao 3DPC 18 171 0 07 Apr 2020
SSN: Shape Signature Networks for Multi-class Object Detection from Point Clouds Xinge Zhu Yuexin Ma Tai Wang Yan Xu Jianping Shi Dahua Lin 3DPC 6 116 0 06 Apr 2020
Reconfigurable Voxels: A New Representation for LiDAR-Based Point Clouds Tai Wang Xinge Zhu Dahua Lin 3DPC 17 29 0 06 Apr 2020
Quantifying Data Augmentation for LiDAR based 3D Object Detection Martin Hahner Dengxin Dai Alexander Liniger Luc Van Gool 3DPC 14 49 0 03 Apr 2020
LiDAR-based Online 3D Video Object Detection with Graph-based Message Passing and Spatiotemporal Transformer Attention Junbo Yin Jianbing Shen Chenye Guan Dingfu Zhou Ruigang Yang 3DPC 13 135 0 03 Apr 2020
PolarNet: An Improved Grid Representation for Online LiDAR Point Clouds Semantic Segmentation Yang Zhang Zixiang Zhou P. David Xiangyu Yue Zerong Xi Boqing Gong H. Foroosh 3DPC 15 452 0 31 Mar 2020
DeepCrashTest: Turning Dashcam Videos into Virtual Crash Tests for Automated Driving Systems Sai Krishna Bashetty H. B. Amor Georgios Fainekos 12 18 0 26 Mar 2020
Monocular Depth Prediction through Continuous 3D Loss Minghan Zhu M. G. Jadidi Yuanxin Zhong Pingping Lu Zhong Cao Ryan Eustice H. Peng 3DH 3DPC 3DV MDE 15 4 0 21 Mar 2020
Explainable Object-induced Action Decision for Autonomous Vehicles Yiran Xu Xiaoyin Yang Lihang Gong Hsuan-Chu Lin Tz-Ying Wu Yunsheng Li Nuno Vasconcelos 19 104 0 20 Mar 2020
Confidence Guided Stereo 3D Object Detection with Split Depth Estimation Chengyao Li Jason Ku Steven L. Waslander 3DPC 19 46 0 11 Mar 2020
3D Object Detection From LiDAR Data Using Distance Dependent Feature Extraction Guus Engels Nerea Aranjuelo Ignacio Arganda-Carreras Marcos Nieto Oihana Otaegui 3DPC 23 10 0 02 Mar 2020
ZoomNet: Part-Aware Adaptive Zooming Neural Network for 3D Object Detection Zhenbo Xu Wei Zhang Xiaoqing Ye Xiao Tan Wei Yang Shilei Wen Errui Ding Ajin Meng Liusheng Huang 3DPC 32 69 0 01 Mar 2020
MonoPair: Monocular 3D Object Detection Using Pairwise Spatial Relationships Yongjiang Chen L. Tai Kai-Lung Sun Mingyang Li 3DPC 13 260 0 01 Mar 2020
SMOKE: Single-Stage Monocular 3D Object Detection via Keypoint Estimation Zechen Liu Zizhang Wu R. Tóth 3DPC 13 355 0 24 Feb 2020
MonoLayout: Amodal scene layout from a single image Kaustubh Mani Swapnil Daga Shubhika Garg N. S. Shankar Krishna Murthy Jatavallabhula K. M. Krishna 4 79 0 19 Feb 2020
How to 0wn NAS in Your Spare Time Sanghyun Hong Michael Davinroy Yigitcan Kaya Dana Dachman-Soled Tudor Dumitras 17 36 0 17 Feb 2020
BADGR: An Autonomous Self-Supervised Learning-Based Navigation System G. Kahn Pieter Abbeel Sergey Levine SSL 6 259 0 13 Feb 2020
SegVoxelNet: Exploring Semantic Context and Depth-aware Features for 3D Vehicle Detection from Point Cloud Hongwei Yi Shaoshuai Shi Mingyu Ding Jiankai Sun Kui Xu Hui Zhou Zhe Wang Sheng Li Guoping Wang 3DPC 78 56 0 13 Feb 2020
A Robust Real-Time Computing-based Environment Sensing System for Intelligent Vehicle Qiwei Xie Qian Long Liming Zhang Zhao Sun 9 4 0 27 Jan 2020
DSGN: Deep Stereo Geometry Network for 3D Object Detection Yilun Chen Shu-Lin Liu Xiaoyong Shen Jiaya Jia 3DPC 10 197 0 10 Jan 2020
RTM3D: Real-time Monocular 3D Detection from Object Keypoints for Autonomous Driving Peixuan Li Huaici Zhao Pengfei Liu Feidao Cao 3DPC 28 312 0 10 Jan 2020
Towards Generalization Across Depth for Monocular 3D Object Detection Andrea Simonelli Samuel Rota Buló Lorenzo Porzi Elisa Ricci Peter Kontschieder 3DPC 14 68 0 17 Dec 2019
Mcity Data Collection for Automated Vehicles Study Yiqun Dong Yuanxin Zhong Wenbo Yu Minghan Zhu Pingping Lu Yeyang Fang Jiajun Hong H. Peng 14 23 0 12 Dec 2019
Learning Depth-Guided Convolutions for Monocular 3D Object Detection Mingyu Ding Yuqi Huo Hongwei Yi Zhe Wang Jianping Shi Zhiwu Lu Ping Luo 3DPC 22 311 0 10 Dec 2019
EventGAN: Leveraging Large Scale Image Datasets for Event Cameras A. Z. Zhu ZiYun Wang Kaung Khant Kostas Daniilidis GAN 23 44 0 03 Dec 2019
FusionMapping: Learning Depth Prediction with Monocular Images and 2D Laser Scans Peng Yin Jianing Qian Yibo Cao David Held Howie Choset MDE 3DPC 23 3 0 29 Nov 2019
PointRGCN: Graph Convolution Networks for 3D Vehicles Detection Refinement Jesus Zarzar Silvio Giancola Bernard Ghanem 3DPC 16 62 0 27 Nov 2019
PointPainting: Sequential Fusion for 3D Object Detection Sourabh Vora Alex H. Lang Bassam Helou Oscar Beijbom 3DPC 34 781 0 22 Nov 2019
RefinedMPL: Refined Monocular PseudoLiDAR for 3D Object Detection in Autonomous Driving Jean M. Uwabeza Vianney Shubhra Aich Bingbing Liu 3DPC 29 35 0 21 Nov 2019
PI-RCNN: An Efficient Multi-sensor 3D Object Detector with Point-based Attentive Cont-conv Fusion Module Liang Xie Chao Xiang Zhengxu Yu Guodong Xu Zheng Yang Deng Cai Xiaofei He 3DPC 9 203 0 14 Nov 2019
LiDAR ICPS-net: Indoor Camera Positioning based-on Generative Adversarial Network for RGB to Point-Cloud Translation A. Ghofrani Rahil Mahdian Toroghi Seyed Mojtaba Tabatabaie Seyed Maziar Tabasi 3DV 3DPC 17 1 0 14 Nov 2019
A Survey of Deep Learning Techniques for Autonomous Driving Sorin Grigorescu Bogdan Trasnea Tiberiu T. Cocias G. Macesanu 3DPC 12 1,377 0 17 Oct 2019
Adaptive and Azimuth-Aware Fusion Network of Multimodal Local Features for 3D Object Detection Yonglin Tian Kunfeng Wang Yuang Wang Yulin Tian Zilei Wang Fei-Yue Wang 3DPC 17 20 0 10 Oct 2019
Patch Refinement -- Localized 3D Object Detection Johannes Lehner Andreas Mitterecker Thomas Adler M. Hofmarcher Bernhard Nessler Sepp Hochreiter 3DPC 16 46 0 09 Oct 2019
Task-Aware Monocular Depth Estimation for 3D Object Detection Xinlong Wang Wei Yin Tao Kong Yuning Jiang Lei Li Chunhua Shen MDE 12 59 0 17 Sep 2019
Object-Centric Stereo Matching for 3D Object Detection Alex D. Pon Jason Ku Chengyao Li Steven L. Waslander 3DPC 15 85 0 17 Sep 2019
PLIN: A Network for Pseudo-LiDAR Point Cloud Interpolation Haojie Liu K. Liao Chunyu Lin Yao Zhao Yulan Guo 3DV 3DPC 22 13 0 16 Sep 2019
Multi-Sensor 3D Object Box Refinement for Autonomous Driving Peiliang Li Siqi Liu Shaojie Shen 3DPC 13 12 0 11 Sep 2019
From Points to Parts: 3D Object Detection from Point Cloud with Part-aware and Part-aggregation Network Shaoshuai Shi Zhe Wang Jianping Shi Xiaogang Wang Hongsheng Li 3DPC 19 822 0 08 Jul 2019
Pseudo-LiDAR++: Accurate Depth for 3D Object Detection in Autonomous Driving Yurong You Yan Wang Wei-Lun Chao Divyansh Garg Geoff Pleiss B. Hariharan M. Campbell Kilian Q. Weinberger 3DPC 37 394 0 14 Jun 2019
Shift R-CNN: Deep Monocular 3D Object Detection with Closed-Form Geometric Constraints Andretti Naiden V. Paunescu Gyeongmo Kim ByeongMoon Jeon Marius Leordeanu MDE ObjD 3DPC 11 77 0 23 May 2019
DirectShape: Direct Photometric Alignment of Shape Priors for Visual Vehicle Pose and Shape Estimation Rui Wang Nan Yang J. Stückler Daniel Cremers 3DPC 6 25 0 22 Apr 2019
nuScenes: A multimodal dataset for autonomous driving Holger Caesar Varun Bankiti Alex H. Lang Sourabh Vora Venice Erin Liong Qiang Xu Anush Krishnan Yuxin Pan G. Baldan Oscar Beijbom 3DPC 13 5,552 0 26 Mar 2019
Monocular 3D Object Detection with Pseudo-LiDAR Point Cloud Xinshuo Weng Kris M. Kitani 3DPC 8 258 0 23 Mar 2019
Deep Multi-modal Object Detection and Semantic Segmentation for Autonomous Driving: Datasets, Methods, and Challenges Di Feng Christian Haase-Schuetz Lars Rosenbaum Heinz Hertlein Claudius Gläser Fabian Duffhauss W. Wiesbeck Klaus C. J. Dietmayer 3DPC 27 985 0 21 Feb 2019
PointPillars: Fast Encoders for Object Detection from Point Clouds Alex H. Lang Sourabh Vora Holger Caesar Lubing Zhou Jiong Yang Oscar Beijbom 3DPC 12 3,373 0 14 Dec 2018
Orthographic Feature Transform for Monocular 3D Object Detection Thomas Roddick Alex Kendall R. Cipolla 22 364 0 20 Nov 2018
Deep Ordinal Regression Network for Monocular Depth Estimation Huan Fu Mingming Gong Chaohui Wang Kayhan Batmanghelich Dacheng Tao MDE 180 1,707 0 06 Jun 2018