Advancing Self-supervised Monocular Depth Learning with Sparse LiDAR

20 September 2021

Bing Li

Papers citing "Advancing Self-supervised Monocular Depth Learning with Sparse LiDAR"

50 / 71 papers shown

Title
Learning Joint 2D-3D Representations for Depth Completion Yuxiang Chen Binh Yang Ming Liang R. Urtasun 3DV SSL MDE 60 172 0 22 Dec 2020
Deep Learning based Monocular Depth Prediction: Datasets, Methods and Applications Qing Li Jiasong Zhu Jun Liu Rui Cao Qingquan Li Sen Jia Guoping Qiu 3DH MDE 52 10 0 09 Nov 2020
Balanced Depth Completion between Dense Depth Inference and Sparse Range Measurements via KISS-GP Sungho Yoon Ayoung Kim 39 10 0 12 Aug 2020
Rethinking Pseudo-LiDAR Representation Xinzhu Ma Shinan Liu Zhiyi Xia Hongwen Zhang Xingyu Zeng Wanli Ouyang 3DPC 25 194 0 11 Aug 2020
Feature-metric Loss for Self-supervised Learning of Depth and Egomotion Chang Shu Kun Yu Zhixiang Duan Kuiyuan Yang SSL MDE 51 232 0 21 Jul 2020
Non-Local Spatial Propagation Network for Depth Completion Jinsun Park Kyungdon Joo Zhe Hu Chi Liu In So Kweon 3DV MDE 72 321 0 20 Jul 2020
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 40 171 0 07 Apr 2020
Tracking Objects as Points Xingyi Zhou V. Koltun Philipp Krahenbuhl VOT 3DPC 45 1,043 0 02 Apr 2020
MonoPair: Monocular 3D Object Detection Using Pairwise Spatial Relationships Yongjiang Chen L. Tai Kai-Lung Sun Mingyang Li 3DPC 39 261 0 01 Mar 2020
RTM3D: Real-time Monocular 3D Detection from Object Keypoints for Autonomous Driving Peixuan Li Huaici Zhao Pengfei Liu Feidao Cao 3DPC 36 315 0 10 Jan 2020
Depth Completion via Deep Basis Fitting Chao Qu Ty Nguyen Camillo J Taylor 42 38 0 21 Dec 2019
CSPN++: Learning Context and Resource Aware Convolutional Spatial Propagation Networks for Depth Completion Xinjing Cheng Peng Wang Chenye Guan Ruigang Yang 41 223 0 13 Nov 2019
Unsupervised High-Resolution Depth Learning From Videos With Dual Networks Junsheng Zhou Yuwang Wang K. Qin Wenjun Zeng MDE 36 71 0 20 Oct 2019
Depth Completion from Sparse LiDAR Data with Depth-Normal Constraints Yan Xu Xinge Zhu Jianping Shi Guofeng Zhang Hujun Bao Hongsheng Li 3DV 32 226 0 15 Oct 2019
Robust Semi-Supervised Monocular Depth Estimation with Reprojected Distances Vitor Campagnolo Guizilini Jie Li Rares Andrei Ambrus Sudeep Pillai Adrien Gaidon MDE 24 51 0 04 Oct 2019
Self-Supervised Monocular Depth Hints Jamie Watson Michael Firman Gabriel J. Brostow Daniyar Turmukhambetov SSL MDE 66 249 0 19 Sep 2019
Exploiting temporal consistency for real-time video depth estimation Haokui Zhang Chunhua Shen Ying Li Yuanzhouhan Cao Yu Liu Youliang Yan MDE 64 113 0 10 Aug 2019
From Big to Small: Multi-Scale Local Planar Guidance for Monocular Depth Estimation Jin Han Lee Myung-Kyu Han D. W. Ko I. Suh 3DV MDE 81 679 0 24 Jul 2019
M3D-RPN: Monocular 3D Region Proposal Network for Object Detection Garrick Brazil Xiaoming Liu 3DPC 50 461 0 13 Jul 2019
Self-supervised Learning with Geometric Constraints in Monocular Video: Connecting Flow, Depth, and Camera Yuhua Chen Cordelia Schmid C. Sminchisescu SSL MDE 41 244 0 12 Jul 2019
Monocular 3D Object Detection and Box Fitting Trained End-to-End Using Intersection-over-Union Loss Eskil Jörgensen Christopher Zach Fredrik Kahl 3DPC 57 76 0 19 Jun 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 67 395 0 14 Jun 2019
Disentangling Monocular 3D Object Detection Andrea Simonelli Samuel Rota Buló Lorenzo Porzi Manuel López-Antequera Peter Kontschieder 3DPC 34 452 0 29 May 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 19 77 0 23 May 2019
Unsupervised Depth Completion from Visual Inertial Odometry A. Wong Xiaohan Fei Stephanie Tsuei Stefano Soatto MDE SSL 35 126 0 15 May 2019
Deep Fitting Degree Scoring Network for Monocular 3D Object Detection Lijie Liu Jiwen Lu Chunjing Xu Qi Tian Jie Zhou 3DPC 32 155 0 26 Apr 2019
Objects as Points Xingyi Zhou Dequan Wang Philipp Krahenbuhl 3DPC 74 3,240 0 16 Apr 2019
Depth from Videos in the Wild: Unsupervised Monocular Depth Learning from Unknown Cameras A. Gordon Hanhan Li Rico Jonschkowski A. Angelova MDE 42 364 0 10 Apr 2019
Learning monocular depth estimation infusing traditional stereo knowledge Fabio Tosi Filippo Aleotti Matteo Poggi S. Mattoccia MDE 40 217 0 08 Apr 2019
Accurate Monocular Object Detection via Color-Embedded 3D Reconstruction for Autonomous Driving Xinzhu Ma Zhihui Wang Haojie Li Pengbo Zhang Xin Fan Wanli Ouyang 3DPC 39 298 0 27 Mar 2019
GS3D: An Efficient 3D Object Detection Framework for Autonomous Driving Buyu Li Wanli Ouyang Lu Sheng Xingyu Zeng Xiaogang Wang 3DPC 59 319 0 26 Mar 2019
Monocular 3D Object Detection with Pseudo-LiDAR Point Cloud Xinshuo Weng Kris Kitani 3DPC 26 258 0 23 Mar 2019
Bilateral Cyclic Constraint and Adaptive Regularization for Unsupervised Monocular Depth Prediction A. Wong Byung-Woo Hong Stefano Soatto MDE 86 91 0 18 Mar 2019
Refine and Distill: Exploiting Cycle-Inconsistency and Knowledge Distillation for Unsupervised Monocular Depth Estimation Andrea Pilzer Stéphane Lathuilière N. Sebe Elisa Ricci MDE 64 135 0 11 Mar 2019
Dense Depth Posterior (DDP) from Single Image and Sparse Range Yanchao Yang A. Wong Stefano Soatto 42 143 0 28 Jan 2019
Plug-and-Play: Improve Depth Estimation via Sparse Data Propagation Tsun-Hsuan Wang Fu-En Wang Juan-Ting Lin Yi-Hsuan Tsai Wei-Chen Chiu Min Sun MDE 43 25 0 20 Dec 2018
Pseudo-LiDAR from Visual Depth Estimation: Bridging the Gap in 3D Object Detection for Autonomous Driving Yan Wang Wei-Lun Chao Divyansh Garg Bharath Hariharan M. Campbell Kilian Q. Weinberger 3DPC 95 996 0 18 Dec 2018
SIGNet: Semantic Instance Aided Unsupervised 3D Geometry Perception Yue Meng Y. Lu A. Raj Samuel Sunarjo Rui Guo T. Javidi G. Bansal Dinesh Bharadia 3DV MDE 3DPC 40 53 0 13 Dec 2018
ROI-10D: Monocular Lifting of 2D Detection to 6D Pose and Metric Shape Fabian Manhardt Wadim Kehl Adrien Gaidon 3DPC 3DH 46 271 0 06 Dec 2018
DeepLiDAR: Deep Surface Normal Guided Depth Prediction for Outdoor Scene from Sparse LiDAR Data and Single Color Image Jiaxiong Qiu Zhaopeng Cui Yinda Zhang Xingdi Zhang Shuaicheng Liu B. Zeng Marc Pollefeys 3DV 3DPC MDE 45 368 0 02 Dec 2018
MonoGRNet: A Geometric Reasoning Network for Monocular 3D Object Localization Zengyi Qin Jinglu Wang Yan Lu 31 243 0 26 Nov 2018
Orthographic Feature Transform for Monocular 3D Object Detection Thomas Roddick Alex Kendall R. Cipolla 50 364 0 20 Nov 2018
Depth Prediction Without the Sensors: Leveraging Structure for Unsupervised Learning from Monocular Videos Vincent Casser Soren Pirk R. Mahjourian A. Angelova SSL MDE 56 468 0 15 Nov 2018
Every Pixel Counts ++: Joint Learning of Geometry and Motion with 3D Holistic Understanding Chenxu Luo Zhenheng Yang Peng Wang Yanjie Wang Wenyuan Xu Ram Nevatia Alan Yuille 3DPC 33 287 0 14 Oct 2018
SuperDepth: Self-Supervised, Super-Resolved Monocular Depth Estimation Sudeep Pillai Rares Andrei Ambrus Adrien Gaidon SupR MDE 35 218 0 03 Oct 2018
DF-Net: Unsupervised Joint Learning of Depth and Flow using Cross-Task Consistency Yuliang Zou Zelun Luo Jia-Bin Huang MDE 53 472 0 05 Sep 2018
Learning Monocular Depth by Distilling Cross-domain Stereo Networks Xiaoyang Guo Hongsheng Li Shuai Yi Jimmy S. J. Ren Xiaogang Wang MDE 43 206 0 20 Aug 2018
Self-supervised Sparse-to-Dense: Self-supervised Depth Completion from LiDAR and Monocular Camera Fangchang Ma G. V. Cavalheiro S. Karaman 3DV MDE SSL 48 415 0 01 Jul 2018
Deep Ordinal Regression Network for Monocular Depth Estimation Huan Fu Biwei Huang Chaohui Wang Kayhan Batmanghelich Dacheng Tao MDE 253 1,718 0 06 Jun 2018
Competitive Collaboration: Joint Unsupervised Learning of Depth, Camera Motion, Optical Flow and Motion Segmentation Anurag Ranjan Varun Jampani Lukas Balles Kihwan Kim Deqing Sun Jonas Wulff Michael J. Black SSL 48 588 0 24 May 2018