Improving Monocular Visual Odometry Using Learned Depth

4 April 2022

Chunhua Shen

Papers citing "Improving Monocular Visual Odometry Using Learned Depth"

45 / 45 papers shown

Title
Metric3Dv2: A Versatile Monocular Geometric Foundation Model for Zero-shot Metric Depth and Surface Normal Estimation Mu Hu Wei Yin C. Zhang Zhipeng Cai Xiaoxiao Long Kaixuan Wang Kaixuan Wang Gang Yu Chunhua Shen Shaojie Shen 3DGS 267 142 0 22 Mar 2024
Virtual Normal: Enforcing Geometric Constraints for Accurate and Robust Depth Prediction Wei Yin Yifan Liu Chunhua Shen MDE 94 72 0 07 Mar 2021
Learning to Recover 3D Scene Shape from a Single Image Wei Yin Jianming Zhang Oliver Wang Simon Niklaus Long Mai Simon Chen Chunhua Shen MDE 114 240 0 17 Dec 2020
An Overview of Neural Network Compression James OÑeill AI4CE 128 98 0 05 Jun 2020
Pseudo RGB-D for Self-Improving Monocular SLAM and Depth Prediction Lokender Tiwari Pan Ji Quoc-Huy Tran Bingbing Zhuang Saket Anand Manmohan Chandraker MDE 73 64 0 22 Apr 2020
DiverseDepth: Affine-invariant Depth Prediction Using Diverse Data Wei Yin Xinlong Wang Chunhua Shen Yifan Liu Zhi Tian Songcen Xu Changming Sun Dou Renyin 3DH MDE 113 70 0 03 Feb 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 565 42,677 0 03 Dec 2019
Depth Completion from Sparse LiDAR Data with Depth-Normal Constraints Yan Xu Xinge Zhu Jianping Shi Guofeng Zhang Hujun Bao Hongsheng Li 3DV 67 226 0 15 Oct 2019
Unsupervised Scale-consistent Depth and Ego-motion Learning from Monocular Video Jiawang Bian Zhichao Li Naiyan Wang Huangying Zhan Chunhua Shen Ming-Ming Cheng Ian Reid MDE 88 512 0 28 Aug 2019
Enforcing geometric constraints of virtual normal for depth prediction Wei Yin Yifan Liu Chunhua Shen Youliang Yan 3DV MDE 123 431 0 29 Jul 2019
Towards Robust Monocular Depth Estimation: Mixing Datasets for Zero-shot Cross-dataset Transfer René Ranftl Katrin Lasinger David Hafner Konrad Schindler V. Koltun MDE 219 1,803 0 02 Jul 2019
3D Packing for Self-Supervised Monocular Depth Estimation Vitor Campagnolo Guizilini Rares Andrei Ambrus Sudeep Pillai Allan Raventos Adrien Gaidon SSL 3DPC MDE 86 650 0 06 May 2019
Web Stereo Video Supervision for Depth Prediction from Dynamic Scenes Chaoyang Wang Simon Lucey Federico Perazzi Oliver Wang MDE 3DH 83 113 0 25 Apr 2019
A Large RGB-D Dataset for Semi-supervised Monocular Depth Estimation Jaehoon Cho Dongbo Min Youngjung Kim Kwanghoon Sohn MDE 3DV 129 48 0 23 Apr 2019
On The Power of Curriculum Learning in Training Deep Networks Guy Hacohen D. Weinshall ODL 80 451 0 07 Apr 2019
High Quality Monocular Depth Estimation via Transfer Learning Ibraheem Alhashim Peter Wonka MDE 3DV 74 460 0 31 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 97 369 0 02 Dec 2018
Confidence Propagation through CNNs for Guided Sparse Depth Regression Yi Shi Michael Felsberg Jason H. Li 3DV 82 189 0 05 Nov 2018
Learning Depth with Convolutional Spatial Propagation Network Xinjing Cheng Peng Wang Ruigang Yang 3DV 3DPC MDE 111 317 0 04 Oct 2018
CNN-SVO: Improving the Mapping in Semi-Direct Visual Odometry Using Single-Image Depth Prediction S. Loo A. Amiri S. Mashohor S. Tang Hong Zhang 58 89 0 01 Oct 2018
Depth Estimation via Affinity Learned with Convolutional Spatial Propagation Network Xinjing Cheng Peng Wang Ruigang Yang MDE 107 323 0 01 Aug 2018
Learning Single-Image Depth from Videos using Quality Assessment Networks Weifeng Chen Shengyi Qian Jia Deng 74 67 0 25 Jun 2018
Propagating Confidences through CNNs for Sparse Data Regression Abdelrahman Eldesokey Michael Felsberg Fahad Shahbaz Khan 3DV 72 115 0 30 May 2018
Taskonomy: Disentangling Task Transfer Learning Amir Zamir Alexander Sax Bokui (William) Shen Leonidas Guibas Jitendra Malik Silvio Savarese 126 1,222 0 23 Apr 2018
MegaDepth: Learning Single-View Depth Prediction from Internet Photos Zhengqi Li Noah Snavely MDE 3DV 130 1,024 0 02 Apr 2018
Unsupervised Learning of Monocular Depth Estimation and Visual Odometry with Deep Feature Reconstruction Huangying Zhan Ravi Garg C. Weerasekera Kejie Li Harsh Agarwal Ian Reid MDE 53 633 0 11 Mar 2018
In Defense of Classical Image Processing: Fast Depth Completion on the CPU Jason Ku Ali Harakeh Steven L. Waslander 94 284 0 31 Jan 2018
DeepVO: Towards End-to-End Visual Odometry with Deep Recurrent Convolutional Neural Networks Sen Wang R. Clark Hongkai Wen A. Trigoni 73 785 0 25 Sep 2017
Sparse-to-Dense: Depth Prediction from Sparse Depth Samples and a Single Image Fangchang Ma S. Karaman MDE 3DV 101 587 0 21 Sep 2017
UnDeepVO: Monocular Visual Odometry through Unsupervised Deep Learning Ruihao Li Sen Wang Zhiqiang Long Dongbing Gu MDE 87 513 0 20 Sep 2017
Stereo DSO: Large-Scale Direct Sparse Visual Odometry with Stereo Cameras Rui Wang M. Schwörer Daniel Cremers 71 331 0 25 Aug 2017
Unsupervised Learning of Depth and Ego-Motion from Video Tinghui Zhou Matthew A. Brown Noah Snavely D. Lowe MDE 151 2,581 0 25 Apr 2017
CNN-SLAM: Real-time dense monocular SLAM with learned depth prediction Keisuke Tateno Federico Tombari Iro Laina Nassir Navab MDE 92 686 0 11 Apr 2017
ScanNet: Richly-annotated 3D Reconstructions of Indoor Scenes Angela Dai Angel X. Chang Manolis Savva Maciej Halber Thomas Funkhouser Matthias Nießner 3DPC 3DV 508 4,084 0 14 Feb 2017
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Zhuowen Tu Kaiming He 524 10,358 0 16 Nov 2016
Unsupervised Monocular Depth Estimation with Left-Right Consistency Clément Godard Oisin Mac Aodha Gabriel J. Brostow MDE 155 2,888 0 13 Sep 2016
Direct Sparse Odometry Jakob Engel V. Koltun Daniel Cremers 99 2,531 0 09 Jul 2016
Deeper Depth Prediction with Fully Convolutional Residual Networks Iro Laina Christian Rupprecht Vasileios Belagiannis Federico Tombari Nassir Navab 3DV MDE 417 1,833 0 01 Jun 2016
Single-Image Depth Perception in the Wild Weifeng Chen Z. Fu Dawei Yang Jia Deng MDE 115 522 0 13 Apr 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.3K 194,641 0 10 Dec 2015
Distilling the Knowledge in a Neural Network Geoffrey E. Hinton Oriol Vinyals J. Dean FedML 367 19,745 0 09 Mar 2015
ORB-SLAM: a Versatile and Accurate Monocular SLAM System Raul Mur-Artal José M.M. Montiel Juan D. Tardós 127 6,415 0 03 Feb 2015
Depth Map Prediction from a Single Image using a Multi-Scale Deep Network David Eigen Christian Puhrsch Rob Fergus MDE 3DPC 3DV 248 4,066 0 09 Jun 2014
A Joint Intensity and Depth Co-Sparse Analysis Model for Depth Map Super-Resolution Martin Kiechle S. Hawe M. Kleinsteuber 68 110 0 19 Apr 2013
The BerHu penalty and the grouped effect Laurent Zwald S. Lambert-Lacroix 179 86 0 30 Jul 2012