Unsupervised CNN for Single View Depth Estimation: Geometry to the Rescue

16 March 2016

Papers citing "Unsupervised CNN for Single View Depth Estimation: Geometry to the Rescue"

43 / 293 papers shown

Title
MegaDepth: Learning Single-View Depth Prediction from Internet Photos Zhengqi Li Noah Snavely MDE 3DV 13 1,004 0 02 Apr 2018
Structured Attention Guided Convolutional Neural Fields for Monocular Depth Estimation Dan Xu Wei Wang Hao Tang Hong Liu N. Sebe Elisa Ricci MDE 11 305 0 29 Mar 2018
Learning to Look around Objects for Top-View Representations of Outdoor Scenes S. Schulter Menghua Zhai Nathan Jacobs Manmohan Chandraker SSL 3DPC 36 86 0 28 Mar 2018
HDM-Net: Monocular Non-Rigid 3D Reconstruction with Learned Deformation Model Vladislav Golyanik Soshi Shimada Kiran Varanasi D. Stricker 3DH 26 36 0 27 Mar 2018
On the Importance of Stereo for Accurate Depth Estimation: An Efficient Semi-Supervised Deep Neural Network Approach Nikolai Smolyanskiy A. Kamenev Stan Birchfield MDE 18 95 0 26 Mar 2018
Unsupervised Depth Estimation, 3D Face Rotation and Replacement Joel Ruben Antony Moniz Christopher Beckham S. Rajotte S. Honari C. Pal CVBM 3DH 22 39 0 25 Mar 2018
Monocular Depth Estimation by Learning from Heterogeneous Datasets A. Gurram O. Urfalioglu Ibrahim Halfaoui Fahd Bouzaraa Antonio M. López MDE 26 14 0 21 Mar 2018
Fusion of stereo and still monocular depth estimates in a self-supervised learning context Diogo Martins K. G. Hecke Guido de Croon SSL MDE 16 22 0 20 Mar 2018
Learning Monocular 3D Human Pose Estimation from Multi-view Images Helge Rhodin Jorg Sporri Isinsu Katircioglu Victor Constantin Frédéric Meyer Erich Müller Mathieu Salzmann Pascal Fua 3DH 32 241 0 13 Mar 2018
SO-Net: Self-Organizing Network for Point Cloud Analysis Jiaxin Li Ben M. Chen Gim Hee Lee 3DPC 36 935 0 12 Mar 2018
GeoNet: Unsupervised Learning of Dense Depth, Optical Flow and Camera Pose Zhichao Yin Jianping Shi MDE 11 1,133 0 06 Mar 2018
AdaDepth: Unsupervised Content Congruent Adaptation for Depth Estimation Jogendra Nath Kundu P. Uppala Anuj Pahuja R. Venkatesh Babu MDE 26 185 0 05 Mar 2018
Monocular Depth Estimation using Multi-Scale Continuous CRFs as Sequential Deep Networks Dan Xu Elisa Ricci Wanli Ouyang Xiaogang Wang N. Sebe MDE 31 99 0 01 Mar 2018
Self-Supervised Relative Depth Learning for Urban Scene Understanding Huaizu Jiang Erik Learned-Miller Gustav Larsson Michael Maire Gregory Shakhnarovich OOD SSL 26 9 0 13 Dec 2017
Learning Depth from Monocular Videos using Direct Methods Chaoyang Wang J. M. Buenaposada Rui Zhu Simon Lucey MDE 37 578 0 01 Dec 2017
Unsupervised End-to-end Learning for Deformable Medical Image Registration Siyuan Shan Wen Yan Xiaoqing Guo E. Chang Yubo Fan Yan Xu MedIm 38 49 0 23 Nov 2017
Aperture Supervision for Monocular Depth Estimation Pratul P. Srinivasan Rahul Garg Neal Wadhwa Ren Ng Jonathan T. Barron MDE 23 56 0 21 Nov 2017
Sparse-to-Dense: Depth Prediction from Sparse Depth Samples and a Single Image Fangchang Ma S. Karaman MDE 3DV 69 581 0 21 Sep 2017
Self-Supervised Learning for Stereo Matching with Self-Improving Ability Yiran Zhong Yuchao Dai Hongdong Li SSL 3DV 24 160 0 04 Sep 2017
Unsupervised learning of object frames by dense equivariant image labelling James Thewlis Hakan Bilen Andrea Vedaldi OCL 27 26 0 09 Jun 2017
Adversarial Inverse Graphics Networks: Learning 2D-to-3D Lifting and Image-to-Image Translation from Unpaired Supervision H. Tung Adam W. Harley William Seto Katerina Fragkiadaki GAN 27 156 0 31 May 2017
Data Driven Coded Aperture Design for Depth Recovery Prasan A. Shedligeri S. Mohan Kaushik Mitra 35 14 0 29 May 2017
Multi-Task Learning Using Uncertainty to Weigh Losses for Scene Geometry and Semantics Alex Kendall Y. Gal R. Cipolla 3DH 90 3,074 0 19 May 2017
Self-Supervised Siamese Learning on Stereo Image Pairs for Depth Estimation in Robotic Surgery Menglong Ye Edward Johns Ankur Handa Lin Zhang P. Pratt Guang-Zhong Yang 15 104 0 17 May 2017
Unsupervised Learning of Depth and Ego-Motion from Video Tinghui Zhou Matthew A. Brown Noah Snavely D. Lowe MDE 76 2,557 0 25 Apr 2017
SfM-Net: Learning of Structure and Motion from Video Sudheendra Vijayanarasimhan Susanna Ricco Cordelia Schmid Rahul Sukthankar Katerina Fragkiadaki MDE 14 440 0 25 Apr 2017
Multi-view Supervision for Single-view Reconstruction via Differentiable Ray Consistency Shubham Tulsiani Tinghui Zhou Alyosha A. Efros Jitendra Malik 3DV 36 558 0 20 Apr 2017
Harvesting Multiple Views for Marker-less 3D Human Pose Annotations Georgios Pavlakos Xiaowei Zhou Konstantinos G. Derpanis Kostas Daniilidis 3DH 27 192 0 16 Apr 2017
Surface Normals in the Wild Weifeng Chen Donglai Xiang Jia Deng 3DH 13 36 0 10 Apr 2017
Learning Rank Reduced Interpolation with Principal Component Analysis M. Ochs H. Bradler Rudolf Mester 22 2 0 15 Mar 2017
End-to-End Learning of Geometry and Context for Deep Stereo Regression Alex Kendall H. Martirosyan Saumitro Dasgupta Peter Henry Ryan Kennedy Abraham Bachrach Adam Bry 3DV 3DPC MDE 54 1,321 0 13 Mar 2017
Depth from Monocular Images using a Semi-Parallel Deep Neural Network (SPDNN) Hybrid Architecture S. Bazrafkan Hossein Javidnia Joseph Lemley Peter Corcoran MDE 10 16 0 10 Mar 2017
Transformation-Grounded Image Generation Network for Novel 3D View Synthesis Eunbyung Park Jimei Yang Ersin Yumer Duygu Ceylan Alexander C. Berg 17 286 0 08 Mar 2017
Towards CNN Map Compression for camera relocalisation Luis Contreras W. Mayol-Cuevas 21 5 0 02 Mar 2017
PixelNet: Representation of the pixels, by the pixels, and for the pixels Aayush Bansal Xinlei Chen Bryan C. Russell Abhinav Gupta Deva Ramanan SSeg 29 120 0 21 Feb 2017
Semi-Supervised Deep Learning for Monocular Depth Map Prediction Yevhen Kuznietsov J. Stückler Bastian Leibe MDE SSL 21 668 0 09 Feb 2017
3D Reconstruction of Simple Objects from A Single View Silhouette Image Xinhan Di Pengqian Yu 3DV 3DH 8 7 0 17 Jan 2017
Learning Features by Watching Objects Move Deepak Pathak Ross B. Girshick Piotr Dollár Trevor Darrell Bharath Hariharan SSL VOS OCL 36 522 0 19 Dec 2016
Geometry-Based Next Frame Prediction from Monocular Video R. Mahjourian Martin Wicke A. Angelova MDE 19 41 0 20 Sep 2016
Unsupervised Monocular Depth Estimation with Left-Right Consistency Clément Godard Oisin Mac Aodha Gabriel J. Brostow MDE 72 2,870 0 13 Sep 2016
Back to Basics: Unsupervised Learning of Optical Flow via Brightness Constancy and Motion Smoothness Jason J. Yu Adam W. Harley Konstantinos G. Derpanis 26 407 0 20 Aug 2016
A Two-Streamed Network for Estimating Fine-Scaled Depth Maps from Single RGB Images Jun Yu Li Reinhard Klein Angela Yao MDE 30 15 0 04 Jul 2016
MatConvNet - Convolutional Neural Networks for MATLAB Andrea Vedaldi Karel Lenc 186 2,946 0 15 Dec 2014