Single Image Depth Estimation: An Overview

13 April 2021

Papers citing "Single Image Depth Estimation: An Overview"

45 / 45 papers shown

Title
Gen3DSR: Generalizable 3D Scene Reconstruction via Divide and Conquer from a Single View Andreea Dogaru M. Ozer Bernhard Egger 3DGS 130 7 0 04 Apr 2024
AdaBins: Depth Estimation using Adaptive Bins S. Bhat Ibraheem Alhashim Peter Wonka 3DV MDE ViT 139 861 0 28 Nov 2020
Multi-view Depth Estimation using Epipolar Spatio-Temporal Networks Xiaoxiao Long Lingjie Liu Wei Li Christian Theobalt Wenping Wang MDE 81 70 0 26 Nov 2020
Monocular Depth Estimation via Listwise Ranking using the Plackett-Luce Model Julian Lienen Eyke Hüllermeier Ralph Ewerth Nils Nommensen 68 15 0 25 Oct 2020
A New Distributional Ranking Loss With Uncertainty: Illustrated in Relative Depth Estimation Alican Mertan Y. Sahin D. Duff Gözde B. Ünal OOD UQCV 74 10 0 14 Oct 2020
Relative Depth Estimation as a Ranking Problem Alican Mertan D. Duff Gözde B. Ünal 115 6 0 14 Oct 2020
Single Image Depth Estimation Trained via Depth from Defocus Cues Shir Gur Lior Wolf MDE 48 121 0 14 Jan 2020
CrDoCo: Pixel-level Domain Transfer with Cross-Domain Consistency Yun-Chun Chen Yen-Yu Lin Ming-Hsuan Yang Jia-Bin Huang 131 278 0 09 Jan 2020
Don't Forget The Past: Recurrent Depth Estimation from Monocular Video Vaishakh Patil Wouter Van Gansbeke Dengxin Dai Luc Van Gool MDE 81 129 0 08 Jan 2020
DepthTransfer: Depth Extraction from Video Using Non-parametric Sampling Kevin Karsch Ce Liu S. B. Kang MDE 80 587 0 24 Dec 2019
Temporally Consistent Depth Prediction with Flow-Guided Memory Units Chanho Eom Hyunjong Park Bumsub Ham MDE 59 14 0 16 Sep 2019
Learning with Average Precision: Training Image Retrieval with a Listwise Loss Jérôme Revaud Jon Almazán Rafael Sampaio de Rezende César Roberto de Souza VLM 70 376 0 18 Jun 2019
Pattern-Affinitive Propagation across Depth, Surface Normal and Semantic Segmentation Zhenyu Zhang Zhen Cui Chunyan Xu Yan Yan N. Sebe Jian Yang MDE 70 285 0 08 Jun 2019
How do neural networks see depth in single images? T. V. Dijk Guido de Croon VLM MDE 86 199 0 16 May 2019
Recurrent Neural Network for (Un-)supervised Learning of Monocular VideoVisual Odometry and Depth Rui Wang Stephen M. Pizer Jan-Michael Frahm MDE 62 177 0 15 Apr 2019
Visualization of Convolutional Neural Networks for Monocular Depth Estimation Junjie Hu Yan Zhang Takayuki Okatani MDE 114 83 0 06 Apr 2019
Geometry-Aware Symmetric Domain Adaptation for Monocular Depth Estimation Shanshan Zhao Huan Fu Biwei Huang Dacheng Tao MDE 73 174 0 03 Apr 2019
Stochastic Optimization of Sorting Networks via Continuous Relaxations Aditya Grover Eric Wang Aaron Zweig Stefano Ermon 80 174 0 21 Mar 2019
T2Net: Synthetic-to-Realistic Translation for Solving Single-Image Depth Estimation Tasks Chuanxia Zheng Tat-Jen Cham Jianfei Cai MDE GAN 83 194 0 04 Aug 2018
Learning Single-Image Depth from Videos using Quality Assessment Networks Weifeng Chen Shengyi Qian Jia Deng 74 67 0 25 Jun 2018
Deep Ordinal Regression Network for Monocular Depth Estimation Huan Fu Biwei Huang Chaohui Wang Kayhan Batmanghelich Dacheng Tao MDE 486 1,736 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 74 592 0 24 May 2018
PAD-Net: Multi-Tasks Guided Prediction-and-Distillation Network for Simultaneous Depth Estimation and Scene Parsing Dan Xu Wanli Ouyang Xiaogang Wang N. Sebe MoE 69 480 0 11 May 2018
Learning Depth from Monocular Videos using Direct Methods Chaoyang Wang J. M. Buenaposada Rui Zhu Simon Lucey MDE 102 583 0 01 Dec 2017
Cross-Domain Self-supervised Multi-task Feature Learning using Synthetic Imagery Zhongzheng Ren Yong Jae Lee SSL OOD 95 212 0 24 Nov 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
Neural Expectation Maximization Klaus Greff Sjoerd van Steenkiste Jürgen Schmidhuber OCL 134 287 0 11 Aug 2017
Unsupervised Learning of Depth and Ego-Motion from Video Tinghui Zhou Matthew A. Brown Noah Snavely D. Lowe MDE 153 2,581 0 25 Apr 2017
Semi-Supervised Deep Learning for Monocular Depth Map Prediction Yevhen Kuznietsov J. Stückler Bastian Leibe MDE SSL 159 672 0 09 Feb 2017
SceneNet RGB-D: 5M Photorealistic Images of Synthetic Indoor Trajectories with Ground Truth J. McCormac Ankur Handa Stefan Leutenegger Andrew J. Davison 3DV 3DPC 64 126 0 15 Dec 2016
Parse Geometry from a Line: Monocular Depth Estimation with Partial Laser Observation Yiyi Liao Lichao Huang Yue Wang S. Kodagoda Yinan Yu Yang Liu MDE 69 102 0 17 Oct 2016
Unsupervised Monocular Depth Estimation with Left-Right Consistency Clément Godard Oisin Mac Aodha Gabriel J. Brostow MDE 157 2,888 0 13 Sep 2016
IM2CAD Hamid Izadinia Qi Shan S. M. Seitz 3DV 69 198 0 18 Aug 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
Estimating Depth from Monocular Images as Classification Using Deep Fully Convolutional Residual Networks Yuanzhouhan Cao Zifeng Wu Chunhua Shen MDE 111 406 0 08 May 2016
Single-Image Depth Perception in the Wild Weifeng Chen Z. Fu Dawei Yang Jia Deng MDE 115 522 0 13 Apr 2016
The Curious Robot: Learning Visual Representations via Physical Interactions Lerrel Pinto Dhiraj Gandhi Yuanfeng Han Yong‐Lae Park Abhinav Gupta 99 186 0 05 Apr 2016
RGBD Datasets: Past, Present and Future Michael Firman 76 150 0 04 Apr 2016
Unified Depth Prediction and Intrinsic Image Decomposition from a Single Image via Joint Convolutional Neural Fields Seungryong Kim Kihong Park Kwanghoon Sohn Stephen Lin MDE 87 109 0 21 Mar 2016
Unsupervised CNN for Single View Depth Estimation: Geometry to the Rescue Ravi Garg B. V. Kumar G. Carneiro Ian Reid 3DV MDE 131 1,530 0 16 Mar 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.3K 194,641 0 10 Dec 2015
A Large Dataset to Train Convolutional Networks for Disparity, Optical Flow, and Scene Flow Estimation N. Mayer Eddy Ilg Philip Häusser Philipp Fischer Daniel Cremers Alexey Dosovitskiy Thomas Brox 3DPC 72 2,649 0 07 Dec 2015
Deep Convolutional Neural Fields for Depth Estimation from a Single Image Fayao Liu Chunhua Shen Guosheng Lin MDE 184 893 0 24 Nov 2014
Predicting Depth, Surface Normals and Semantic Labels with a Common Multi-Scale Convolutional Architecture David Eigen Rob Fergus VLM MDE 214 2,684 0 18 Nov 2014
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