Learning Depth from Single Monocular Images Using Deep Convolutional Neural Fields

26 February 2015

Fayao Liu

Chunhua Shen

Guosheng Lin

Ian Reid

MDE

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Papers citing "Learning Depth from Single Monocular Images Using Deep Convolutional Neural Fields"

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Title
MegaDepth: Learning Single-View Depth Prediction from Internet Photos Zhengqi Li Noah Snavely MDE 3DV 15 1,003 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
On the Importance of Stereo for Accurate Depth Estimation: An Efficient Semi-Supervised Deep Neural Network Approach Nikolai Smolyanskiy A. Kamenev Stan Birchfield MDE 24 95 0 26 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
Driving Scene Perception Network: Real-time Joint Detection, Depth Estimation and Semantic Segmentation Liangfu Chen Ze Yang J. Ma Zheng Luo 29 47 0 10 Mar 2018
Indoor Scene Understanding in 2.5/3D for Autonomous Agents: A Survey Muzammal Naseer Salman H Khan Fatih Porikli 3DPC 3DV 19 101 0 09 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
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
IM2HEIGHT: Height Estimation from Single Monocular Imagery via Fully Residual Convolutional-Deconvolutional Network Lichao Mou Xiaoxiang Zhu MDE 33 117 0 28 Feb 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 40 578 0 01 Dec 2017
Deep Learning and Conditional Random Fields-based Depth Estimation and Topographical Reconstruction from Conventional Endoscopy Faisal Mahmood Nicholas J. Durr MedIm 35 142 0 30 Oct 2017
End-to-End United Video Dehazing and Detection Boyi Li Xiulian Peng Zhangyang Wang Jizheng Xu Dan Feng 38 110 0 12 Sep 2017
Sparsity Invariant CNNs J. Uhrig N. Schneider Lukas Schneider Uwe Franke Thomas Brox Andreas Geiger 59 824 0 22 Aug 2017
An All-in-One Network for Dehazing and Beyond Boyi Li Xiulian Peng Zhangyang Wang Jizheng Xu Dan Feng 27 163 0 20 Jul 2017
Faster Than Real-time Facial Alignment: A 3D Spatial Transformer Network Approach in Unconstrained Poses Chandrasekhar Bhagavatula Chenchen Zhu Khoa Luu Marios Savvides CVBM 13 120 0 18 Jul 2017
Toward Low-Flying Autonomous MAV Trail Navigation using Deep Neural Networks for Environmental Awareness Nikolai Smolyanskiy A. Kamenev Jeffrey Smith Stan Birchfield 41 222 0 07 May 2017
Unsupervised Learning of Depth and Ego-Motion from Video Tinghui Zhou Matthew A. Brown Noah Snavely D. Lowe MDE 76 2,558 0 25 Apr 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
Towards CNN Map Compression for camera relocalisation Luis Contreras W. Mayol-Cuevas 23 5 0 02 Mar 2017
Measuring and modeling the perception of natural and unconstrained gaze in humans and machines Daniel Harari Tao Gao Nancy Kanwisher J. Tenenbaum S. Ullman 43 5 0 29 Nov 2016
RefineNet: Multi-Path Refinement Networks for High-Resolution Semantic Segmentation Guosheng Lin Anton Milan Chunhua Shen Ian Reid AI4TS SSeg 95 2,831 0 20 Nov 2016
Parse Geometry from a Line: Monocular Depth Estimation with Partial Laser Observation Yiyi Liao Lichao Huang Yue Wang S. Kodagoda Yinan Yu Yong-Jin Liu MDE 35 102 0 17 Oct 2016
Exploiting Depth from Single Monocular Images for Object Detection and Semantic Segmentation Yuanzhouhan Cao Chunhua Shen Heng Tao Shen MDE 34 65 0 06 Oct 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
UberNet: Training a `Universal' Convolutional Neural Network for Low-, Mid-, and High-Level Vision using Diverse Datasets and Limited Memory Iasonas Kokkinos SSeg SSL 50 670 0 07 Sep 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
Unsupervised CNN for Single View Depth Estimation: Geometry to the Rescue Ravi Garg B. V. Kumar G. Carneiro Ian Reid 3DV MDE 57 1,524 0 16 Mar 2016
Exploring Context with Deep Structured models for Semantic Segmentation Guosheng Lin Chunhua Shen Anton van den Hengel Ian Reid SSeg 104 125 0 10 Mar 2016
Discriminative Training of Deep Fully-connected Continuous CRF with Task-specific Loss Fayao Liu Guosheng Lin Chunhua Shen 21 24 0 28 Jan 2016
Using User Generated Online Photos to Estimate and Monitor Air Pollution in Major Cities Y. Li Jifei Huang Jiebo Luo 14 83 0 20 Aug 2015
Deeply Learning the Messages in Message Passing Inference Guosheng Lin Chunhua Shen Ian Reid Anton Van Den Hengel 3DV 47 63 0 06 Jun 2015
Efficient piecewise training of deep structured models for semantic segmentation Guosheng Lin Chunhua Shen Anton van dan Hengel Ian Reid VLM SSeg 55 923 0 04 Apr 2015