End-to-End Training of Hybrid CNN-CRF Models for Stereo

30 November 2016

Patrick Knöbelreiter

Christian Reinbacher

Alexander Shekhovtsov

Thomas Pock

3DV

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Papers citing "End-to-End Training of Hybrid CNN-CRF Models for Stereo"

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Title
SAda-Net: A Self-Supervised Adaptive Stereo Estimation CNN For Remote Sensing Image Data Dominik Hirner Friedrich Fraundorfer 20 0 0 17 Oct 2024
Computer vision tasks for intelligent aerospace missions: An overview Huilin Chen Qiyu Sun Fangfei Li Yang Tang 45 0 0 09 Jul 2024
Deep Dependency Networks and Advanced Inference Schemes for Multi-Label Classification Shivvrat Arya Yu Xiang Vibhav Gogate BDL 23 1 0 17 Apr 2024
Neural Markov Random Field for Stereo Matching Tongfan Guan Chen Wang Yunchun Liu 3DV 21 22 0 17 Mar 2024
Deep Dependency Networks for Multi-Label Classification Shivvrat Arya Yu Xiang Vibhav Gogate 13 0 0 01 Feb 2023
FCDSN-DC: An Accurate and Lightweight Convolutional Neural Network for Stereo Estimation with Depth Completion Dominik Hirner Friedrich Fraundorfer 3DV 3DPC 32 2 0 14 Sep 2022
Relational Neural Markov Random Fields Yuqiao Chen Sriraam Natarajan Nicholas Ruozzi BDL 11 0 0 18 Oct 2021
Energy-Based Generative Cooperative Saliency Prediction Jing Zhang Jianwen Xie Zilong Zheng Nick Barnes 36 12 0 25 Jun 2021
Shadow Neural Radiance Fields for Multi-view Satellite Photogrammetry Dawa Derksen Dario Izzo 42 56 0 20 Apr 2021
Combinatorial optimization and reasoning with graph neural networks Quentin Cappart Didier Chételat Elias Boutros Khalil Andrea Lodi Christopher Morris Petar Velickovic AI4CE 32 348 0 18 Feb 2021
Attention Aware Cost Volume Pyramid Based Multi-view Stereo Network for 3D Reconstruction Anzhu Yu Wenyue Guo Bing Liu Xin Chen Xin Wang Xuefeng Cao Bingchuan Jiang 3DV 26 64 0 25 Nov 2020
BP-MVSNet: Belief-Propagation-Layers for Multi-View-Stereo Christian Sormann Patrick Knöbelreiter Andreas Kuhn Mattia Rossi Thomas Pock Friedrich Fraundorfer 3DV 45 26 0 23 Oct 2020
Movement-induced Priors for Deep Stereo Wenshuai Zhao Muhammad Kamran Janjua Arno Solin Arno Solin 16 1 0 18 Oct 2020
FC-DCNN: A densely connected neural network for stereo estimation Dominik Hirner Friedrich Fraundorfer 3DV 3DPC 9 13 0 14 Oct 2020
Self-Supervised Learning for Monocular Depth Estimation from Aerial Imagery M. Hermann Boitumelo Ruf M. Weinmann Stefan Hinz SSL MDE 16 11 0 17 Aug 2020
Learning Stereo Matchability in Disparity Regression Networks Jingyang Zhang Yao Yao Zixin Luo Shiwei Li Tianwei Shen Tian Fang Long Quan 3DV 24 8 0 11 Aug 2020
Understanding Deep Architectures with Reasoning Layer Xinshi Chen Yufei Zhang C. Reisinger Le Song AI4CE 22 6 0 24 Jun 2020
SurfaceNet+: An End-to-end 3D Neural Network for Very Sparse Multi-view Stereopsis Mengqi Ji Jinzhi Zhang Qionghai Dai Lu Fang 3DV 14 31 0 26 May 2020
On the Synergies between Machine Learning and Binocular Stereo for Depth Estimation from Images: a Survey Matteo Poggi Fabio Tosi Konstantinos Batsos Philippos Mordohai S. Mattoccia 3DV MDE 27 15 0 18 Apr 2020
Taxonomy of Dual Block-Coordinate Ascent Methods for Discrete Energy Minimization Siddharth Tourani Alexander Shekhovtsov Carsten Rother Bogdan Savchynskyy 32 12 0 16 Apr 2020
Belief Propagation Reloaded: Learning BP-Layers for Labeling Problems Patrick Knöbelreiter Christian Sormann Alexander Shekhovtsov Friedrich Fraundorfer Thomas Pock 36 22 0 13 Mar 2020
Depth Completion Using a View-constrained Deep Prior P. Ghosh Vibhav Vineet L. Davis Abhinav Shrivastava Sudipta N. Sinha Neel Joshi MDE 20 4 0 21 Jan 2020
End-to-end Training of CNN-CRF via Differentiable Dual-Decomposition Shaofei Wang Vishnu Suresh Lokhande M. Singh Konrad Paul Kording Julian Yarkony 9 1 0 06 Dec 2019
Parametric Majorization for Data-Driven Energy Minimization Methods Jonas Geiping Michael Moeller 30 4 0 17 Aug 2019
Point-Based Multi-View Stereo Network Rui Chen Songfang Han Jing Xu Hao Su 3DV 3DPC 16 337 0 12 Aug 2019
Learned Collaborative Stereo Refinement Patrick Knöbelreiter Thomas Pock 17 16 0 31 Jul 2019
Self-Supervised Learning for Stereo Reconstruction on Aerial Images Patrick Knöbelreiter Christoph Vogel Thomas Pock SSL 12 14 0 29 Jul 2019
SDNet: Semantically Guided Depth Estimation Network M. Ochs Adrian Kretz Rudolf Mester MDE 19 42 0 24 Jul 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 35 674 0 24 Jul 2019
A Survey on Deep Learning Architectures for Image-based Depth Reconstruction Hamid Laga 3DV MDE 27 22 0 14 Jun 2019
Simulating CRF with CNN for CNN Lena Gorelick O. Veksler 15 0 0 06 May 2019
Structured Prediction using cGANs with Fusion Discriminator Faisal Mahmood Wenhao Xu Nicholas J. Durr Jeremiah W. Johnson Alan Yuille 19 5 0 30 Apr 2019
Group-wise Correlation Stereo Network Xiaoyang Guo Kai Yang Wukui Yang Xiaogang Wang Hongsheng Li 3DV 11 554 0 10 Mar 2019
EdgeStereo: An Effective Multi-Task Learning Network for Stereo Matching and Edge Detection Xiao-yang Song Xu Zhao Liangji Fang Hanwen Hu 19 166 0 05 Mar 2019
Practical Deep Stereo (PDS): Toward applications-friendly deep stereo matching S. Tulyakov A. Ivanov F. Fleuret 3DV 18 126 0 05 Jun 2018
MVSNet: Depth Inference for Unstructured Multi-view Stereo Yao Yao Zixin Luo Shiwei Li Tian Fang Long Quan MDE 3DV 14 1,197 0 07 Apr 2018
CBMV: A Coalesced Bidirectional Matching Volume for Disparity Estimation Konstantinos Batsos Changjiang Cai Philippos Mordohai 21 64 0 05 Apr 2018
Monocular Depth Estimation using Multi-Scale Continuous CRFs as Sequential Deep Networks Dan Xu Elisa Ricci Wanli Ouyang Xiaogang Wang N. Sebe MDE 28 99 0 01 Mar 2018
Deep Eyes: Binocular Depth-from-Focus on Focal Stack Pairs Xinqing Guo Zhaoyu Chen Siyuan Li Yang Yang Jingyi Yu MDE 11 7 0 29 Nov 2017
Conditional Random Field and Deep Feature Learning for Hyperspectral Image Segmentation F. Alam J. Zhou Alan Wee-Chung Liew Wenxuan Wang Jocelyn Chanussot Yongsheng Gao SSeg 33 25 0 13 Nov 2017
Widening siamese architectures for stereo matching P. Brandao E. Mazomenos Danail Stoyanov 3DV 18 23 0 01 Nov 2017
End-to-end learning potentials for structured attribute prediction Kota Yamaguchi Takayuki Okatani T. Umeda Kazuhiko Murasaki K. Sudo BDL 22 2 0 06 Aug 2017
A Learning-based Framework for Hybrid Depth-from-Defocus and Stereo Matching Zhaoyu Chen Xinqing Guo Siyuan Li Xuan Cao Jingyi Yu 3DV MDE 16 9 0 02 Aug 2017
Scalable Full Flow with Learned Binary Descriptors Gottfried Munda Alexander Shekhovtsov Patrick Knöbelreiter Thomas Pock 17 4 0 20 Jul 2017
Automatic Construction of Real-World Datasets for 3D Object Localization using Two Cameras Joris Guérin O. Gibaru E. Nyiri Stéphane Thiery 19 2 0 10 Jul 2017
The Fast Bilateral Solver Jonathan T. Barron Ben Poole 180 371 0 10 Nov 2015