A Large Dataset to Train Convolutional Networks for Disparity, Optical Flow, and Scene Flow Estimation

7 December 2015

Alexey Dosovitskiy

Thomas Brox

3DPC

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Papers citing "A Large Dataset to Train Convolutional Networks for Disparity, Optical Flow, and Scene Flow Estimation"

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CNN based Learning using Reflection and Retinex Models for Intrinsic Image Decomposition A. S. Baslamisli Hoàng-Ân Lê Theo Gevers 144 66 0 04 Dec 2017
Learning for Disparity Estimation through Feature Constancy Zhengfa Liang Yiliu Feng Yulan Guo Hengzhu Liu Wei Chen Linbo Qiao Li Zhou Jianfeng Zhang 3DV 162 30 0 04 Dec 2017
Learning to Segment Moving Objects P. Tokmakov Cordelia Schmid Alahari Karteek VOS 92 97 0 01 Dec 2017
Deep Eyes: Binocular Depth-from-Focus on Focal Stack Pairs Xinqing Guo Zhaoyu Chen Siyuan Li Yang Yang Jingyi Yu MDE 170 7 0 29 Nov 2017
Cross-Domain Self-supervised Multi-task Feature Learning using Synthetic Imagery Zhongzheng Ren Yong Jae Lee SSL OOD 118 212 0 24 Nov 2017
UnFlow: Unsupervised Learning of Optical Flow with a Bidirectional Census Loss Simon Meister Junhwa Hur Stefan Roth 3DPC 116 581 0 21 Nov 2017
Occlusion Aware Unsupervised Learning of Optical Flow Yang Wang Yezhou Yang Zhenheng Yang Liang Zhao Peng Wang Wei Xu SSL 77 311 0 16 Nov 2017
Unsupervised Learning of Geometry with Edge-aware Depth-Normal Consistency Zhenheng Yang Peng Wang Wenyuan Xu Liang Zhao Ram Nevatia 3DV MDE 86 156 0 10 Nov 2017
SceneFlowFields: Dense Interpolation of Sparse Scene Flow Correspondences René Schuster Oliver Wasenmüller G. Kuschk C. Bailer D. Stricker 57 38 0 27 Oct 2017
Deep learning in remote sensing: a review Xiaoxiang Zhu D. Tuia Lichao Mou Gui-Song Xia Liangpei Zhang Feng Xu Friedrich Fraundorfer 88 1,624 0 11 Oct 2017
Playing for Benchmarks Stephan R. Richter Zeeshan Hayder V. Koltun 99 471 0 21 Sep 2017
SegFlow: Joint Learning for Video Object Segmentation and Optical Flow Jingchun Cheng Yi-Hsuan Tsai Shengjin Wang Ming-Hsuan Yang VOS 77 416 0 20 Sep 2017
MODNet: Moving Object Detection Network with Motion and Appearance for Autonomous Driving Mennatullah Siam Heba Mahgoub Mohamed Zahran S. Yogamani Martin Jägersand Ahmad El-Sallab 93 48 0 14 Sep 2017
PWC-Net: CNNs for Optical Flow Using Pyramid, Warping, and Cost Volume Deqing Sun Xiaodong Yang Ming-Yuan Liu Jan Kautz 3DPC 287 2,452 0 07 Sep 2017
Self-Supervised Learning for Stereo Matching with Self-Improving Ability Yiran Zhong Yuchao Dai Hongdong Li SSL 3DV 81 160 0 04 Sep 2017
Cascade Residual Learning: A Two-stage Convolutional Neural Network for Stereo Matching Jiahao Pang Wenxiu Sun Jimmy S. J. Ren Chengxi Yang Qiong Yan 89 458 0 30 Aug 2017
Sparsity Invariant CNNs J. Uhrig N. Schneider Lukas Schneider Uwe Franke Thomas Brox Andreas Geiger 176 829 0 22 Aug 2017
Dense Disparity Estimation in Ego-motion Reduced Search Space Luka Fucek Ivan Marković Igor Cvisic Ivan Petrović MDE 18 3 0 21 Aug 2017
Learning a Multi-View Stereo Machine Abhishek Kar Christian Häne Jitendra Malik 3DV 70 530 0 17 Aug 2017
Associative Domain Adaptation Philip Häusser Thomas Frerix A. Mordvintsev Daniel Cremers BDL 85 243 0 02 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 119 9 0 02 Aug 2017
cvpaper.challenge in 2016: Futuristic Computer Vision through 1,600 Papers Survey Hirokatsu Kataoka Soma Shirakabe Yun He S. Ueta Teppei Suzuki ... Ryousuke Takasawa Masataka Fuchida Yudai Miyashita Kazushige Okayasu Yuta Matsuzaki 83 1 0 20 Jul 2017
DenseNet for Dense Flow Yi Zhu Shawn D. Newsam 59 237 0 19 Jul 2017
RegNet: Multimodal Sensor Registration Using Deep Neural Networks N. Schneider Florian Piewak Christoph Stiller Uwe Franke 76 190 0 11 Jul 2017
Fast Multi-frame Stereo Scene Flow with Motion Segmentation Tatsunori Taniai Sudipta N. Sinha Yoichi Sato 73 45 0 05 Jul 2017
DepthCut: Improved Depth Edge Estimation Using Multiple Unreliable Channels Paul Guerrero H. Winnemöller Wilmot Li Niloy J. Mitra MDE 64 7 0 22 May 2017
What Can Help Pedestrian Detection? Jiayuan Mao Tete Xiao Yuning Jiang Zhimin Cao 86 287 0 08 May 2017
Unsupervised Learning of Depth and Ego-Motion from Video Tinghui Zhou Matthew A. Brown Noah Snavely D. Lowe MDE 163 2,582 0 25 Apr 2017
SfM-Net: Learning of Structure and Motion from Video Sudheendra Vijayanarasimhan Susanna Ricco Cordelia Schmid Rahul Sukthankar Katerina Fragkiadaki MDE 108 443 0 25 Apr 2017
Accurate Optical Flow via Direct Cost Volume Processing Jia Xu René Ranftl V. Koltun 131 240 0 24 Apr 2017
ScaleNet: Guiding Object Proposal Generation in Supermarkets and Beyond Siyuan Qiao Wei Shen Weichao Qiu Chenxi Liu Alan Yuille 59 37 0 22 Apr 2017
Learn to Model Motion from Blurry Footages Wenbin Li Da Chen Zhihan Lv Yan Yan Darren Cosker 14 0 0 19 Apr 2017
Learning Video Object Segmentation with Visual Memory P. Tokmakov Alahari Karteek Cordelia Schmid VOS 76 326 0 19 Apr 2017
Computer Vision for Autonomous Vehicles: Problems, Datasets and State of the Art J. Janai Fatma Guney Aseem Behl Andreas Geiger 160 799 0 18 Apr 2017
Learning Proximal Operators: Using Denoising Networks for Regularizing Inverse Imaging Problems Tim Meinhardt Michael Möller C. Hazirbas Daniel Cremers 103 357 0 11 Apr 2017
Detail-revealing Deep Video Super-resolution Xin Tao Hongyun Gao Renjie Liao Jue Wang Jiaya Jia SupR 95 506 0 10 Apr 2017
Learning Where to Look: Data-Driven Viewpoint Set Selection for 3D Scenes Kyle Genova Manolis Savva Angel X. Chang Thomas Funkhouser 113 11 0 07 Apr 2017
Deep Depth From Focus C. Hazirbas Sebastian Georg Soyer Maximilian Christian Staab Laura Leal-Taixé Daniel Cremers 3DV 96 85 0 04 Apr 2017
Hidden Two-Stream Convolutional Networks for Action Recognition Yi Zhu Zhenzhong Lan Shawn D. Newsam Alexander G. Hauptmann 122 282 0 02 Apr 2017
Lucid Data Dreaming for Video Object Segmentation Anna Khoreva Rodrigo Benenson Eddy Ilg Thomas Brox Bernt Schiele VOS 132 38 0 28 Mar 2017
Expecting the Unexpected: Training Detectors for Unusual Pedestrians with Adversarial Imposters Shiyu Huang Deva Ramanan 51 53 0 18 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 100 1,339 0 13 Mar 2017
Boundary Flow: A Siamese Network that Predicts Boundary Motion without Training on Motion Peng Lei Fuxin Li S. Todorovic 3DPC 58 13 0 28 Feb 2017
Domain Adaptation for Visual Applications: A Comprehensive Survey G. Csurka OOD 110 508 0 17 Feb 2017
Guided Optical Flow Learning Yi Zhu Zhenzhong Lan Shawn D. Newsam Alexander G. Hauptmann SSL 86 48 0 08 Feb 2017
Improved Stereo Matching with Constant Highway Networks and Reflective Confidence Learning Amit Shaked Lior Wolf 3DV 152 199 0 31 Dec 2016
From Virtual to Real World Visual Perception using Domain Adaptation -- The DPM as Example Antonio M. López Jiaolong Xu J. L. Gómez David Vazquez G. Ros 65 11 0 29 Dec 2016
Learning Motion Patterns in Videos P. Tokmakov Alahari Karteek Cordelia Schmid VOS 98 268 0 21 Dec 2016
Detect, Replace, Refine: Deep Structured Prediction For Pixel Wise Labeling Spyros Gidaris N. Komodakis 90 145 0 14 Dec 2016
UnrealStereo: Controlling Hazardous Factors to Analyze Stereo Vision Yi Zhang Weichao Qiu Qi Chen Xiaolin Hu Alan Yuille 64 42 0 14 Dec 2016