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
Front2Back: Single View 3D Shape Reconstruction via Front to Back Prediction Yuan Yao Nico Schertler Enrique Rosales Helge Rhodin Leonid Sigal Alla Sheffer 31 45 0 23 Dec 2019
DeepSFM: Structure From Motion Via Deep Bundle Adjustment Xingkui Wei Yinda Zhang Zhuwen Li Yanwei Fu Xiangyang Xue 3DV 14 96 0 20 Dec 2019
Looking at the right stuff: Guided semantic-gaze for autonomous driving Anwesan Pal S. Mondal H. Christensen 26 51 0 24 Nov 2019
SimVODIS: Simultaneous Visual Odometry, Object Detection, and Instance Segmentation Ue-Hwan Kim Se-Ho Kim Jong-Hwan Kim 24 25 0 14 Nov 2019
Moving Indoor: Unsupervised Video Depth Learning in Challenging Environments Junsheng Zhou Yuwang Wang K. Qin Wenjun Zeng MDE 32 63 0 20 Oct 2019
Task-Aware Monocular Depth Estimation for 3D Object Detection Xinlong Wang Wei Yin Tao Kong Yuning Jiang Lei Li Chunhua Shen MDE 24 59 0 17 Sep 2019
Progressive Fusion for Unsupervised Binocular Depth Estimation using Cycled Networks Andrea Pilzer Stéphane Lathuilière Dan Xu M. Puscas Elisa Ricci N. Sebe MDE 18 25 0 17 Sep 2019
Learning Residual Flow as Dynamic Motion from Stereo Videos Seokju Lee Sunghoon Im Stephen Lin In So Kweon 3DPC 27 18 0 16 Sep 2019
Exploiting temporal consistency for real-time video depth estimation Haokui Zhang Chunhua Shen Ying Li Yuanzhouhan Cao Yu Liu Youliang Yan MDE 22 110 0 10 Aug 2019
GridDehazeNet: Attention-Based Multi-Scale Network for Image Dehazing Xiaohong Liu Yongrui Ma Zhihao Shi Jun Chen 58 741 0 08 Aug 2019
Enhancing self-supervised monocular depth estimation with traditional visual odometry Lorenzo Andraghetti Panteleimon Myriokefalitakis Pier Luigi Dovesi Belén Luque Matteo Poggi Alessandro Pieropan S. Mattoccia MDE 36 41 0 08 Aug 2019
Semi-Supervised Adversarial Monocular Depth Estimation Rongrong Ji Ke Li Yan Wang Xiaoshuai Sun Feng Guo Xiaowei Guo Yongjian Wu Feiyue Huang Jiebo Luo GAN MDE 27 47 0 06 Aug 2019
DIODE: A Dense Indoor and Outdoor DEpth Dataset Igor Vasiljevic Nicholas I. Kolkin Shanyi Zhang Ruotian Luo Haochen Wang ... Andrea F. Daniele Mohammadreza Mostajabi Steven Basart Matthew R. Walter Gregory Shakhnarovich MDE 3DV 24 223 0 01 Aug 2019
Generating and Exploiting Probabilistic Monocular Depth Estimates Zhihao Xia Patrick Sullivan Ayan Chakrabarti UQCV VLM MDE 22 34 0 13 Jun 2019
Unsupervised Monocular Depth and Ego-motion Learning with Structure and Semantics Vincent Casser S. Pirk R. Mahjourian A. Angelova MDE 16 102 0 12 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 17 282 0 08 Jun 2019
Bridging Stereo Matching and Optical Flow via Spatiotemporal Correspondence Hsueh-Ying Lai Yi-Hsuan Tsai Wei-Chen Chiu 27 80 0 22 May 2019
3G structure for image caption generation Aihong Yuan Xuelong Li Xiaoqiang Lu 21 34 0 21 Apr 2019
Soft Rasterizer: A Differentiable Renderer for Image-based 3D Reasoning Shichen Liu Tianye Li Weikai Chen Hao Li 3DV 23 687 0 03 Apr 2019
Neural Autonomous Navigation with Riemannian Motion Policy Xiangyun Meng Nathan D. Ratliff Yu Xiang Dieter Fox 34 37 0 03 Apr 2019
Veritatem Dies Aperit- Temporally Consistent Depth Prediction Enabled by a Multi-Task Geometric and Semantic Scene Understanding Approach Amir Atapour-Abarghouei T. Breckon MDE 33 34 0 26 Mar 2019
Bilateral Cyclic Constraint and Adaptive Regularization for Unsupervised Monocular Depth Prediction A. Wong Byung-Woo Hong Stefano Soatto MDE 43 91 0 18 Mar 2019
Refine and Distill: Exploiting Cycle-Inconsistency and Knowledge Distillation for Unsupervised Monocular Depth Estimation Andrea Pilzer Stéphane Lathuilière N. Sebe Elisa Ricci MDE 25 135 0 11 Mar 2019
Mix and match networks: cross-modal alignment for zero-pair image-to-image translation Yaxing Wang Luis Herranz Joost van de Weijer 21 4 0 08 Mar 2019
Self-supervised Learning for Single View Depth and Surface Normal Estimation Huangying Zhan C. Weerasekera Ravi Garg Ian Reid MDE SSL 19 27 0 01 Mar 2019
Soft Rasterizer: Differentiable Rendering for Unsupervised Single-View Mesh Reconstruction Shichen Liu Weikai Chen Tianye Li Hao Li 25 96 0 17 Jan 2019
Unsupervised Learning of Depth and Ego-Motion from Cylindrical Panoramic Video Alisha Sharma Jonathan Ventura MDE 39 4 0 04 Jan 2019
Unsupervised monocular stereo matching Zhimin Zhang Jianzhong Qiao Shukuan Lin MDE 21 0 0 31 Dec 2018
Unsupervised Learning of Monocular Depth Estimation with Bundle Adjustment, Super-Resolution and Clip Loss Lipu Zhou Jiamin Ye Montiel Abello Shengze Wang Michael Kaess MDE 29 27 0 08 Dec 2018
Double Refinement Network for Efficient Indoor Monocular Depth Estimation N. Durasov Mikhail Romanov Valeriya Bubnova P. Bogomolov Anton Konushin MDE 3DV 30 10 0 20 Nov 2018
R $^3$ SGM: Real-time Raster-Respecting Semi-Global Matching for Power-Constrained Systems Oscar Rahnama Tommaso Cavallari Stuart Golodetz Simon Walker Philip Torr 6 34 0 30 Oct 2018
Finding Correspondences for Optical Flow and Disparity Estimations using a Sub-pixel Convolution-based Encoder-Decoder Network Juan Luis Gonzalez M. Sarmad H. J. Lee Munchurl Kim 16 1 0 07 Oct 2018
Geometry-Aware Network for Non-Rigid Shape Prediction from a Single View Albert Pumarola Antonio Agudo Lorenzo Porzi Alberto Sanfeliu Vincent Lepetit Francesc Moreno-Noguer 3DPC 3DH 35 59 0 27 Sep 2018
Rethinking Monocular Depth Estimation with Adversarial Training Richard J. Chen Faisal Mahmood Alan Yuille Nicholas J. Durr GAN MDE 28 44 0 22 Aug 2018
Eliminating the Blind Spot: Adapting 3D Object Detection and Monocular Depth Estimation to 360° Panoramic Imagery Grégoire Payen de La Garanderie Amir Atapour-Abarghouei T. Breckon 3DPC MDE 24 80 0 19 Aug 2018
Learning monocular depth estimation with unsupervised trinocular assumptions Matteo Poggi Fabio Tosi S. Mattoccia MDE 24 152 0 05 Aug 2018
Bi-Real Net: Enhancing the Performance of 1-bit CNNs With Improved Representational Capability and Advanced Training Algorithm Zechun Liu Baoyuan Wu Wenhan Luo Xin Yang Wen Liu K. Cheng MQ 51 550 0 01 Aug 2018
Deep attention-based classification network for robust depth prediction Ruibo Li Ke Xian Chunhua Shen Zhiguo Cao Hao Lu Lingxiao Hang MDE 25 94 0 11 Jul 2018
Towards real-time unsupervised monocular depth estimation on CPU Matteo Poggi Filippo Aleotti Fabio Tosi S. Mattoccia MDE 21 156 0 29 Jun 2018
Synthetic Depth-of-Field with a Single-Camera Mobile Phone Neal Wadhwa Rahul Garg David E. Jacobs Bryan E. Feldman Nori Kanazawa Robert E. Carroll Yair Movshovitz-Attias Jonathan T. Barron Yael Pritch M. Levoy 3DH MDE 193 176 0 11 Jun 2018
Deep multi-scale architectures for monocular depth estimation Michel Moukari Sylvaine Picard Loïc Simon F. Jurie MDE 23 20 0 08 Jun 2018
Monocular Depth Estimation with Augmented Ordinal Depth Relationships Yuanzhouhan Cao Tianqi Zhao Ke Xian Chunhua Shen Zhiguo Cao Shugong Xu MDE 22 49 0 02 Jun 2018
Learning to Generate Facial Depth Maps S. Pini Filippo Grazioli Guido Borghi R. Vezzani Rita Cucchiara CVBM GAN MDE 39 9 0 30 May 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 37 586 0 24 May 2018
Just-in-Time Reconstruction: Inpainting Sparse Maps using Single View Depth Predictors as Priors C. Weerasekera Thanuja Dharmasiri Ravi Garg Tom Drummond Ian Reid 35 27 0 11 May 2018
PAD-Net: A Perception-Aided Single Image Dehazing Network Yu Liu Guanlong Zhao 30 6 0 08 May 2018
Perceptually Optimized Generative Adversarial Network for Single Image Dehazing Yixin Du Xuzhao Li 47 6 0 03 May 2018
The Limits and Potentials of Deep Learning for Robotics Niko Sünderhauf Oliver Brock Walter J. Scheirer R. Hadsell Dieter Fox ... B. Upcroft Pieter Abbeel Wolfram Burgard Michael Milford Peter Corke 17 522 0 18 Apr 2018
Semantic Single-Image Dehazing Ziang Cheng Shaodi You V. Ila Hongdong Li 30 17 0 16 Apr 2018
Dual CNN Models for Unsupervised Monocular Depth Estimation Vamshi Krishna Repala S. Dubey MDE 35 37 0 16 Apr 2018