Depth Prediction Without the Sensors: Leveraging Structure for Unsupervised Learning from Monocular Videos

15 November 2018

Papers citing "Depth Prediction Without the Sensors: Leveraging Structure for Unsupervised Learning from Monocular Videos"

40 / 90 papers shown

Title
3D Hierarchical Refinement and Augmentation for Unsupervised Learning of Depth and Pose from Monocular Video Guangming Wang Jiquan Zhong Shijie Zhao Wenhua Wu Zhe Liu Hesheng Wang MDE 32 21 0 06 Dec 2021
PolyphonicFormer: Unified Query Learning for Depth-aware Video Panoptic Segmentation Haobo Yuan Xiangtai Li Yibo Yang Guangliang Cheng Jing Zhang Yunhai Tong Lefei Zhang Dacheng Tao MDE 44 42 0 05 Dec 2021
Learning Multiple Dense Prediction Tasks from Partially Annotated Data Weihong Li Xialei Liu Hakan Bilen 45 39 0 29 Nov 2021
CamLessMonoDepth: Monocular Depth Estimation with Unknown Camera Parameters Sai Shyam Chanduri Zeeshan Khan Suri Igor Vozniak Christian Müller MDE 29 12 0 27 Oct 2021
X-Distill: Improving Self-Supervised Monocular Depth via Cross-Task Distillation H. Cai J. Matai Shubhankar Borse Yizhe Zhang Amin Ansari Fatih Porikli FedML VLM MDE 55 21 0 24 Oct 2021
Depth360: Self-supervised Learning for Monocular Depth Estimation using Learnable Camera Distortion Model Noriaki Hirose Kosuke Tahara MDE 31 4 0 20 Oct 2021
Unsupervised Monocular Depth Perception: Focusing on Moving Objects Hualie Jiang Laiyan Ding Zhenglong Sun Rui Huang MDE 16 8 0 30 Aug 2021
Fine-grained Semantics-aware Representation Enhancement for Self-supervised Monocular Depth Estimation Hyun-Joo Jung Eunhyeok Park S. Yoo MDE 36 108 0 19 Aug 2021
Self-supervised Depth Estimation Leveraging Global Perception and Geometric Smoothness Using On-board Videos Shaocheng Jia Xin Pei W. Yao S. Wong 3DPC MDE 43 19 0 07 Jun 2021
The Temporal Opportunist: Self-Supervised Multi-Frame Monocular Depth Jamie Watson Oisin Mac Aodha V. Prisacariu Gabriel J. Brostow Michael Firman MDE 34 264 0 29 Apr 2021
SVDistNet: Self-Supervised Near-Field Distance Estimation on Surround View Fisheye Cameras Varun Ravi Kumar Marvin Klingner S. Yogamani Markus Bach Stefan Milz Tim Fingscheidt Patrick Mäder MDE 50 37 0 09 Apr 2021
Generalizing to the Open World: Deep Visual Odometry with Online Adaptation Shunkai Li Xin Wu Yingdian Cao H. Zha 20 41 0 29 Mar 2021
Revisiting Self-Supervised Monocular Depth Estimation Ue-Hwan Kim Jong-Hwan Kim SSL MDE 36 7 0 23 Mar 2021
Learning Depth via Leveraging Semantics: Self-supervised Monocular Depth Estimation with Both Implicit and Explicit Semantic Guidance Rui Li Xiantuo He Danna Xue Shaolin Su Qing Mao Yu Zhu Jinqiu Sun Yanning Zhang SSL MDE 42 29 0 11 Feb 2021
Learning Monocular Depth in Dynamic Scenes via Instance-Aware Projection Consistency Seokju Lee Sunghoon Im Stephen Lin In So Kweon 3DV MDE 14 87 0 04 Feb 2021
Explainability of deep vision-based autonomous driving systems: Review and challenges Éloi Zablocki H. Ben-younes P. Pérez Matthieu Cord XAI 37 169 0 13 Jan 2021
Robust Consistent Video Depth Estimation Johannes Kopf Xuejian Rong Jia-Bin Huang MDE 37 162 0 10 Dec 2020
Variational Monocular Depth Estimation for Reliability Prediction Noriaki Hirose S. Taguchi Keisuke Kawano Satoshi Koide MDE 34 4 0 24 Nov 2020
SeasonDepth: Cross-Season Monocular Depth Prediction Dataset and Benchmark under Multiple Environments Hanjiang Hu B. Yang Zhijian Qiao Shiqi Liu Weiang Shi Zuxin Liu Wenhao Ding Ding Zhao Hesheng Wang VLM MDE 32 14 0 09 Nov 2020
SLAM in the Field: An Evaluation of Monocular Mapping and Localization on Challenging Dynamic Agricultural Environment Fangwen Shu Paul Lesur Yaxu Xie A. Pagani D. Stricker 29 26 0 02 Nov 2020
$S^3$ Net: Semantic-Aware Self-supervised Depth Estimation with Monocular Videos and Synthetic Data Bin Cheng Inderjot Singh Saggu Raunak Shah G. Bansal Dinesh Bharadia MDE 23 25 0 28 Jul 2020
Self-Supervised Monocular 3D Face Reconstruction by Occlusion-Aware Multi-view Geometry Consistency Jiaxiang Shang Tianwei Shen Shiwei Li Lei Zhou Mingmin Zhen Tian Fang Long Quan 3DV 3DH CVBM 24 136 0 24 Jul 2020
Self-Supervised Monocular Depth Estimation: Solving the Dynamic Object Problem by Semantic Guidance Marvin Klingner Jan-Aike Termöhlen Jonas Mikolajczyk Tim Fingscheidt MDE 35 317 0 14 Jul 2020
MiniNet: An extremely lightweight convolutional neural network for real-time unsupervised monocular depth estimation Jun Liu Qing Li Rui Cao Wenming Tang Guoping Qiu MDE 22 35 0 27 Jun 2020
Autonomous Driving with Deep Learning: A Survey of State-of-Art Technologies Yu Huang Yue Chen 3DPC 49 83 0 10 Jun 2020
Auto-Rectify Network for Unsupervised Indoor Depth Estimation Jiawang Bian Huangying Zhan Naiyan Wang Tat-Jun Chin Chunhua Shen Ian Reid SSL MDE 29 57 0 04 Jun 2020
Persistent Map Saving for Visual Localization for Autonomous Vehicles: An ORB-SLAM Extension Felix Nobis Odysseas Papanikolaou Johannes Betz Markus Lienkamp 20 14 0 15 May 2020
Exploring the Capabilities and Limits of 3D Monocular Object Detection -- A Study on Simulation and Real World Data Felix Nobis Fabian Brunhuber Simon Janssen Johannes Betz Markus Lienkamp 3DPC 30 4 0 15 May 2020
The Edge of Depth: Explicit Constraints between Segmentation and Depth Shengjie Zhu Garrick Brazil Xiaoming Liu MDE 17 104 0 01 Apr 2020
Distilled Semantics for Comprehensive Scene Understanding from Videos Fabio Tosi Filippo Aleotti Pierluigi Zama Ramirez Matteo Poggi Samuele Salti Luigi Di Stefano S. Mattoccia MDE 19 76 0 31 Mar 2020
Monocular Depth Estimation Based On Deep Learning: An Overview Chaoqiang Zhao Qiyu Sun Chongzhen Zhang Yang Tang Feng Qian MDE 65 251 0 14 Mar 2020
Don't Forget The Past: Recurrent Depth Estimation from Monocular Video Vaishakh Patil Wouter Van Gansbeke Dengxin Dai Luc Van Gool MDE 33 129 0 08 Jan 2020
Video Depth Estimation by Fusing Flow-to-Depth Proposals Jiaxin Xie Chenyang Lei Zhuwen Li Li Erran Li Qifeng Chen MDE 18 25 0 30 Dec 2019
SimVODIS: Simultaneous Visual Odometry, Object Detection, and Instance Segmentation Ue-Hwan Kim Se-Ho Kim Jong-Hwan Kim 16 25 0 14 Nov 2019
FisheyeDistanceNet: Self-Supervised Scale-Aware Distance Estimation using Monocular Fisheye Camera for Autonomous Driving V. Kumar S. Hiremath Stefan Milz Christian Witt Clément Pinard S. Yogamani Patrick Mäder MDE 42 73 0 07 Oct 2019
Self-supervised Learning with Geometric Constraints in Monocular Video: Connecting Flow, Depth, and Camera Yuhua Chen Cordelia Schmid C. Sminchisescu SSL MDE 23 243 0 12 Jul 2019
DeepVIO: Self-supervised Deep Learning of Monocular Visual Inertial Odometry using 3D Geometric Constraints Liming Han Yimin Lin Guoguang Du Kai Wang 3DPC MDE 25 95 0 27 Jun 2019
Unsupervised Monocular Depth and Ego-motion Learning with Structure and Semantics Vincent Casser S. Pirk R. Mahjourian A. Angelova MDE 11 102 0 12 Jun 2019
Self-Supervised Flow Estimation using Geometric Regularization with Applications to Camera Image and Grid Map Sequences Sascha Wirges Johannes Grater Qiuhao Zhang Christoph Stiller 9 4 0 17 Apr 2019
Designing Deep Networks for Surface Normal Estimation Xinyu Wang David Fouhey Abhinav Gupta 3DV SSL 167 353 0 18 Nov 2014