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Unsupervised Learning of Depth and Ego-Motion from Video

Unsupervised Learning of Depth and Ego-Motion from Video

25 April 2017
Tinghui Zhou
Matthew A. Brown
Noah Snavely
D. Lowe
    MDE
ArXivPDFHTML

Papers citing "Unsupervised Learning of Depth and Ego-Motion from Video"

50 / 404 papers shown
Title
Polka Lines: Learning Structured Illumination and Reconstruction for
  Active Stereo
Polka Lines: Learning Structured Illumination and Reconstruction for Active Stereo
Seung-Hwan Baek
Felix Heide
3DV
14
28
0
26 Nov 2020
Variational Monocular Depth Estimation for Reliability Prediction
Variational Monocular Depth Estimation for Reliability Prediction
Noriaki Hirose
S. Taguchi
Keisuke Kawano
Satoshi Koide
MDE
34
4
0
24 Nov 2020
Data-driven Holistic Framework for Automated Laparoscope Optimal View
  Control with Learning-based Depth Perception
Data-driven Holistic Framework for Automated Laparoscope Optimal View Control with Learning-based Depth Perception
Bin Li
Bo Lu
Yiang Lu
Qi Dou
Yunhui Liu
6
24
0
23 Nov 2020
Co-Design of Embodied Intelligence: A Structured Approach
Co-Design of Embodied Intelligence: A Structured Approach
G. Zardini
Dejan Milojevic
A. Censi
Emilio Frazzoli
15
21
0
21 Nov 2020
EffiScene: Efficient Per-Pixel Rigidity Inference for Unsupervised Joint
  Learning of Optical Flow, Depth, Camera Pose and Motion Segmentation
EffiScene: Efficient Per-Pixel Rigidity Inference for Unsupervised Joint Learning of Optical Flow, Depth, Camera Pose and Motion Segmentation
Yang Jiao
T. Tran
Guangming Shi
32
33
0
16 Nov 2020
Self-supervised Learning of LiDAR Odometry for Robotic Applications
Self-supervised Learning of LiDAR Odometry for Robotic Applications
Julian Nubert
Shehryar Khattak
Marco Hutter
SSL
18
38
0
10 Nov 2020
SeasonDepth: Cross-Season Monocular Depth Prediction Dataset and
  Benchmark under Multiple Environments
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
27
14
0
09 Nov 2020
SLAM in the Field: An Evaluation of Monocular Mapping and Localization
  on Challenging Dynamic Agricultural Environment
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
Learning to Sort Image Sequences via Accumulated Temporal Differences
Learning to Sort Image Sequences via Accumulated Temporal Differences
Gagan Kanojia
S. Raman
19
0
0
22 Oct 2020
Distortion-aware Monocular Depth Estimation for Omnidirectional Images
Distortion-aware Monocular Depth Estimation for Omnidirectional Images
Hong-xiang Chen
Kunhong Li
Zhiheng Fu
Mengyi Liu
Zonghao Chen
Yulan Guo
MDE
50
34
0
18 Oct 2020
Unsupervised Learning of Depth and Ego-Motion from Cylindrical Panoramic
  Video with Applications for Virtual Reality
Unsupervised Learning of Depth and Ego-Motion from Cylindrical Panoramic Video with Applications for Virtual Reality
Alisha Sharma
Ryan Nett
Jonathan Ventura
MDE
23
16
0
14 Oct 2020
A New Distributional Ranking Loss With Uncertainty: Illustrated in
  Relative Depth Estimation
A New Distributional Ranking Loss With Uncertainty: Illustrated in Relative Depth Estimation
Alican Mertan
Y. Sahin
D. Duff
Gözde B. Ünal
OOD
UQCV
27
10
0
14 Oct 2020
X-Fields: Implicit Neural View-, Light- and Time-Image Interpolation
X-Fields: Implicit Neural View-, Light- and Time-Image Interpolation
Mojtaba Bemana
K. Myszkowski
Hans-Peter Seidel
Tobias Ritschel
21
50
0
01 Oct 2020
Approaches, Challenges, and Applications for Deep Visual Odometry:
  Toward to Complicated and Emerging Areas
Approaches, Challenges, and Applications for Deep Visual Odometry: Toward to Complicated and Emerging Areas
Ke Min Wang
Sai Ma
Junlan Chen
Fan Ren
13
81
0
06 Sep 2020
Adaptive Context-Aware Multi-Modal Network for Depth Completion
Adaptive Context-Aware Multi-Modal Network for Depth Completion
Shanshan Zhao
Mingming Gong
Huan Fu
Dacheng Tao
21
152
0
25 Aug 2020
Forget About the LiDAR: Self-Supervised Depth Estimators with MED
  Probability Volumes
Forget About the LiDAR: Self-Supervised Depth Estimators with MED Probability Volumes
Juan Luis Gonzalez
Munchurl Kim
23
84
0
09 Aug 2020
Deep Keypoint-Based Camera Pose Estimation with Geometric Constraints
Deep Keypoint-Based Camera Pose Estimation with Geometric Constraints
You-Yi Jau
Rui Zhu
Hao Su
Manmohan Chandraker
11
49
0
29 Jul 2020
$S^3$Net: Semantic-Aware Self-supervised Depth Estimation with Monocular
  Videos and Synthetic Data
S3S^3S3Net: 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
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
16
136
0
24 Jul 2020
Unsupervised Deep Representation Learning for Real-Time Tracking
Unsupervised Deep Representation Learning for Real-Time Tracking
Ning Wang
Wen-gang Zhou
Yibing Song
Chao Ma
Wei Liu
Houqiang Li
HAI
84
103
0
22 Jul 2020
Learning Monocular Visual Odometry via Self-Supervised Long-Term
  Modeling
Learning Monocular Visual Odometry via Self-Supervised Long-Term Modeling
Yuliang Zou
Pan Ji
Quoc-Huy Tran
Jia-Bin Huang
Manmohan Chandraker
SSL
19
65
0
21 Jul 2020
Self-supervised Auxiliary Learning with Meta-paths for Heterogeneous
  Graphs
Self-supervised Auxiliary Learning with Meta-paths for Heterogeneous Graphs
Dasol Hwang
Jinyoung Park
Sunyoung Kwon
KyungHyun Kim
Jung-Woo Ha
Hyunwoo J. Kim
34
67
0
16 Jul 2020
P$^{2}$Net: Patch-match and Plane-regularization for Unsupervised Indoor
  Depth Estimation
P2^{2}2Net: Patch-match and Plane-regularization for Unsupervised Indoor Depth Estimation
Zehao Yu
Lei Jin
Shenghua Gao
3DPC
3DV
MDE
17
69
0
15 Jul 2020
Self-Supervised Monocular Depth Estimation: Solving the Dynamic Object
  Problem by Semantic Guidance
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
DRWR: A Differentiable Renderer without Rendering for Unsupervised 3D
  Structure Learning from Silhouette Images
DRWR: A Differentiable Renderer without Rendering for Unsupervised 3D Structure Learning from Silhouette Images
Zhizhong Han
Chao Chen
Yu-Shen Liu
Matthias Zwicker
29
59
0
12 Jul 2020
Autonomous Driving with Deep Learning: A Survey of State-of-Art
  Technologies
Autonomous Driving with Deep Learning: A Survey of State-of-Art Technologies
Yu Huang
Yue Chen
3DPC
46
82
0
10 Jun 2020
Real-time single image depth perception in the wild with handheld
  devices
Real-time single image depth perception in the wild with handheld devices
Filippo Aleotti
Giulio Zaccaroni
Luca Bartolomei
Matteo Poggi
Fabio Tosi
S. Mattoccia
MDE
32
41
0
10 Jun 2020
Auto-Rectify Network for Unsupervised Indoor Depth Estimation
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
3D Scene Geometry-Aware Constraint for Camera Localization with Deep
  Learning
3D Scene Geometry-Aware Constraint for Camera Localization with Deep Learning
Mi Tian
Qiong Nie
Hao Shen
3DPC
20
11
0
13 May 2020
Ego-motion and Surrounding Vehicle State Estimation Using a Monocular
  Camera
Ego-motion and Surrounding Vehicle State Estimation Using a Monocular Camera
Jun Hayakawa
Behzad Dariush
11
11
0
04 May 2020
Leveraging Photometric Consistency over Time for Sparsely Supervised
  Hand-Object Reconstruction
Leveraging Photometric Consistency over Time for Sparsely Supervised Hand-Object Reconstruction
Yana Hasson
Bugra Tekin
Federica Bogo
Ivan Laptev
Marc Pollefeys
Cordelia Schmid
3DH
19
185
0
28 Apr 2020
3D Photography using Context-aware Layered Depth Inpainting
3D Photography using Context-aware Layered Depth Inpainting
Meng-Li Shih
Shih-Yang Su
Johannes Kopf
Jia-Bin Huang
3DPC
3DV
12
300
0
09 Apr 2020
Reciprocal Learning Networks for Human Trajectory Prediction
Reciprocal Learning Networks for Human Trajectory Prediction
Hao Sun
Zhiqun Zhao
Zhihai He
19
56
0
09 Apr 2020
DMLO: Deep Matching LiDAR Odometry
DMLO: Deep Matching LiDAR Odometry
Zhichao Li
Naiyan Wang
15
45
0
08 Apr 2020
The Edge of Depth: Explicit Constraints between Segmentation and Depth
The Edge of Depth: Explicit Constraints between Segmentation and Depth
Shengjie Zhu
Garrick Brazil
Xiaoming Liu
MDE
17
104
0
01 Apr 2020
TartanAir: A Dataset to Push the Limits of Visual SLAM
TartanAir: A Dataset to Push the Limits of Visual SLAM
Wenshan Wang
Delong Zhu
Xiangwei Wang
Yaoyu Hu
Yuheng Qiu
Chen Wang
Yafei Hu
Ashish Kapoor
S. Scherer
18
362
0
31 Mar 2020
How Useful is Self-Supervised Pretraining for Visual Tasks?
How Useful is Self-Supervised Pretraining for Visual Tasks?
Alejandro Newell
Jia Deng
SSL
22
136
0
31 Mar 2020
Same Features, Different Day: Weakly Supervised Feature Learning for
  Seasonal Invariance
Same Features, Different Day: Weakly Supervised Feature Learning for Seasonal Invariance
Jaime Spencer
Richard Bowden
Simon Hadfield
BDL
18
16
0
30 Mar 2020
Learning by Analogy: Reliable Supervision from Transformations for
  Unsupervised Optical Flow Estimation
Learning by Analogy: Reliable Supervision from Transformations for Unsupervised Optical Flow Estimation
L. Liu
Jiangning Zhang
Ruifei He
Yong Liu
Yabiao Wang
Ying Tai
Donghao Luo
Chengjie Wang
Jilin Li
Feiyue Huang
22
175
0
29 Mar 2020
Holopix50k: A Large-Scale In-the-wild Stereo Image Dataset
Holopix50k: A Large-Scale In-the-wild Stereo Image Dataset
Yiwen Hua
Puneet Kohli
Pritish Uplavikar
Anand Ravi
Saravanan Gunaseelan
Jason Orozco
Edward Li
3DV
MDE
23
41
0
25 Mar 2020
Monocular Depth Prediction through Continuous 3D Loss
Monocular Depth Prediction through Continuous 3D Loss
Minghan Zhu
M. G. Jadidi
Yuanxin Zhong
Pingping Lu
Zhong Cao
Ryan Eustice
H. Peng
3DH
3DPC
3DV
MDE
15
4
0
21 Mar 2020
Reconstructing Sinus Anatomy from Endoscopic Video -- Towards a
  Radiation-free Approach for Quantitative Longitudinal Assessment
Reconstructing Sinus Anatomy from Endoscopic Video -- Towards a Radiation-free Approach for Quantitative Longitudinal Assessment
Xingtong Liu
Maia Stiber
Jindan Huang
M. Ishii
Gregory D. Hager
Russell H. Taylor
Mathias Unberath
MedIm
14
40
0
18 Mar 2020
MagicEyes: A Large Scale Eye Gaze Estimation Dataset for Mixed Reality
MagicEyes: A Large Scale Eye Gaze Estimation Dataset for Mixed Reality
Zhengyang Wu
Srivignesh Rajendran
Tarrence van As
Joelle Zimmermann
Vijay Badrinarayanan
Andrew Rabinovich
20
8
0
18 Mar 2020
Synthesizing human-like sketches from natural images using a conditional
  convolutional decoder
Synthesizing human-like sketches from natural images using a conditional convolutional decoder
Moritz Kampelmühler
A. Pinz
14
17
0
16 Mar 2020
Monocular Depth Estimation Based On Deep Learning: An Overview
Monocular Depth Estimation Based On Deep Learning: An Overview
Chaoqiang Zhao
Qiyu Sun
Chongzhen Zhang
Yang Tang
Feng Qian
MDE
60
251
0
14 Mar 2020
Softmax Splatting for Video Frame Interpolation
Softmax Splatting for Video Frame Interpolation
Simon Niklaus
Feng Liu
19
379
0
11 Mar 2020
Self-Supervised Deep Pose Corrections for Robust Visual Odometry
Self-Supervised Deep Pose Corrections for Robust Visual Odometry
Brandon Wagstaff
Valentin Peretroukhin
Jonathan Kelly
SSL
20
25
0
27 Feb 2020
Learning Representations by Predicting Bags of Visual Words
Learning Representations by Predicting Bags of Visual Words
Spyros Gidaris
Andrei Bursuc
N. Komodakis
P. Pérez
Matthieu Cord
SSL
28
117
0
27 Feb 2020
Semantic Flow for Fast and Accurate Scene Parsing
Semantic Flow for Fast and Accurate Scene Parsing
Xiangtai Li
Ansheng You
Zhen Zhu
Houlong Zhao
Maoke Yang
Kuiyuan Yang
Yunhai Tong
SSeg
30
354
0
24 Feb 2020
Autonomous quadrotor obstacle avoidance based on dueling double deep
  recurrent Q-learning with monocular vision
Autonomous quadrotor obstacle avoidance based on dueling double deep recurrent Q-learning with monocular vision
Jiajun Ou
Xiao Guo
Ming Zhu
Wenjie Lou
14
30
0
10 Feb 2020
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