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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
Improving Monocular Visual Odometry Using Learned Depth
Improving Monocular Visual Odometry Using Learned Depth
Libo Sun
Wei Yin
Enze Xie
Zhengrong Li
Changming Sun
Chunhua Shen
MDE
29
26
0
04 Apr 2022
Disentangling Object Motion and Occlusion for Unsupervised Multi-frame
  Monocular Depth
Disentangling Object Motion and Occlusion for Unsupervised Multi-frame Monocular Depth
Ziyue Feng
Liang Yang
Longlong Jing
Haiyan Wang
Yingli Tian
Bing Li
MDE
23
62
0
29 Mar 2022
LocalBins: Improving Depth Estimation by Learning Local Distributions
LocalBins: Improving Depth Estimation by Learning Local Distributions
S. Bhat
Ibraheem Alhashim
Peter Wonka
MDE
27
99
0
28 Mar 2022
Learning Optical Flow, Depth, and Scene Flow without Real-World Labels
Learning Optical Flow, Depth, and Scene Flow without Real-World Labels
Vitor Campagnolo Guizilini
Kuan-Hui Lee
Rares Ambrus
Adrien Gaidon
SSL
3DPC
MDE
35
44
0
28 Mar 2022
Unsupervised Simultaneous Learning for Camera Re-Localization and Depth
  Estimation from Video
Unsupervised Simultaneous Learning for Camera Re-Localization and Depth Estimation from Video
S. Taguchi
Noriaki Hirose
SSL
MDE
23
1
0
24 Mar 2022
Learning Occlusion-Aware Coarse-to-Fine Depth Map for Self-supervised
  Monocular Depth Estimation
Learning Occlusion-Aware Coarse-to-Fine Depth Map for Self-supervised Monocular Depth Estimation
Zhengming Zhou
Qiulei Dong
MDE
7
16
0
21 Mar 2022
Stochastic Video Prediction with Structure and Motion
Stochastic Video Prediction with Structure and Motion
Adil Kaan Akan
Sadra Safadoust
Fatma Guney
VGen
24
9
0
20 Mar 2022
Multi-Modal Masked Pre-Training for Monocular Panoramic Depth Completion
Multi-Modal Masked Pre-Training for Monocular Panoramic Depth Completion
Zhiqiang Yan
Xiang Li
Kun Wang
Zhenyu Zhang
Jun Yu Li
Jian Yang
MDE
31
32
0
18 Mar 2022
Semi-Supervised Learning with Mutual Distillation for Monocular Depth
  Estimation
Semi-Supervised Learning with Mutual Distillation for Monocular Depth Estimation
Jongbeom Baek
Gyeongnyeon Kim
Seung Wook Kim
FedML
MDE
33
12
0
18 Mar 2022
A Self-Supervised, Differentiable Kalman Filter for Uncertainty-Aware
  Visual-Inertial Odometry
A Self-Supervised, Differentiable Kalman Filter for Uncertainty-Aware Visual-Inertial Odometry
Brandon Wagstaff
Emmett Wise
Jonathan Kelly
24
12
0
14 Mar 2022
Depth-Aware Generative Adversarial Network for Talking Head Video
  Generation
Depth-Aware Generative Adversarial Network for Talking Head Video Generation
Fa-Ting Hong
Longhao Zhang
Li Shen
Dan Xu
3DH
CVBM
23
170
0
13 Mar 2022
Information-Theoretic Odometry Learning
Information-Theoretic Odometry Learning
Sen Zhang
Jing Zhang
Dacheng Tao
15
5
0
11 Mar 2022
Towards Scale Consistent Monocular Visual Odometry by Learning from the
  Virtual World
Towards Scale Consistent Monocular Visual Odometry by Learning from the Virtual World
Sen Zhang
Jing Zhang
Dacheng Tao
22
15
0
11 Mar 2022
SelfTune: Metrically Scaled Monocular Depth Estimation through
  Self-Supervised Learning
SelfTune: Metrically Scaled Monocular Depth Estimation through Self-Supervised Learning
Jaehoon Choi
Dongki Jung
Yonghan Lee
Deok-Won Kim
Dinesh Manocha
Donghwan Lee
MDE
SSL
21
5
0
10 Mar 2022
Continual BatchNorm Adaptation (CBNA) for Semantic Segmentation
Continual BatchNorm Adaptation (CBNA) for Semantic Segmentation
Marvin Klingner
Mouadh Ayache
Tim Fingscheidt
16
12
0
02 Mar 2022
Instance-aware multi-object self-supervision for monocular depth
  prediction
Instance-aware multi-object self-supervision for monocular depth prediction
Houssem-eddine Boulahbal
A. Voicila
Andrew I. Comport
MDE
27
8
0
02 Mar 2022
Modern Augmented Reality: Applications, Trends, and Future Directions
Modern Augmented Reality: Applications, Trends, and Future Directions
Shervin Minaee
Xiaodan Liang
Shuicheng Yan
20
25
0
18 Feb 2022
Transformers in Self-Supervised Monocular Depth Estimation with Unknown
  Camera Intrinsics
Transformers in Self-Supervised Monocular Depth Estimation with Unknown Camera Intrinsics
Arnav Varma
Hemang Chawla
Bahram Zonooz
Elahe Arani
ViT
MDE
31
49
0
07 Feb 2022
GLPanoDepth: Global-to-Local Panoramic Depth Estimation
GLPanoDepth: Global-to-Local Panoramic Depth Estimation
Jia-Chi Bai
Shuichang Lai
Haoyu Qin
Jie Guo
Yanwen Guo
ViT
MDE
66
21
0
06 Feb 2022
Multi-view Monocular Depth and Uncertainty Prediction with Deep SfM in
  Dynamic Environments
Multi-view Monocular Depth and Uncertainty Prediction with Deep SfM in Dynamic Environments
Christian Homeyer
Oliver Lange
Christoph Schnörr
MDE
15
3
0
21 Jan 2022
Channel-Wise Attention-Based Network for Self-Supervised Monocular Depth
  Estimation
Channel-Wise Attention-Based Network for Self-Supervised Monocular Depth Estimation
Jiaxing Yan
Hong Zhao
Penghui Bu
Yusheng Jin
3DPC
MDE
13
127
0
24 Dec 2021
Multi-Camera Sensor Fusion for Visual Odometry using Deep Uncertainty
  Estimation
Multi-Camera Sensor Fusion for Visual Odometry using Deep Uncertainty Estimation
Nimet Kaygusuz
Oscar Alejandro Mendez Maldonado
Richard Bowden
16
8
0
23 Dec 2021
MDN-VO: Estimating Visual Odometry with Confidence
MDN-VO: Estimating Visual Odometry with Confidence
Nimet Kaygusuz
Oscar Alejandro Mendez Maldonado
Richard Bowden
UQCV
25
12
0
23 Dec 2021
Road-aware Monocular Structure from Motion and Homography Estimation
Road-aware Monocular Structure from Motion and Homography Estimation
Wei Sui
Teng Chen
Jiaxin Zhang
Jiao Lu
Qian Zhang
26
3
0
16 Dec 2021
Self-Supervised Monocular Depth and Ego-Motion Estimation in Endoscopy:
  Appearance Flow to the Rescue
Self-Supervised Monocular Depth and Ego-Motion Estimation in Endoscopy: Appearance Flow to the Rescue
Shuwei Shao
Z. Pei
Weihai Chen
Wentao Zhu
Xingming Wu
Dianmin Sun
Baochang Zhang
MDE
38
93
0
15 Dec 2021
Towards General and Efficient Active Learning
Towards General and Efficient Active Learning
Yichen Xie
M. Tomizuka
Wei Zhan
VLM
35
10
0
15 Dec 2021
GCNDepth: Self-supervised Monocular Depth Estimation based on Graph
  Convolutional Network
GCNDepth: Self-supervised Monocular Depth Estimation based on Graph Convolutional Network
Armin Masoumian
Hatem A. Rashwan
Saddam Abdulwahab
Julián Cristiano
D. Puig
MDE
21
54
0
13 Dec 2021
GAN-Supervised Dense Visual Alignment
GAN-Supervised Dense Visual Alignment
William S. Peebles
Jun-Yan Zhu
Richard Y. Zhang
Antonio Torralba
Alexei A. Efros
Eli Shechtman
19
67
0
09 Dec 2021
Self-Supervised Camera Self-Calibration from Video
Self-Supervised Camera Self-Calibration from Video
Jiading Fang
Igor Vasiljevic
Vitor Campagnolo Guizilini
Rares Ambrus
Gregory Shakhnarovich
Adrien Gaidon
Matthew R.Walter
MDE
27
23
0
06 Dec 2021
3D Hierarchical Refinement and Augmentation for Unsupervised Learning of
  Depth and Pose from Monocular Video
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
29
21
0
06 Dec 2021
Recognizing Scenes from Novel Viewpoints
Recognizing Scenes from Novel Viewpoints
Shengyi Qian
Alexander Kirillov
Nikhila Ravi
Devendra Singh Chaplot
Justin Johnson
David Fouhey
Georgia Gkioxari
34
9
0
02 Dec 2021
Learning Multiple Dense Prediction Tasks from Partially Annotated Data
Learning Multiple Dense Prediction Tasks from Partially Annotated Data
Weihong Li
Xialei Liu
Hakan Bilen
42
39
0
29 Nov 2021
Learning Generalized Visual Odometry Using Position-Aware Optical Flow
  and Geometric Bundle Adjustment
Learning Generalized Visual Odometry Using Position-Aware Optical Flow and Geometric Bundle Adjustment
Yijun Cao
Xian-Shi Zhang
Fuya Luo
Peng Peng
Yongjie Li
22
10
0
22 Nov 2021
TANDEM: Tracking and Dense Mapping in Real-time using Deep Multi-view
  Stereo
TANDEM: Tracking and Dense Mapping in Real-time using Deep Multi-view Stereo
Lukas Koestler
Nan Yang
Niclas Zeller
Daniel Cremers
MDE
63
68
0
14 Nov 2021
Efficient 3D Deep LiDAR Odometry
Efficient 3D Deep LiDAR Odometry
Guangming Wang
Xin Wu
Shuyang Jiang
Zhe Liu
Hesheng Wang
3DPC
33
46
0
03 Nov 2021
Absolute distance prediction based on deep learning object detection and
  monocular depth estimation models
Absolute distance prediction based on deep learning object detection and monocular depth estimation models
Armin Masoumian
David G. F. Marei
Saddam Abdulwahab
Julián Cristiano
D. Puig
Hatem A. Rashwan
MDE
25
22
0
02 Nov 2021
CamLessMonoDepth: Monocular Depth Estimation with Unknown Camera
  Parameters
CamLessMonoDepth: Monocular Depth Estimation with Unknown Camera Parameters
Sai Shyam Chanduri
Zeeshan Khan Suri
Igor Vozniak
Christian Müller
MDE
23
12
0
27 Oct 2021
X-Distill: Improving Self-Supervised Monocular Depth via Cross-Task
  Distillation
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
49
21
0
24 Oct 2021
Depth360: Self-supervised Learning for Monocular Depth Estimation using
  Learnable Camera Distortion Model
Depth360: Self-supervised Learning for Monocular Depth Estimation using Learnable Camera Distortion Model
Noriaki Hirose
Kosuke Tahara
MDE
24
4
0
20 Oct 2021
Defocus Map Estimation and Deblurring from a Single Dual-Pixel Image
Defocus Map Estimation and Deblurring from a Single Dual-Pixel Image
Shumian Xin
Neal Wadhwa
Tianfan Xue
Jonathan T. Barron
Pratul P. Srinivasan
Jiawen Chen
Ioannis Gkioulekas
Rahul Garg
21
35
0
12 Oct 2021
Differentiable Stereopsis: Meshes from multiple views using
  differentiable rendering
Differentiable Stereopsis: Meshes from multiple views using differentiable rendering
Shubham Goel
Georgia Gkioxari
Jitendra Malik
3DV
25
24
0
11 Oct 2021
BEV-Net: Assessing Social Distancing Compliance by Joint People
  Localization and Geometric Reasoning
BEV-Net: Assessing Social Distancing Compliance by Joint People Localization and Geometric Reasoning
Zhirui Dai
Yue-Ren Jiang
Yi Li
Bo Liu
Antoni B. Chan
Nuno Vasconcelos
20
9
0
10 Oct 2021
Self-Supervised Depth Completion for Active Stereo
Self-Supervised Depth Completion for Active Stereo
Frederik Warburg
Daniel Hernandez-Juarez
J. Tarrio
Alexander Vakhitov
Ujwal D. Bonde
P. Alcantarilla
3DV
MDE
26
5
0
07 Oct 2021
Video Autoencoder: self-supervised disentanglement of static 3D
  structure and motion
Video Autoencoder: self-supervised disentanglement of static 3D structure and motion
Zihang Lai
Sifei Liu
Alexei A. Efros
Xiaolong Wang
VGen
36
31
0
06 Oct 2021
From SLAM to Situational Awareness: Challenges and Survey
From SLAM to Situational Awareness: Challenges and Survey
Hriday Bavle
Jose Luis Sanchez-Lopez
Claudio Cimarelli
E. Schmidt
H. Voos
37
38
0
01 Oct 2021
Modelling Neighbor Relation in Joint Space-Time Graph for Video
  Correspondence Learning
Modelling Neighbor Relation in Joint Space-Time Graph for Video Correspondence Learning
Zixu Zhao
Yueming Jin
Pheng-Ann Heng
SSL
37
21
0
28 Sep 2021
Weakly-Supervised Monocular Depth Estimationwith Resolution-Mismatched
  Data
Weakly-Supervised Monocular Depth Estimationwith Resolution-Mismatched Data
Jialei Xu
Yuanchao Bai
Xianming Liu
Junjun Jiang
Xiangyang Ji
MDE
39
5
0
23 Sep 2021
Real Time Monocular Vehicle Velocity Estimation using Synthetic Data
Real Time Monocular Vehicle Velocity Estimation using Synthetic Data
Robert McCraith
Lukás Neumann
Andrea Vedaldi
16
3
0
16 Sep 2021
MotionHint: Self-Supervised Monocular Visual Odometry with Motion
  Constraints
MotionHint: Self-Supervised Monocular Visual Odometry with Motion Constraints
Cong Wang
Yu-Ping Wang
Dinesh Manocha
23
9
0
14 Sep 2021
Toward Realistic Single-View 3D Object Reconstruction with Unsupervised
  Learning from Multiple Images
Toward Realistic Single-View 3D Object Reconstruction with Unsupervised Learning from Multiple Images
Long-Nhat Ho
Anh Tran
Quynh Phung
Minh Hoai
12
10
0
06 Sep 2021
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