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UnDeepVO: Monocular Visual Odometry through Unsupervised Deep Learning

UnDeepVO: Monocular Visual Odometry through Unsupervised Deep Learning

20 September 2017
Ruihao Li
Sen Wang
Zhiqiang Long
Dongbing Gu
    MDE
ArXivPDFHTML

Papers citing "UnDeepVO: Monocular Visual Odometry through Unsupervised Deep Learning"

50 / 69 papers shown
Title
MAC-VO: Metrics-aware Covariance for Learning-based Stereo Visual Odometry
MAC-VO: Metrics-aware Covariance for Learning-based Stereo Visual Odometry
Yuheng Qiu
Yutian Chen
Zihao Zhang
Wenshan Wang
Sebastian A. Scherer
55
0
0
13 Mar 2025
Monocular visual simultaneous localization and mapping: (r)evolution from geometry to deep learning-based pipelines
Olaya Álvarez-Tunón
Yury Brodskiy
Erdal Kayacan
73
6
0
04 Mar 2025
Imperative Learning: A Self-supervised Neuro-Symbolic Learning Framework for Robot Autonomy
Imperative Learning: A Self-supervised Neuro-Symbolic Learning Framework for Robot Autonomy
Chen Wang
Kaiyi Ji
Junyi Geng
Zhongqiang Ren
Taimeng Fu
...
Yi Du
Qihang Li
Yuqing Yang
Xiao Lin
Zhipeng Zhao
SSL
89
9
0
28 Jan 2025
An Attention-Based Deep Learning Architecture for Real-Time Monocular
  Visual Odometry: Applications to GPS-free Drone Navigation
An Attention-Based Deep Learning Architecture for Real-Time Monocular Visual Odometry: Applications to GPS-free Drone Navigation
Olivier Brochu Dufour
Abolfazl Mohebbi
S. Achiche
35
0
0
27 Apr 2024
Motion Consistency Loss for Monocular Visual Odometry with
  Attention-Based Deep Learning
Motion Consistency Loss for Monocular Visual Odometry with Attention-Based Deep Learning
André O. Françani
Marcos R. O. A. Máximo
43
0
0
19 Jan 2024
Attention-Guided Lidar Segmentation and Odometry Using Image-to-Point
  Cloud Saliency Transfer
Attention-Guided Lidar Segmentation and Odometry Using Image-to-Point Cloud Saliency Transfer
Guanqun Ding
Nevrez Imamoglu
Ali Caglayan
M. Murakawa
Ryosuke Nakamura
3DPC
36
0
0
28 Aug 2023
Transformer-Based Model for Monocular Visual Odometry: A Video Understanding Approach
Transformer-Based Model for Monocular Visual Odometry: A Video Understanding Approach
André O. Françani
Marcos R. O. A. Máximo
38
8
0
10 May 2023
Improving Neural Radiance Fields with Depth-aware Optimization for Novel
  View Synthesis
Improving Neural Radiance Fields with Depth-aware Optimization for Novel View Synthesis
Shu Chen
Jun-ye Li
Yang Zhang
Beiji Zou
30
5
0
11 Apr 2023
Deep Learning for Camera Calibration and Beyond: A Survey
Deep Learning for Camera Calibration and Beyond: A Survey
K. Liao
Lang Nie
Shujuan Huang
Chunyu Lin
Jing Zhang
Yao Zhao
Moncef Gabbouj
Dacheng Tao
46
25
0
19 Mar 2023
Lightweight, Uncertainty-Aware Conformalized Visual Odometry
Lightweight, Uncertainty-Aware Conformalized Visual Odometry
Alex C. Stutts
Danilo Erricolo
Theja Tulabandhula
A. R. Trivedi
UQCV
35
9
0
03 Mar 2023
Recent Advancements in Deep Learning Applications and Methods for
  Autonomous Navigation: A Comprehensive Review
Recent Advancements in Deep Learning Applications and Methods for Autonomous Navigation: A Comprehensive Review
Arman Asgharpoor Golroudbari
M. Sabour
18
19
0
22 Feb 2023
Generalizable End-to-End Deep Learning Frameworks for Real-Time Attitude
  Estimation Using 6DoF Inertial Measurement Units
Generalizable End-to-End Deep Learning Frameworks for Real-Time Attitude Estimation Using 6DoF Inertial Measurement Units
Arman Asgharpoor Golroudbari
M. Sabour
19
13
0
13 Feb 2023
DepthP+P: Metric Accurate Monocular Depth Estimation using Planar and
  Parallax
DepthP+P: Metric Accurate Monocular Depth Estimation using Planar and Parallax
Sadra Safadoust
Fatma Guney
MDE
31
0
0
05 Jan 2023
EMA-VIO: Deep Visual-Inertial Odometry with External Memory Attention
EMA-VIO: Deep Visual-Inertial Odometry with External Memory Attention
Zheming Tu
Changhao Chen
Xianfei Pan
Ruochen Liu
Jiarui Cui
Jun Mao
53
16
0
18 Sep 2022
CUAHN-VIO: Content-and-Uncertainty-Aware Homography Network for
  Visual-Inertial Odometry
CUAHN-VIO: Content-and-Uncertainty-Aware Homography Network for Visual-Inertial Odometry
Ying Xu
Guido de Croon
BDL
38
5
0
30 Aug 2022
JPerceiver: Joint Perception Network for Depth, Pose and Layout
  Estimation in Driving Scenes
JPerceiver: Joint Perception Network for Depth, Pose and Layout Estimation in Driving Scenes
Haimei Zhao
Jing Zhang
Sen Zhang
Dacheng Tao
24
15
0
16 Jul 2022
MGNet: Monocular Geometric Scene Understanding for Autonomous Driving
MGNet: Monocular Geometric Scene Understanding for Autonomous Driving
Markus Schön
M. Buchholz
Klaus C. J. Dietmayer
3DPC
3DGS
33
42
0
27 Jun 2022
GeoRefine: Self-Supervised Online Depth Refinement for Accurate Dense
  Mapping
GeoRefine: Self-Supervised Online Depth Refinement for Accurate Dense Mapping
Pan Ji
Qingan Yan
Yuxin Ma
Yi Tian Xu
MDE
34
11
0
03 May 2022
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
29
62
0
29 Mar 2022
RAUM-VO: Rotational Adjusted Unsupervised Monocular Visual Odometry
RAUM-VO: Rotational Adjusted Unsupervised Monocular Visual Odometry
Claudio Cimarelli
Hriday Bavle
Jose Luis Sanchez-Lopez
Holger Voos
13
6
0
14 Mar 2022
A high-precision self-supervised monocular visual odometry in foggy
  weather based on robust cycled generative adversarial networks and multi-task
  learning aided depth estimation
A high-precision self-supervised monocular visual odometry in foggy weather based on robust cycled generative adversarial networks and multi-task learning aided depth estimation
Xiuyuan Li
Jiangang Yu
F. Li
Guowen An
MDE
24
2
0
09 Mar 2022
COMPASS: Contrastive Multimodal Pretraining for Autonomous Systems
COMPASS: Contrastive Multimodal Pretraining for Autonomous Systems
Shuang Ma
Sai H. Vemprala
Wenshan Wang
Jayesh K. Gupta
Yale Song
Daniel J. McDuff
Ashish Kapoor
SSL
37
9
0
20 Feb 2022
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
24
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
38
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
29
3
0
16 Dec 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
44
38
0
01 Oct 2021
MotionHint: Self-Supervised Monocular Visual Odometry with Motion
  Constraints
MotionHint: Self-Supervised Monocular Visual Odometry with Motion Constraints
Cong Wang
Yu-Ping Wang
Tianyi Zhou
23
9
0
14 Sep 2021
Unsupervised Monocular Depth Perception: Focusing on Moving Objects
Unsupervised Monocular Depth Perception: Focusing on Moving Objects
Hualie Jiang
Laiyan Ding
Zhenglong Sun
Rui Huang
MDE
16
8
0
30 Aug 2021
Incorporating Learnt Local and Global Embeddings into Monocular Visual
  SLAM
Incorporating Learnt Local and Global Embeddings into Monocular Visual SLAM
Huaiyang Huang
Haoyang Ye
Yuxiang Sun
Lujia Wang
Ming-Yu Liu
33
1
0
04 Aug 2021
Monocular 3D Object Detection: An Extrinsic Parameter Free Approach
Monocular 3D Object Detection: An Extrinsic Parameter Free Approach
Yunsong Zhou
Yuan He
Hongzi Zhu
Cheng Wang
Hongyang Li
Qinhong Jiang
3DPC
26
104
0
30 Jun 2021
Graph-based Thermal-Inertial SLAM with Probabilistic Neural Networks
Graph-based Thermal-Inertial SLAM with Probabilistic Neural Networks
Muhamad Risqi U. Saputra
Chris Xiaoxuan Lu
Pedro Porto Buarque de Gusmão
Bing Wang
Andrew Markham
Niki Trigoni
37
32
0
15 Apr 2021
Showing Academic Performance Predictions during Term Planning: Effects
  on Students' Decisions, Behaviors, and Preferences
Showing Academic Performance Predictions during Term Planning: Effects on Students' Decisions, Behaviors, and Preferences
Gerda Bortsova
Luis Galárraga
Katherine Chiluiza
63
49
0
31 Mar 2021
DF-VO: What Should Be Learnt for Visual Odometry?
DF-VO: What Should Be Learnt for Visual Odometry?
Huangying Zhan
C. Weerasekera
Jiawang Bian
Ravi Garg
Ian Reid
23
34
0
01 Mar 2021
Self-supervised Visual-LiDAR Odometry with Flip Consistency
Self-supervised Visual-LiDAR Odometry with Flip Consistency
Bin Li
Mu Hu
Shuling Wang
Liang Wang
Xiaojin Gong
SSL
MDE
38
23
0
05 Jan 2021
Robust Consistent Video Depth Estimation
Robust Consistent Video Depth Estimation
Johannes Kopf
Xuejian Rong
Jia-Bin Huang
MDE
37
162
0
10 Dec 2020
Motion-based Camera Localization System in Colonoscopy Videos
Motion-based Camera Localization System in Colonoscopy Videos
Heming Yao
R. Stidham
Zijun Gao
Jonathan Gryak
Kayvan Najarian
24
17
0
03 Dec 2020
End-to-End 3D Point Cloud Learning for Registration Task Using Virtual
  Correspondences
End-to-End 3D Point Cloud Learning for Registration Task Using Virtual Correspondences
Zhijian Qiao
Huanshu Wei
Zhe Liu
Chuanzhe Suo
Hesheng Wang
3DPC
37
24
0
30 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
35
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
20
38
0
10 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
RaLL: End-to-end Radar Localization on Lidar Map Using Differentiable
  Measurement Model
RaLL: End-to-end Radar Localization on Lidar Map Using Differentiable Measurement Model
Huan Yin
Runjian Chen
Yue Wang
R. Xiong
27
43
0
15 Sep 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
23
81
0
06 Sep 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
19
49
0
29 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
27
65
0
21 Jul 2020
Feature-metric Loss for Self-supervised Learning of Depth and Egomotion
Feature-metric Loss for Self-supervised Learning of Depth and Egomotion
Chang Shu
Kun Yu
Zhixiang Duan
Kuiyuan Yang
SSL
MDE
42
229
0
21 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
49
83
0
10 Jun 2020
Pseudo RGB-D for Self-Improving Monocular SLAM and Depth Prediction
Pseudo RGB-D for Self-Improving Monocular SLAM and Depth Prediction
Lokender Tiwari
Pan Ji
Quoc-Huy Tran
Bingbing Zhuang
Saket Anand
Manmohan Chandraker
MDE
26
64
0
22 Apr 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
65
251
0
14 Mar 2020
PointLoc: Deep Pose Regressor for LiDAR Point Cloud Localization
PointLoc: Deep Pose Regressor for LiDAR Point Cloud Localization
Wei Wang
Bing Wang
Peijun Zhao
Changhao Chen
R. Clark
Bo Yang
Andrew Markham
A. Trigoni
3DPC
33
46
0
05 Mar 2020
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