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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
NerfingMVS: Guided Optimization of Neural Radiance Fields for Indoor
  Multi-view Stereo
NerfingMVS: Guided Optimization of Neural Radiance Fields for Indoor Multi-view Stereo
Yi Wei
Shaohui Liu
Yongming Rao
Wang Zhao
Jiwen Lu
Jie Zhou
32
248
0
02 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
6
8
0
30 Aug 2021
Fine-grained Semantics-aware Representation Enhancement for
  Self-supervised Monocular Depth Estimation
Fine-grained Semantics-aware Representation Enhancement for Self-supervised Monocular Depth Estimation
Hyun-Joo Jung
Eunhyeok Park
S. Yoo
MDE
27
108
0
19 Aug 2021
StructDepth: Leveraging the structural regularities for self-supervised
  indoor depth estimation
StructDepth: Leveraging the structural regularities for self-supervised indoor depth estimation
Boying Li
Yuan Huang
Zeyu Liu
Danping Zou
Wenxian Yu
MDE
18
51
0
19 Aug 2021
Is Pseudo-Lidar needed for Monocular 3D Object detection?
Is Pseudo-Lidar needed for Monocular 3D Object detection?
Dennis Park
Rares Ambrus
Vitor Campagnolo Guizilini
Jie Li
Adrien Gaidon
MDE
3DPC
32
311
0
13 Aug 2021
Correlate-and-Excite: Real-Time Stereo Matching via Guided Cost Volume
  Excitation
Correlate-and-Excite: Real-Time Stereo Matching via Guided Cost Volume Excitation
Antyanta Bangunharcana
Jae-Won Cho
Seokju Lee
In So Kweon
Kyung-soo Kim
Soohyun Kim
11
67
0
12 Aug 2021
Self-supervised Learning of Occlusion Aware Flow Guided 3D Geometry
  Perception with Adaptive Cross Weighted Loss from Monocular Videos
Self-supervised Learning of Occlusion Aware Flow Guided 3D Geometry Perception with Adaptive Cross Weighted Loss from Monocular Videos
Jiaojiao Fang
Guizhong Liu
3DPC
SSL
21
0
0
09 Aug 2021
STR-GQN: Scene Representation and Rendering for Unknown Cameras Based on
  Spatial Transformation Routing
STR-GQN: Scene Representation and Rendering for Unknown Cameras Based on Spatial Transformation Routing
Wen-Cheng Chen
Min-Chun Hu
Chu-Song Chen
14
6
0
06 Aug 2021
MonoIndoor: Towards Good Practice of Self-Supervised Monocular Depth
  Estimation for Indoor Environments
MonoIndoor: Towards Good Practice of Self-Supervised Monocular Depth Estimation for Indoor Environments
Pan Ji
Runze Li
B. Bhanu
Yi Tian Xu
MDE
21
68
0
26 Jul 2021
DOVE: Learning Deformable 3D Objects by Watching Videos
DOVE: Learning Deformable 3D Objects by Watching Videos
Shangzhe Wu
Tomas Jakab
Christian Rupprecht
Andrea Vedaldi
3DH
28
60
0
22 Jul 2021
Self-Supervised Generative Adversarial Network for Depth Estimation in
  Laparoscopic Images
Self-Supervised Generative Adversarial Network for Depth Estimation in Laparoscopic Images
Baoru Huang
Jian-Qing Zheng
A. Nguyen
D. Tuch
Kunal N. Vyas
Stamatia Giannarou
Daniel Elson
GAN
MedIm
MDE
19
36
0
09 Jul 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
15
104
0
30 Jun 2021
Unsupervised Learning of Depth and Depth-of-Field Effect from Natural
  Images with Aperture Rendering Generative Adversarial Networks
Unsupervised Learning of Depth and Depth-of-Field Effect from Natural Images with Aperture Rendering Generative Adversarial Networks
Takuhiro Kaneko
GAN
34
5
0
24 Jun 2021
Self-supervised Depth Estimation Leveraging Global Perception and
  Geometric Smoothness Using On-board Videos
Self-supervised Depth Estimation Leveraging Global Perception and Geometric Smoothness Using On-board Videos
Shaocheng Jia
Xin Pei
W. Yao
S. Wong
3DPC
MDE
35
19
0
07 Jun 2021
The Temporal Opportunist: Self-Supervised Multi-Frame Monocular Depth
The Temporal Opportunist: Self-Supervised Multi-Frame Monocular Depth
Jamie Watson
Oisin Mac Aodha
V. Prisacariu
Gabriel J. Brostow
Michael Firman
MDE
28
264
0
29 Apr 2021
Domain Adaptive Semantic Segmentation with Self-Supervised Depth
  Estimation
Domain Adaptive Semantic Segmentation with Self-Supervised Depth Estimation
Qin Wang
Dengxin Dai
Lukas Hoyer
Luc Van Gool
Olga Fink
OOD
MDE
53
139
0
28 Apr 2021
A Surface Geometry Model for LiDAR Depth Completion
A Surface Geometry Model for LiDAR Depth Completion
Yiming Zhao
Lin Bai
Ziming Zhang
Xinming Huang
3DV
3DPC
30
32
0
17 Apr 2021
Geometry-Free View Synthesis: Transformers and no 3D Priors
Geometry-Free View Synthesis: Transformers and no 3D Priors
Robin Rombach
Patrick Esser
Bjorn Ommer
ViT
11
93
0
15 Apr 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
29
32
0
15 Apr 2021
VOLDOR-SLAM: For the Times When Feature-Based or Direct Methods Are Not
  Good Enough
VOLDOR-SLAM: For the Times When Feature-Based or Direct Methods Are Not Good Enough
Zhixiang Min
Enrique Dunn
10
19
0
14 Apr 2021
VOLDOR: Visual Odometry from Log-logistic Dense Optical flow Residuals
VOLDOR: Visual Odometry from Log-logistic Dense Optical flow Residuals
Zhixiang Min
Yiding Yang
Enrique Dunn
37
36
0
14 Apr 2021
VR3Dense: Voxel Representation Learning for 3D Object Detection and
  Monocular Dense Depth Reconstruction
VR3Dense: Voxel Representation Learning for 3D Object Detection and Monocular Dense Depth Reconstruction
Shubham Shrivastava
3DPC
MDE
28
1
0
13 Apr 2021
Unidentified Video Objects: A Benchmark for Dense, Open-World
  Segmentation
Unidentified Video Objects: A Benchmark for Dense, Open-World Segmentation
Weiyao Wang
Matt Feiszli
Heng Wang
Du Tran
VOS
15
123
0
10 Apr 2021
SVDistNet: Self-Supervised Near-Field Distance Estimation on Surround
  View Fisheye Cameras
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
48
37
0
09 Apr 2021
Learning optical flow from still images
Learning optical flow from still images
Filippo Aleotti
Matteo Poggi
S. Mattoccia
3DPC
28
34
0
08 Apr 2021
A Detector-oblivious Multi-arm Network for Keypoint Matching
A Detector-oblivious Multi-arm Network for Keypoint Matching
Xuelun Shen
Qian Hu
Xin Li
Cheng-Yu Wang
3DPC
14
3
0
02 Apr 2021
S2R-DepthNet: Learning a Generalizable Depth-specific Structural
  Representation
S2R-DepthNet: Learning a Generalizable Depth-specific Structural Representation
Xiaotian Chen
Yuwang Wang
Xuejin Chen
Wenjun Zeng
3DV
3DPC
MDE
29
54
0
02 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
61
20
0
31 Mar 2021
Near-field Perception for Low-Speed Vehicle Automation using
  Surround-view Fisheye Cameras
Near-field Perception for Low-Speed Vehicle Automation using Surround-view Fisheye Cameras
Ciarán Eising
Jonathan Horgan
S. Yogamani
16
45
0
31 Mar 2021
Endo-Depth-and-Motion: Reconstruction and Tracking in Endoscopic Videos
  using Depth Networks and Photometric Constraints
Endo-Depth-and-Motion: Reconstruction and Tracking in Endoscopic Videos using Depth Networks and Photometric Constraints
D. Recasens
J. Lamarca
José M. Fácil
José M. M. Montiel
Javier Civera
MDE
16
103
0
30 Mar 2021
Generalizing to the Open World: Deep Visual Odometry with Online
  Adaptation
Generalizing to the Open World: Deep Visual Odometry with Online Adaptation
Shunkai Li
Xin Wu
Yingdian Cao
H. Zha
18
41
0
29 Mar 2021
COTR: Correspondence Transformer for Matching Across Images
COTR: Correspondence Transformer for Matching Across Images
Wei Jiang
Eduard Trulls
J. Hosang
Andrea Tagliasacchi
K. M. Yi
ViT
46
258
0
25 Mar 2021
Revisiting Self-Supervised Monocular Depth Estimation
Revisiting Self-Supervised Monocular Depth Estimation
Ue-Hwan Kim
Jong-Hwan Kim
SSL
MDE
36
7
0
23 Mar 2021
Uncertainty-Aware Self-Supervised Learning of Spatial Perception Tasks
Uncertainty-Aware Self-Supervised Learning of Spatial Perception Tasks
Mirko Nava
Antonio Paolillo
Jérôme Guzzi
L. Gambardella
Alessandro Giusti
SSL
16
15
0
22 Mar 2021
PLADE-Net: Towards Pixel-Level Accuracy for Self-Supervised Single-View
  Depth Estimation with Neural Positional Encoding and Distilled Matting Loss
PLADE-Net: Towards Pixel-Level Accuracy for Self-Supervised Single-View Depth Estimation with Neural Positional Encoding and Distilled Matting Loss
J. P. Bello
Munchurl Kim
3DV
MDE
35
47
0
12 Mar 2021
Virtual Normal: Enforcing Geometric Constraints for Accurate and Robust
  Depth Prediction
Virtual Normal: Enforcing Geometric Constraints for Accurate and Robust Depth Prediction
Wei Yin
Yifan Liu
Chunhua Shen
MDE
22
72
0
07 Mar 2021
Self-supervised Geometric Perception
Self-supervised Geometric Perception
Heng Yang
W. Dong
Luca Carlone
V. Koltun
21
36
0
04 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
18
34
0
01 Mar 2021
Outdoor inverse rendering from a single image using multiview
  self-supervision
Outdoor inverse rendering from a single image using multiview self-supervision
Ye Yu
W. Smith
SSL
3DV
26
24
0
12 Feb 2021
Learning Depth via Leveraging Semantics: Self-supervised Monocular Depth
  Estimation with Both Implicit and Explicit Semantic Guidance
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
39
29
0
11 Feb 2021
Gated3D: Monocular 3D Object Detection From Temporal Illumination Cues
Gated3D: Monocular 3D Object Detection From Temporal Illumination Cues
Frank D. Julca-Aguilar
Jason Taylor
Mario Bijelic
Fahim Mannan
Ethan Tseng
Felix Heide
3DPC
47
16
0
06 Feb 2021
UniFuse: Unidirectional Fusion for 360$^{\circ}$ Panorama Depth
  Estimation
UniFuse: Unidirectional Fusion for 360∘^{\circ}∘ Panorama Depth Estimation
Hualie Jiang
Zhe Sheng
Siyu Zhu
Zilong Dong
Rui Huang
MDE
64
112
0
06 Feb 2021
Learning Monocular Depth in Dynamic Scenes via Instance-Aware Projection
  Consistency
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
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
Novel View Synthesis via Depth-guided Skip Connections
Novel View Synthesis via Depth-guided Skip Connections
Yuxin Hou
Arno Solin
Juho Kannala
40
9
0
05 Jan 2021
Unsupervised Monocular Depth Reconstruction of Non-Rigid Scenes
Unsupervised Monocular Depth Reconstruction of Non-Rigid Scenes
Ayca Takmaz
D. Paudel
Thomas Probst
Ajad Chhatkuli
Martin R. Oswald
Luc Van Gool
MDE
18
2
0
31 Dec 2020
HR-Depth: High Resolution Self-Supervised Monocular Depth Estimation
HR-Depth: High Resolution Self-Supervised Monocular Depth Estimation
Xiaoyang Lyu
L. Liu
Mengmeng Wang
Xin Kong
Lina Liu
Yong Liu
Xinxin Chen
Yi Yuan
MDE
19
249
0
14 Dec 2020
A Dark Flash Normal Camera
A Dark Flash Normal Camera
Zhihao Xia
Jason Lawrence
Supreeth Achar
32
4
0
11 Dec 2020
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
11
17
0
03 Dec 2020
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