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Unsupervised Learning of Depth and Ego-Motion from Video
v1v2 (latest)

Unsupervised Learning of Depth and Ego-Motion from Video

25 April 2017
Tinghui Zhou
Matthew A. Brown
Noah Snavely
D. Lowe
    MDE
ArXiv (abs)PDFHTML

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

50 / 1,253 papers shown
Gamma-from-Mono: Road-Relative, Metric, Self-Supervised Monocular Geometry for Vehicular Applications
Gamma-from-Mono: Road-Relative, Metric, Self-Supervised Monocular Geometry for Vehicular Applications
Gasser Elazab
Maximilian Jansen
Michael Unterreiner
Olaf Hellwich
104
0
0
03 Dec 2025
Unique Lives, Shared World: Learning from Single-Life Videos
Unique Lives, Shared World: Learning from Single-Life Videos
Tengda Han
Sayna Ebrahimi
Dilara Gokay
Li Yang Ku
M. Ovsjanikov
...
Daniel Zoran
Viorica Patraucean
João Carreira
Andrew Zisserman
Dima Damen
236
0
0
03 Dec 2025
Objects in Generated Videos Are Slower Than They Appear: Models Suffer Sub-Earth Gravity and Don't Know Galileo's Principle...for now
Objects in Generated Videos Are Slower Than They Appear: Models Suffer Sub-Earth Gravity and Don't Know Galileo's Principle...for now
Varun Varma Thozhiyoor
Shivam Tripathi
Venkatesh Babu Radhakrishnan
Anand Bhattad
VGen
140
0
0
01 Dec 2025
ColonAdapter: Geometry Estimation Through Foundation Model Adaptation for Colonoscopy
ColonAdapter: Geometry Estimation Through Foundation Model Adaptation for ColonoscopyIEEE Robotics and Automation Letters (IEEE RA-L), 2025
Zhiyi Jiang
Yifu Wang
Xuelian Cheng
Zongyuan Ge
101
0
0
27 Nov 2025
DeLightMono: Enhancing Self-Supervised Monocular Depth Estimation in Endoscopy by Decoupling Uneven Illumination
DeLightMono: Enhancing Self-Supervised Monocular Depth Estimation in Endoscopy by Decoupling Uneven Illumination
Mingyang Ou
Haojin Li
Y. Zhang
Ke Niu
Zhongxi Qiu
Heng Li
Jiang Liu
MDE
816
0
0
25 Nov 2025
VLA-4D: Embedding 4D Awareness into Vision-Language-Action Models for SpatioTemporally Coherent Robotic Manipulation
VLA-4D: Embedding 4D Awareness into Vision-Language-Action Models for SpatioTemporally Coherent Robotic Manipulation
Hanyu Zhou
Chuanhao Ma
Gim Hee Lee
240
1
0
21 Nov 2025
CylinderDepth: Cylindrical Spatial Attention for Multi-View Consistent Self-Supervised Surround Depth Estimation
CylinderDepth: Cylindrical Spatial Attention for Multi-View Consistent Self-Supervised Surround Depth Estimation
Samer Abualhanud
Christian Grannemann
Max Mehltretter
MDE3DPC
175
0
0
20 Nov 2025
Learning Depth from Past Selves: Self-Evolution Contrast for Robust Depth Estimation
Learning Depth from Past Selves: Self-Evolution Contrast for Robust Depth Estimation
Jing Cao
Kui Jiang
Shenyi Li
Xiaocheng Feng
Y. Huang
159
0
0
19 Nov 2025
No Pose Estimation? No Problem: Pose-Agnostic and Instance-Aware Test-Time Adaptation for Monocular Depth Estimation
No Pose Estimation? No Problem: Pose-Agnostic and Instance-Aware Test-Time Adaptation for Monocular Depth Estimation
Mingyu Sung
Hyeonmin Choe
Il-Min Kim
Sangseok Yun
Jae-Mo Kang
266
0
0
07 Nov 2025
BoRe-Depth: Self-supervised Monocular Depth Estimation with Boundary Refinement for Embedded Systems
BoRe-Depth: Self-supervised Monocular Depth Estimation with Boundary Refinement for Embedded Systems
Chang Liu
Juan Li
Sheng Zhang
Chang Liu
Jie Li
Xu Zhang
MDE
402
1
0
06 Nov 2025
Discriminately Treating Motion Components Evolves Joint Depth and Ego-Motion Learning
Discriminately Treating Motion Components Evolves Joint Depth and Ego-Motion Learning
Mengtan Zhang
Zizhan Guo
Hongbo Zhao
Yi Feng
Zuyi Xiong
Y. Wang
Shaoyi Du
Hanli Wang
Rui Fan
MDE
359
1
0
03 Nov 2025
True Self-Supervised Novel View Synthesis is Transferable
True Self-Supervised Novel View Synthesis is Transferable
Thomas W. Mitchel
Hyunwoo Ryu
Vincent Sitzmann
ViT
205
5
0
15 Oct 2025
Probabilistic Hyper-Graphs using Multiple Randomly Masked Autoencoders for Semi-supervised Multi-modal Multi-task Learning
Probabilistic Hyper-Graphs using Multiple Randomly Masked Autoencoders for Semi-supervised Multi-modal Multi-task Learning
Pîrvu Mihai-Cristian
Leordeanu Marius
199
1
0
11 Oct 2025
Hybrid-grained Feature Aggregation with Coarse-to-fine Language Guidance for Self-supervised Monocular Depth Estimation
Hybrid-grained Feature Aggregation with Coarse-to-fine Language Guidance for Self-supervised Monocular Depth Estimation
Wenyao Zhang
Hongsi Liu
Bohan Li
Jiawei He
Zekun Qi
Yunnan Wang
Shengyang Zhao
Xinqiang Yu
Wenjun Zeng
Jianfeng Dong
VLMMDE
265
4
0
10 Oct 2025
MoRe: Monocular Geometry Refinement via Graph Optimization for Cross-View Consistency
MoRe: Monocular Geometry Refinement via Graph Optimization for Cross-View Consistency
Dongki Jung
Jaehoon Choi
Yonghan Lee
Sungmin Eum
Heesung Kwon
Dinesh Manocha
188
1
0
08 Oct 2025
RPG360: Robust 360 Depth Estimation with Perspective Foundation Models and Graph Optimization
RPG360: Robust 360 Depth Estimation with Perspective Foundation Models and Graph Optimization
Dongki Jung
Jaehoon Choi
Yonghan Lee
Dinesh Manocha
MDE
180
2
0
28 Sep 2025
Towards Sharper Object Boundaries in Self-Supervised Depth Estimation
Towards Sharper Object Boundaries in Self-Supervised Depth Estimation
Aurélien Cecille
Stefan Duffner
Franck Davoine
Rémi Agier
Thibault Neveu
MDE3DPC
369
1
0
19 Sep 2025
StereoAdapter: Adapting Stereo Depth Estimation to Underwater Scenes
StereoAdapter: Adapting Stereo Depth Estimation to Underwater Scenes
Zhengri Wu
Yiran Wang
Yu Wen
Zeyu Zhang
Biao Wu
Hao Tang
MDE
261
6
0
19 Sep 2025
Depth AnyEvent: A Cross-Modal Distillation Paradigm for Event-Based Monocular Depth Estimation
Depth AnyEvent: A Cross-Modal Distillation Paradigm for Event-Based Monocular Depth Estimation
Luca Bartolomei
Enrico Mannocci
Fabio Tosi
Matteo Poggi
S. Mattoccia
MDEVGen
219
6
0
18 Sep 2025
UM-Depth : Uncertainty Masked Self-Supervised Monocular Depth Estimation with Visual Odometry
UM-Depth : Uncertainty Masked Self-Supervised Monocular Depth Estimation with Visual Odometry
Tae-Wook Um
Ki-Hyeon Kim
Hyun-Duck Choi
Hyo-Sung Ahn
MDE
203
0
0
17 Sep 2025
DVLO4D: Deep Visual-Lidar Odometry with Sparse Spatial-temporal Fusion
DVLO4D: Deep Visual-Lidar Odometry with Sparse Spatial-temporal FusionIEEE International Conference on Robotics and Automation (ICRA), 2025
Mengmeng Liu
M. Yang
Jiuming Liu
Yunpeng Zhang
Jiangtao Li
Sander Oude Elberink
G. Vosselman
Hao Cheng
210
2
0
07 Sep 2025
EndoGMDE: Generalizable Monocular Depth Estimation with Mixture of Low-Rank Experts for Diverse Endoscopic Scenes
EndoGMDE: Generalizable Monocular Depth Estimation with Mixture of Low-Rank Experts for Diverse Endoscopic Scenes
Liangjing Shao
Benshuang Chen
Chenkang Du
Xueli Liu
Xinrong Chen
MDE
269
0
0
01 Sep 2025
Seeing through Unclear Glass: Occlusion Removal with One Shot
Seeing through Unclear Glass: Occlusion Removal with One Shot
Qiang Li
Yuanming Cao
172
1
0
01 Sep 2025
ER-LoRA: Effective-Rank Guided Adaptation for Weather-Generalized Depth Estimation
ER-LoRA: Effective-Rank Guided Adaptation for Weather-Generalized Depth Estimation
Weilong Yan
Xin Zhang
Robby T. Tan
MDE
312
0
0
31 Aug 2025
EndoUFM: Utilizing Foundation Models for Monocular depth estimation of endoscopic images
EndoUFM: Utilizing Foundation Models for Monocular depth estimation of endoscopic images
Dan Si
Bo Liu
Bojian Li
Jingjing Wang
Jinghua Yue
F. Zhou
MDE
123
1
0
25 Aug 2025
VROOM - Visual Reconstruction over Onboard Multiview
VROOM - Visual Reconstruction over Onboard Multiview
Yajat Yadav
Varun Bharadwaj
Jathin Korrapati
Tanish Baranwal
119
0
0
24 Aug 2025
Unifying Scale-Aware Depth Prediction and Perceptual Priors for Monocular Endoscope Pose Estimation and Tissue Reconstruction
Unifying Scale-Aware Depth Prediction and Perceptual Priors for Monocular Endoscope Pose Estimation and Tissue Reconstruction
Muzammil Khan
Enzo Kerkhof
Matteo Fusaglia
Koert Kuhlmann
T. Ruers
Françoise J. Siepel
MDE
128
0
0
15 Aug 2025
ETA: Energy-based Test-time Adaptation for Depth Completion
ETA: Energy-based Test-time Adaptation for Depth Completion
Younjoon Chung
Hyoungseob Park
Patrick Rim
Xiaoran Zhang
Jihe He
Ziyao Zeng
Safa Cicek
Byung-Woo Hong
James S. Duncan
Alex Wong
TTA
412
4
0
08 Aug 2025
Extending Foundational Monocular Depth Estimators to Fisheye Cameras with Calibration Tokens
Extending Foundational Monocular Depth Estimators to Fisheye Cameras with Calibration Tokens
Suchisrit Gangopadhyay
Jung-Hee Kim
Xien Chen
Patrick Rim
Hyoungseob Park
Alex Wong
MDEFedML
392
6
0
06 Aug 2025
CoProU-VO: Combining Projected Uncertainty for End-to-End Unsupervised Monocular Visual Odometry
CoProU-VO: Combining Projected Uncertainty for End-to-End Unsupervised Monocular Visual Odometry
Jingchao Xie
Oussema Dhaouadi
Weirong Chen
Johannes Meier
Jacques Kaiser
Daniel Cremers
156
0
0
01 Aug 2025
Dense-depth map guided deep Lidar-Visual Odometry with Sparse Point Clouds and Images
Dense-depth map guided deep Lidar-Visual Odometry with Sparse Point Clouds and Images
JunYing Huang
Ao XU
DongSun Yong
K. Li
Yuanfeng Wang
Qi Qin
3DPC
189
0
0
21 Jul 2025
DepthSync: Diffusion Guidance-Based Depth Synchronization for Scale- and Geometry-Consistent Video Depth Estimation
DepthSync: Diffusion Guidance-Based Depth Synchronization for Scale- and Geometry-Consistent Video Depth Estimation
Yue-Jiang Dong
Wang Zhao
Jiale Xu
Ying Shan
Song-Hai Zhang
DiffMMDE
380
2
0
02 Jul 2025
StereoDiff: Stereo-Diffusion Synergy for Video Depth Estimation
StereoDiff: Stereo-Diffusion Synergy for Video Depth Estimation
Haodong Li
Chen Wang
Jiahui Lei
Kostas Daniilidis
Lingjie Liu
DiffMVGenMDE
308
5
0
25 Jun 2025
SuperPoint-SLAM3: Augmenting ORB-SLAM3 with Deep Features, Adaptive NMS, and Learning-Based Loop Closure
SuperPoint-SLAM3: Augmenting ORB-SLAM3 with Deep Features, Adaptive NMS, and Learning-Based Loop Closure
Shahram Najam Syed
Ishir Roongta
Kavin Ravie
Gangadhar Nageswar
3DPC
313
2
0
16 Jun 2025
ZeroVO: Visual Odometry with Minimal Assumptions
ZeroVO: Visual Odometry with Minimal AssumptionsComputer Vision and Pattern Recognition (CVPR), 2025
Lei Lai
Zekai Yin
Eshed Ohn-Bar
VGen
303
5
0
09 Jun 2025
UNO: Unified Self-Supervised Monocular Odometry for Platform-Agnostic Deployment
UNO: Unified Self-Supervised Monocular Odometry for Platform-Agnostic Deployment
Wentao Zhao
Yihe Niu
Yanbo Wang
Tianchen Deng
Shenghai Yuan
Zhenli Wang
Rui Guo
Jingchuan Wang
355
4
0
08 Jun 2025
Toward Better SSIM Loss for Unsupervised Monocular Depth Estimation
Toward Better SSIM Loss for Unsupervised Monocular Depth EstimationInternational Conference on Image and Graphics (ICIG), 2025
Yijun Cao
Fuya Luo
Yongjie Li
MDE
440
4
0
05 Jun 2025
Rig3R: Rig-Aware Conditioning for Learned 3D Reconstruction
Rig3R: Rig-Aware Conditioning for Learned 3D Reconstruction
Samuel Li
Pujith Kachana
Prajwal Chidananda
Saurabh Nair
Yasutaka Furukawa
Matthew Brown
283
8
0
02 Jun 2025
Bridging Geometric and Semantic Foundation Models for Generalized Monocular Depth Estimation
Bridging Geometric and Semantic Foundation Models for Generalized Monocular Depth Estimation
Sanggyun Ma
Wonjoon Choi
Jihun Park
Jaeyeul Kim
Seunghun Lee
Jiwan Seo
S. Im
339
1
0
29 May 2025
Object Concepts Emerge from Motion
Object Concepts Emerge from Motion
H. Liang
Xiaohui Wang
Zhichao Li
Y. Yang
Naiyan Wang
VOSOCL
317
0
0
27 May 2025
Recollection from Pensieve: Novel View Synthesis via Learning from Uncalibrated Videos
Recollection from Pensieve: Novel View Synthesis via Learning from Uncalibrated Videos
Ruoyu Wang
Yi Ma
Shenghua Gao
424
2
0
19 May 2025
Always Clear Depth: Robust Monocular Depth Estimation under Adverse Weather
Always Clear Depth: Robust Monocular Depth Estimation under Adverse WeatherInternational Joint Conference on Artificial Intelligence (IJCAI), 2025
Kui Jiang
Jing Cao
Zhaocheng Yu
Junjun Jiang
Jingchun Zhou
MDE
379
2
0
18 May 2025
PosePilot: Steering Camera Pose for Generative World Models with Self-supervised Depth
PosePilot: Steering Camera Pose for Generative World Models with Self-supervised Depth
Chao Han
Weize Li
Baihan Yang
Zhenxin Zhu
Junpeng Jiang
...
Kun Zhan
Hengtong Hu
Xinyu Zhang
Fu Liu
Hang Zhao
VGen
1.2K
3
0
03 May 2025
RayZer: A Self-supervised Large View Synthesis Model
RayZer: A Self-supervised Large View Synthesis Model
Hanwen Jiang
Hao Tan
Peng Wang
Haian Jin
Yue Zhao
...
Kai Zhang
Fujun Luan
Kalyan Sunkavalli
Qixing Huang
Georgios Pavlakos
435
41
0
01 May 2025
Joint Optimization of Neural Radiance Fields and Continuous Camera Motion from a Monocular Video
Joint Optimization of Neural Radiance Fields and Continuous Camera Motion from a Monocular VideoComputer Vision and Pattern Recognition (CVPR), 2025
Hoang Chuong Nguyen
Wei Mao
Jose M. Alvarez
Miaomiao Liu
276
0
0
28 Apr 2025
The Fourth Monocular Depth Estimation Challenge
The Fourth Monocular Depth Estimation Challenge
Anton Obukhov
Matteo Poggi
Fabio Tosi
Ripudaman Singh Arora
Jaime Spencer
...
Tuan-Anh Yang
Minh-Quang Nguyen
T. Tran
Albert Luginov
Muhammad Shahzad
MDE
1.0K
5
0
24 Apr 2025
Occlusion-Aware Self-Supervised Monocular Depth Estimation for Weak-Texture Endoscopic Images
Occlusion-Aware Self-Supervised Monocular Depth Estimation for Weak-Texture Endoscopic Images
Zebo Huang
Yinghui Wang
MDE
200
1
0
24 Apr 2025
An Online Adaptation Method for Robust Depth Estimation and Visual Odometry in the Open World
An Online Adaptation Method for Robust Depth Estimation and Visual Odometry in the Open WorldIEEE Transactions on Instrumentation and Measurement (IEEE Trans. Instrum. Meas.), 2025
Xingwu Ji
Haochen Niu
Dexin Duan
R. Ying
Fei Wen
Peilin Liu
TTA
364
1
0
16 Apr 2025
Leveraging Synthetic Adult Datasets for Unsupervised Infant Pose Estimation
Leveraging Synthetic Adult Datasets for Unsupervised Infant Pose Estimation
Sarosij Bose
Hannah Dela Cruz
Arindam Dutta
Elena Kokkoni
Konstantinos Karydis
Amit K. Roy-Chowdhury
363
0
0
08 Apr 2025
3D Scene Understanding Through Local Random Access Sequence Modeling
3D Scene Understanding Through Local Random Access Sequence Modeling
Wanhee Lee
Klemen Kotar
R. Venkatesh
Jared Watrous
Honglin Chen
Khai Loong Aw
Daniel L. K. Yamins
3DV
318
3
0
04 Apr 2025
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