Unsupervised Learning of Depth and Ego-Motion from Monocular Video Using 3D Geometric Constraints

15 February 2018

Papers citing "Unsupervised Learning of Depth and Ego-Motion from Monocular Video Using 3D Geometric Constraints"

50 / 153 papers shown

Title
PosePilot: Steering Camera Pose for Generative World Models with Self-supervised Depth Bu Jin Weize Li Baihan Yang Zhenxin Zhu Junpeng Jiang ... Kun Zhan Hengtong Hu X. Zhang Peng Jia Hao Zhao VGen 255 0 0 03 May 2025
Self-Supervised Monocular Visual Drone Model Identification through Improved Occlusion Handling Stavrow A. Bahnam Christophe De Wagter Guido de Croon 59 0 0 30 Apr 2025
CL-MVSNet: Unsupervised Multi-view Stereo with Dual-level Contrastive Learning K. Xiong Rui Peng Zhe Zhang Tianxing Feng Jianbo Jiao Feng Gao Ronggang Wang 77 13 0 11 Mar 2025
PriorDiffusion: Leverage Language Prior in Diffusion Models for Monocular Depth Estimation Ziyao Zeng Jingcheng Ni Daniel Wang Patrick Rim Younjoon Chung Fengyu Yang Byung-Woo Hong A. Wong DiffM MDE 113 2 0 24 Nov 2024
MonST3R: A Simple Approach for Estimating Geometry in the Presence of Motion Junyi Zhang Charles Herrmann Junhwa Hur Varun Jampani Trevor Darrell Forrester Cole Deqing Sun Ming-Hsuan Yang VGen 92 72 0 04 Oct 2024
RSA: Resolving Scale Ambiguities in Monocular Depth Estimators through Language Descriptions Ziyao Zeng Yangchao Wu Hyoungseob Park Daniel Wang Fengyu Yang Stefano Soatto Dong Lao Byung-Woo Hong Alex Wong MDE 39 7 0 03 Oct 2024
Curvature Diversity-Driven Deformation and Domain Alignment for Point Cloud Mengxi Wu Hao Huang Yi Fang Mohammad Rostami 34 0 0 03 Oct 2024
FisheyeDepth: A Real Scale Self-Supervised Depth Estimation Model for Fisheye Camera Guoyang Zhao Yuxuan Liu Weiqing Qi Fulong Ma Ming Liu Jun Ma MDE 41 0 0 23 Sep 2024
Revisit Self-supervised Depth Estimation with Local Structure-from-Motion Shengjie Zhu Xiaoming Liu MDE 52 1 0 27 Jul 2024
DS-Depth: Dynamic and Static Depth Estimation via a Fusion Cost Volume Xingyu Miao Yang Bai Haoran Duan Yawen Huang Fan Wan Xinxing Xu Yang Long Yefeng Zheng MDE 31 17 0 14 Aug 2023
SVDM: Single-View Diffusion Model for Pseudo-Stereo 3D Object Detection Yuguang Shi DiffM 48 0 0 05 Jul 2023
A geometry-aware deep network for depth estimation in monocular endoscopy Yongming Yang Shuwei Shao Tao Yang P. Wang Zhuo Yang Cheng Wu Hao Liu MDE 27 20 0 20 Apr 2023
RM-Depth: Unsupervised Learning of Recurrent Monocular Depth in Dynamic Scenes Tak-Wai Hui MDE 79 47 0 08 Mar 2023
Unsupervised OmniMVS: Efficient Omnidirectional Depth Inference via Establishing Pseudo-Stereo Supervision Zisong Chen Chunyu Lin Nie Lang K. Liao Yao Zhao MDE 79 7 0 20 Feb 2023
GlocalFuse-Depth: Fusing Transformers and CNNs for All-day Self-supervised Monocular Depth Estimation Zezheng Zhang Ryan K. Y. Chan Kenneth K. Y. Wong MDE ViT 13 1 0 20 Feb 2023
SwinDepth: Unsupervised Depth Estimation using Monocular Sequences via Swin Transformer and Densely Cascaded Network D. Shim H. J. Kim ViT MDE 21 21 0 17 Jan 2023
DepthP+P: Metric Accurate Monocular Depth Estimation using Planar and Parallax Sadra Safadoust Fatma Guney MDE 31 0 0 05 Jan 2023
CbwLoss: Constrained Bidirectional Weighted Loss for Self-supervised Learning of Depth and Pose Fei Wang Jun Cheng Penglei Liu SSL 31 4 0 12 Dec 2022
3D Object Aided Self-Supervised Monocular Depth Estimation Songlin Wei Guodong Chen Wenzheng Chi Zhenhua Wang Lining Sun 3DPC MDE 22 1 0 04 Dec 2022
The Monocular Depth Estimation Challenge Jaime Spencer Chao Qian Chris Russell Simon Hadfield E. Graf ... Fabio Tosi Hao Wang Youming Zhang Yusheng Zhang Chaoqiang Zhao MDE 24 20 0 22 Nov 2022
Hybrid Transformer Based Feature Fusion for Self-Supervised Monocular Depth Estimation S. Tomar Maitreya Suin A. N. Rajagopalan ViT MDE 29 4 0 20 Nov 2022
SelfOdom: Self-supervised Egomotion and Depth Learning via Bi-directional Coarse-to-Fine Scale Recovery Hao Qu Lilian Zhang Xiaoping Hu Xiaofeng He Xianfei Pan Changhao Chen MDE 27 3 0 16 Nov 2022
SC-DepthV3: Robust Self-supervised Monocular Depth Estimation for Dynamic Scenes Libo Sun Jiawang Bian Huangying Zhan Wei Yin Ian Reid Chunhua Shen MDE 34 57 0 07 Nov 2022
Self-supervised 3D Object Detection from Monocular Pseudo-LiDAR Curie Kim Ue-Hwan Kim Jong-hwan Kim 3DPC MDE 27 2 0 20 Sep 2022
3D-PL: Domain Adaptive Depth Estimation with 3D-aware Pseudo-Labeling Yu-Ting Yen Chia-Ni Lu Wei-Chen Chiu Yi-Hsuan Tsai MDE 30 10 0 19 Sep 2022
On Robust Cross-View Consistency in Self-Supervised Monocular Depth Estimation Haimei Zhao Jing Zhang Zhuo Chen Bo Yuan Dacheng Tao MDE 27 4 0 19 Sep 2022
Mapping the ocular surface from monocular videos with an application to dry eye disease grading Ikram Brahim M. Lamard A. Benyoussef Pierre-Henri Conze B. Cochener D. Cornec G. Quellec 24 0 0 02 Sep 2022
CUAHN-VIO: Content-and-Uncertainty-Aware Homography Network for Visual-Inertial Odometry Ying Xu Guido de Croon BDL 41 5 0 30 Aug 2022
PIFu for the Real World: A Self-supervised Framework to Reconstruct Dressed Human from Single-view Images Zhangyang Xiong Dong Du Yushuang Wu Jing Dong Di Kang Linchao Bao Xiaoguang Han 3DH 39 1 0 23 Aug 2022
Self-Supervised Depth Estimation in Laparoscopic Image using 3D Geometric Consistency Baoru Huang Jian-Qing Zheng Anh Nguyen Chi Xu I. Gkouzionis Kunal N. Vyas D. Tuch Stamatia Giannarou Daniel Elson MDE 38 25 0 17 Aug 2022
DS-MVSNet: Unsupervised Multi-view Stereo via Depth Synthesis Jingliang Li Zhengda Lu Yiqun Wang Ying Wang Jun Xiao 3DV 19 19 0 13 Aug 2022
RelPose: Predicting Probabilistic Relative Rotation for Single Objects in the Wild Jason Y. Zhang Deva Ramanan Shubham Tulsiani 55 86 0 11 Aug 2022
MonoViT: Self-Supervised Monocular Depth Estimation with a Vision Transformer Chaoqiang Zhao Youming Zhang Matteo Poggi Fabio Tosi Xianda Guo Zheng Zhu Guan Huang Yang Tang S. Mattoccia ViT MDE 49 176 0 06 Aug 2022
Deconstructing Self-Supervised Monocular Reconstruction: The Design Decisions that Matter Jaime Spencer Martin Chris Russell Simon Hadfield Richard Bowden MDE 35 22 0 02 Aug 2022
Learning Feature Decomposition for Domain Adaptive Monocular Depth Estimation Shao-Yuan Lo Wei Wang Jim Thomas Jingjing Zheng Vishal M. Patel Cheng-Hao Kuo 23 14 0 30 Jul 2022
RA-Depth: Resolution Adaptive Self-Supervised Monocular Depth Estimation Mu He Le Hui Yikai Bian J. Ren Jin Xie Jian Yang MDE 35 55 0 25 Jul 2022
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
Can Language Understand Depth? Renrui Zhang Ziyao Zeng Ziyu Guo Yafeng Li VLM MDE 41 71 0 03 Jul 2022
MGNet: Monocular Geometric Scene Understanding for Autonomous Driving Markus Schön M. Buchholz Klaus C. J. Dietmayer 3DPC 3DGS 35 42 0 27 Jun 2022
Forecasting of depth and ego-motion with transformers and self-supervision Houssem-eddine Boulahbal A. Voicila Andrew I. Comport ViT MDE 32 3 0 15 Jun 2022
Self-Supervised Depth Estimation with Isometric-Self-Sample-Based Learning Geonho Cha Hoyong Jang Dongyoon Wee 21 1 0 20 May 2022
GeoRefine: Self-Supervised Online Depth Refinement for Accurate Dense Mapping Pan Ji Qingan Yan Yuxin Ma Yi Tian Xu MDE 39 11 0 03 May 2022
Depth Estimation with Simplified Transformer John Yang Le An Anurag Dixit Jinkyu Koo Su Inn Park MDE 41 21 0 28 Apr 2022
SurroundDepth: Entangling Surrounding Views for Self-Supervised Multi-Camera Depth Estimation Yi Wei Linqing Zhao Wenzhao Zheng Zheng Hua Zhu Yongming Rao Guan Huang Jiwen Lu Jie Zhou MDE 44 67 0 07 Apr 2022
Disentangling Object Motion and Occlusion for Unsupervised Multi-frame Monocular Depth Ziyue Feng Liang Yang Longlong Jing Haiyan Wang Yingli Tian Bing Li MDE 34 62 0 29 Mar 2022
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 Zhengming Zhou Qiulei Dong MDE 17 16 0 21 Mar 2022
Stochastic Video Prediction with Structure and Motion Adil Kaan Akan Sadra Safadoust Fatma Guney VGen 27 9 0 20 Mar 2022
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 Xiuyuan Li Jiangang Yu F. Li Guowen An MDE 24 2 0 09 Mar 2022