Unsupervised Learning of Monocular Depth Estimation and Visual Odometry with Deep Feature Reconstruction

11 March 2018

Papers citing "Unsupervised Learning of Monocular Depth Estimation and Visual Odometry with Deep Feature Reconstruction"

50 / 134 papers shown

Title
ActiveGAMER: Active GAussian Mapping through Efficient Rendering Liyan Chen Huangying Zhan Kevin Chen Xiangyu Xu Qingan Yan Changjiang Cai Yi Tian Xu 3DGS 52 2 0 12 Jan 2025
MGNiceNet: Unified Monocular Geometric Scene Understanding Markus Schön Michael Buchholz Klaus C. J. Dietmayer 3DPC 84 0 0 18 Nov 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 38 0 0 23 Sep 2024
Revisit Self-supervised Depth Estimation with Local Structure-from-Motion Shengjie Zhu Xiaoming Liu MDE 49 1 0 27 Jul 2024
ProDepth: Boosting Self-Supervised Multi-Frame Monocular Depth with Probabilistic Fusion Sungmin Woo Wonjoon Lee Woo Jin Kim Dogyoon Lee Sangyoun Lee MDE 25 3 0 12 Jul 2024
Boosting Self-Supervision for Single-View Scene Completion via Knowledge Distillation Keonhee Han Dominik Muhle Felix Wimbauer Daniel Cremers 42 2 0 11 Apr 2024
S4C: Self-Supervised Semantic Scene Completion with Neural Fields Adrian Hayler Felix Wimbauer Dominik Muhle Christian Rupprecht Daniel Cremers 28 22 0 11 Oct 2023
SQLdepth: Generalizable Self-Supervised Fine-Structured Monocular Depth Estimation Youhong Wang Yunji Liang Hao Xu Shaohui Jiao Hongkai Yu MDE 27 34 0 01 Sep 2023
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 28 17 0 14 Aug 2023
The Second Monocular Depth Estimation Challenge Jaime Spencer Chao Qian Michaela Trescakova Chris Russell Simon Hadfield ... Guangkai Xu Wei Yin Jun Yu Qi Zhang Chaoqiang Zhao MDE 32 11 0 14 Apr 2023
Improving Neural Radiance Fields with Depth-aware Optimization for Novel View Synthesis Shu Chen Jun-ye Li Yang Zhang Beiji Zou 33 5 0 11 Apr 2023
Lifelong-MonoDepth: Lifelong Learning for Multi-Domain Monocular Metric Depth Estimation Junjie Hu Chenyou Fan Liguang Zhou Qing Gao Honghai Liu Tin Lun Lam 27 2 0 09 Mar 2023
RM-Depth: Unsupervised Learning of Recurrent Monocular Depth in Dynamic Scenes Tak-Wai Hui MDE 79 47 0 08 Mar 2023
Behind the Scenes: Density Fields for Single View Reconstruction Felix Wimbauer Nan Yang Christian Rupprecht Daniel Cremers MDE 49 51 0 18 Jan 2023
Dyna-DepthFormer: Multi-frame Transformer for Self-Supervised Depth Estimation in Dynamic Scenes Songchun Zhang Chunhui Zhao ViT MDE 36 4 0 14 Jan 2023
DepthP+P: Metric Accurate Monocular Depth Estimation using Planar and Parallax Sadra Safadoust Fatma Guney MDE 31 0 0 05 Jan 2023
Flexible Supervised Autonomy for Exploration in Subterranean Environments Harel Biggie Eugene R. Rush Danny G. Riley Shakeeb Ahmad Michael T. Ohradzansky ... Daniel Torres Steve McGuire Eric W. Frew Christoffer Heckman J. Humbert 31 14 0 02 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
SfM-TTR: Using Structure from Motion for Test-Time Refinement of Single-View Depth Networks Sergio Izquierdo Javier Civera TTA MDE 40 7 0 24 Nov 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 22 20 0 22 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
LightDepth: A Resource Efficient Depth Estimation Approach for Dealing with Ground Truth Sparsity via Curriculum Learning Fatemeh Karimi Amir Mehrpanah Reza Rawassizadeh 29 1 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 29 57 0 07 Nov 2022
NOCaL: Calibration-Free Semi-Supervised Learning of Odometry and Camera Intrinsics Ryan-Rhys Griffiths J. Naylor D. Dansereau 27 1 0 14 Oct 2022
UDepth: Fast Monocular Depth Estimation for Visually-guided Underwater Robots Boxiao Yu Jiayi Wu M. Islam MDE 15 37 0 26 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 22 4 0 19 Sep 2022
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
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 46 176 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
RA-Depth: Resolution Adaptive Self-Supervised Monocular Depth Estimation Mu He Le Hui Yikai Bian J. Ren Jin Xie Jian Yang MDE 30 55 0 25 Jul 2022
PVO: Panoptic Visual Odometry Weicai Ye Xinyue Lan Shuo Chen Yuhang Ming Xin-rong Yu Hujun Bao Zhaopeng Cui Guofeng Zhang VGen 63 42 0 04 Jul 2022
Forecasting of depth and ego-motion with transformers and self-supervision Houssem-eddine Boulahbal A. Voicila Andrew I. Comport ViT MDE 29 3 0 15 Jun 2022
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 Ziyue Feng Liang Yang Longlong Jing Haiyan Wang Yingli Tian Bing Li MDE 31 62 0 29 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
Towards Scale Consistent Monocular Visual Odometry by Learning from the Virtual World Sen Zhang Jing Zhang Dacheng Tao 24 15 0 11 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
GLPanoDepth: Global-to-Local Panoramic Depth Estimation Jia-Chi Bai Shuichang Lai Haoyu Qin Jie Guo Yanwen Guo ViT MDE 69 21 0 06 Feb 2022
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 Nimet Kaygusuz Oscar Alejandro Mendez Maldonado Richard Bowden 24 8 0 23 Dec 2021
MDN-VO: Estimating Visual Odometry with Confidence Nimet Kaygusuz Oscar Alejandro Mendez Maldonado Richard Bowden UQCV 38 12 0 23 Dec 2021
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 46 93 0 15 Dec 2021
GCNDepth: Self-supervised Monocular Depth Estimation based on Graph Convolutional Network Armin Masoumian Hatem A. Rashwan Saddam Abdulwahab Julián Cristiano D. Puig MDE 31 55 0 13 Dec 2021
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 32 21 0 06 Dec 2021
TANDEM: Tracking and Dense Mapping in Real-time using Deep Multi-view Stereo Lukas Koestler Nan Yang Niclas Zeller Daniel Cremers MDE 71 68 0 14 Nov 2021
Multi-Agent Autonomy: Advancements and Challenges in Subterranean Exploration Michael T. Ohradzansky Eugene R. Rush Danny G. Riley Andrew B. Mills Shakeeb Ahmad ... Kyle Harlow Michael J. Miles Eric W. Frew Christoffer Heckman J. Humbert 26 43 0 08 Oct 2021
Unsupervised Monocular Depth Perception: Focusing on Moving Objects Hualie Jiang Laiyan Ding Zhenglong Sun Rui Huang MDE 21 8 0 30 Aug 2021