Depth Prediction Without the Sensors: Leveraging Structure for Unsupervised Learning from Monocular Videos

15 November 2018

Papers citing "Depth Prediction Without the Sensors: Leveraging Structure for Unsupervised Learning from Monocular Videos"

50 / 87 papers shown

Title
Enhancing Monocular Depth Estimation with Multi-Source Auxiliary Tasks Alessio Quercia Erenus Yildiz Zhuo Cao Kai Krajsek Abigail Morrison Ira Assent Hanno Scharr 56 0 0 22 Jan 2025
PMPNet: Pixel Movement Prediction Network for Monocular Depth Estimation in Dynamic Scenes Kebin Peng John Quarles Kevin Desai MDE 57 0 0 04 Nov 2024
CCDepth: A Lightweight Self-supervised Depth Estimation Network with Enhanced Interpretability Xi Zhang Yaru Xue Shaocheng Jia Xin Pei 33 0 0 30 Sep 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 32 0 0 23 Sep 2024
Human Insights Driven Latent Space for Different Driving Perspectives: A Unified Encoder for Efficient Multi-Task Inference Huy-Dung Nguyen Anass Bairouk Mirjana Maras Wei Xiao Tsun-Hsuan Wang Patrick Chareyre Ramin Hasani Marc Blanchon Daniela Rus 49 1 0 16 Sep 2024
Revisit Self-supervised Depth Estimation with Local Structure-from-Motion Shengjie Zhu Xiaoming Liu MDE 47 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 20 3 0 12 Jul 2024
TAPVid-3D: A Benchmark for Tracking Any Point in 3D Skanda Koppula Ignacio Rocco Yi Yang Joe Heyward João Carreira Andrew Zisserman Gabriel J. Brostow Carl Doersch 52 14 0 08 Jul 2024
Towards Cross-View-Consistent Self-Supervised Surround Depth Estimation Laiyan Ding Hualie Jiang Jie Li Yongquan Chen Rui Huang 40 0 0 04 Jul 2024
SQLdepth: Generalizable Self-Supervised Fine-Structured Monocular Depth Estimation Youhong Wang Yunji Liang Hao Xu Shaohui Jiao Hongkai Yu MDE 25 33 0 01 Sep 2023
AltNeRF: Learning Robust Neural Radiance Field via Alternating Depth-Pose Optimization Kun Wang Zhiqiang Yan Huang Tian Zhenyu Zhang Xiang Li Jun Yu Li Jian Yang 33 3 0 19 Aug 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 21 16 0 14 Aug 2023
The RoboDepth Challenge: Methods and Advancements Towards Robust Depth Estimation Lingdong Kong Yaru Niu Shaoyuan Xie Hanjiang Hu Lai Xing Ng ... Zhenyu Li Runze Chen Haiyong Luo Fang Zhao Jing Yu 28 13 0 27 Jul 2023
Virtual Occlusions Through Implicit Depth Jamie Watson Mohamed Sayed Z. Qureshi Gabriel J. Brostow Sara Vicente Oisin Mac Aodha Michael Firman 42 7 0 11 May 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
Impact of Pseudo Depth on Open World Object Segmentation with Minimal User Guidance Robin Schon K. Ludwig Rainer Lienhart VLM MDE 41 2 0 12 Apr 2023
Improving Neural Radiance Fields with Depth-aware Optimization for Novel View Synthesis Shu Chen Jun-ye Li Yang Zhang Beiji Zou 25 5 0 11 Apr 2023
Dyna-DepthFormer: Multi-frame Transformer for Self-Supervised Depth Estimation in Dynamic Scenes Songchun Zhang Chunhui Zhao ViT MDE 28 4 0 14 Jan 2023
CbwLoss: Constrained Bidirectional Weighted Loss for Self-supervised Learning of Depth and Pose Fei Wang Jun Cheng Penglei Liu SSL 28 4 0 12 Dec 2022
ROIFormer: Semantic-Aware Region of Interest Transformer for Efficient Self-Supervised Monocular Depth Estimation Daitao Xing Jinglin Shen C. Ho Anthony Tzes ViT MDE 31 4 0 12 Dec 2022
Mind The Edge: Refining Depth Edges in Sparsely-Supervised Monocular Depth Estimation L. Talker Aviad Cohen E. Yosef Alexandra Dana Michael Dinerstein 37 6 0 10 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
Hybrid Transformer Based Feature Fusion for Self-Supervised Monocular Depth Estimation S. Tomar Maitreya Suin A. N. Rajagopalan ViT MDE 18 4 0 20 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 21 55 0 07 Nov 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
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 21 0 0 02 Sep 2022
SimpleRecon: 3D Reconstruction Without 3D Convolutions Mohamed Sayed J. Gibson Jamie Watson V. Prisacariu Michael Firman Clément Godard 3DV 25 87 0 31 Aug 2022
Crafting Monocular Cues and Velocity Guidance for Self-Supervised Multi-Frame Depth Learning Xiaofen Wang Zheng Zhu Guan Huang Xu Chi Yun Ye Ziwei Chen Xingang Wang MDE 32 19 0 19 Aug 2022
Joint Prediction of Monocular Depth and Structure using Planar and Parallax Geometry Hao Xing Yifan Cao Maximilian Biber Mingchuan Zhou Darius Burschka 3DPC 3DV MDE 31 10 0 13 Jul 2022
MGNet: Monocular Geometric Scene Understanding for Autonomous Driving Markus Schön M. Buchholz Klaus C. J. Dietmayer 3DPC 3DGS 33 41 0 27 Jun 2022
Deep Digging into the Generalization of Self-Supervised Monocular Depth Estimation Ji-Hoon Bae Sungho Moon Sunghoon Im MDE 27 84 0 23 May 2022
Self-Supervised Depth Estimation with Isometric-Self-Sample-Based Learning Geonho Cha Hoyong Jang Dongyoon Wee 13 1 0 20 May 2022
Unsupervised Learning of Depth, Camera Pose and Optical Flow from Monocular Video D. Mandal Abhilash Jain MDE 18 1 0 19 May 2022
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
Monocular Depth Estimation Using Cues Inspired by Biological Vision Systems Dylan Auty K. Mikolajczyk VLM MDE 13 4 0 21 Apr 2022
Multi-Frame Self-Supervised Depth with Transformers Vitor Campagnolo Guizilini Rares Ambrus Di Chen Sergey Zakharov Adrien Gaidon ViT MDE 17 84 0 15 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 40 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 26 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 7 16 0 21 Mar 2022
Stochastic Video Prediction with Structure and Motion Adil Kaan Akan Sadra Safadoust Fatma Guney VGen 24 9 0 20 Mar 2022
Multi-Modal Masked Pre-Training for Monocular Panoramic Depth Completion Zhiqiang Yan Xiang Li Kun Wang Zhenyu Zhang Jun Yu Li Jian Yang MDE 31 32 0 18 Mar 2022
SelfTune: Metrically Scaled Monocular Depth Estimation through Self-Supervised Learning Jaehoon Choi Dongki Jung Yonghan Lee Deok-Won Kim Tianyi Zhou Donghwan Lee MDE SSL 21 5 0 10 Mar 2022
Transformers in Self-Supervised Monocular Depth Estimation with Unknown Camera Intrinsics Arnav Varma Hemang Chawla Bahram Zonooz Elahe Arani ViT MDE 36 49 0 07 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
Road-aware Monocular Structure from Motion and Homography Estimation Wei Sui Teng Chen Jiaxin Zhang Jiao Lu Qian Zhang 26 3 0 16 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 43 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 24 54 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
PolyphonicFormer: Unified Query Learning for Depth-aware Video Panoptic Segmentation Haobo Yuan Xiangtai Li Yibo Yang Guangliang Cheng Jing Zhang Yunhai Tong Lefei Zhang Dacheng Tao MDE 44 42 0 05 Dec 2021