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Monocular Depth Estimation Based On Deep Learning: An Overview

Monocular Depth Estimation Based On Deep Learning: An Overview

14 March 2020
Chaoqiang Zhao
Qiyu Sun
Chongzhen Zhang
Yang Tang
Feng Qian
    MDE
ArXivPDFHTML

Papers citing "Monocular Depth Estimation Based On Deep Learning: An Overview"

50 / 80 papers shown
Title
EgoSim: An Egocentric Multi-view Simulator and Real Dataset for Body-worn Cameras during Motion and Activity
EgoSim: An Egocentric Multi-view Simulator and Real Dataset for Body-worn Cameras during Motion and Activity
Dominik Hollidt
Paul Streli
Jiaxi Jiang
Yasaman Haghighi
Changlin Qian
Xintong Liu
Christian Holz
EgoV
80
2
0
25 Feb 2025
Survey on Monocular Metric Depth Estimation
Survey on Monocular Metric Depth Estimation
Jiuling Zhang
VLM
69
0
0
21 Jan 2025
MetricDepth: Enhancing Monocular Depth Estimation with Deep Metric Learning
MetricDepth: Enhancing Monocular Depth Estimation with Deep Metric Learning
Chunpu Liu
Guanglei Yang
Wangmeng Zuo
Tianyi Zan
MDE
51
0
0
31 Dec 2024
SinkSAM: A Monocular Depth-Guided SAM Framework for Automatic Sinkhole
  Segmentation
SinkSAM: A Monocular Depth-Guided SAM Framework for Automatic Sinkhole Segmentation
Osher Rafaeli
T. Svoray
Ariel Nahlieli
28
0
0
02 Oct 2024
Self-Evolving Depth-Supervised 3D Gaussian Splatting from Rendered
  Stereo Pairs
Self-Evolving Depth-Supervised 3D Gaussian Splatting from Rendered Stereo Pairs
Sadra Safadoust
Fabio Tosi
Fatma Guney
Matteo Poggi
3DGS
MDE
34
1
0
11 Sep 2024
Multi-faceted Sensory Substitution for Curb Alerting: A Pilot
  Investigation in Persons with Blindness and Low Vision
Multi-faceted Sensory Substitution for Curb Alerting: A Pilot Investigation in Persons with Blindness and Low Vision
Ligao Ruan
Giles Hamilton-Fletcher
Mahya Beheshti
Todd E. Hudson
Maurizio Porfiri
JR Rizzo
38
0
0
26 Aug 2024
Diffusion Models for Monocular Depth Estimation: Overcoming Challenging
  Conditions
Diffusion Models for Monocular Depth Estimation: Overcoming Challenging Conditions
Fabio Tosi
Pierluigi Zama Ramirez
Matteo Poggi
DiffM
MQ
MDE
35
8
0
23 Jul 2024
GroundUp: Rapid Sketch-Based 3D City Massing
GroundUp: Rapid Sketch-Based 3D City Massing
Gizem Esra Unlu
Mohamed Sayed
Yulia Gryaditskaya
Gabriel J. Brostow
40
1
0
17 Jul 2024
Computer vision tasks for intelligent aerospace missions: An overview
Computer vision tasks for intelligent aerospace missions: An overview
Huilin Chen
Qiyu Sun
Fangfei Li
Yang Tang
40
0
0
09 Jul 2024
Deep Learning-based Depth Estimation Methods from Monocular Image and
  Videos: A Comprehensive Survey
Deep Learning-based Depth Estimation Methods from Monocular Image and Videos: A Comprehensive Survey
Uchitha Rajapaksha
Ferdous Sohel
Hamid Laga
D. Diepeveen
Mohammed Bennamoun
MDE
33
11
0
28 Jun 2024
KPNDepth: Depth Estimation of Lane Images under Complex Rainy
  Environment
KPNDepth: Depth Estimation of Lane Images under Complex Rainy Environment
Zhengxu Shi
OffRL
40
0
0
16 May 2024
MaskFuser: Masked Fusion of Joint Multi-Modal Tokenization for
  End-to-End Autonomous Driving
MaskFuser: Masked Fusion of Joint Multi-Modal Tokenization for End-to-End Autonomous Driving
Yiqun Duan
Xianda Guo
Zheng Zhu
Zhen Wang
Yu-Kai Wang
Chin-Teng Lin
34
2
0
13 May 2024
A Novel Spike Transformer Network for Depth Estimation from Event Cameras via Cross-modality Knowledge Distillation
A Novel Spike Transformer Network for Depth Estimation from Event Cameras via Cross-modality Knowledge Distillation
Xin Zhang
Liangxiu Han
Tam Sobeih
Lianghao Han
Darren Dancey
55
1
0
26 Apr 2024
Self-Supervised Monocular Depth Estimation in the Dark: Towards Data
  Distribution Compensation
Self-Supervised Monocular Depth Estimation in the Dark: Towards Data Distribution Compensation
Haolin Yang
Chaoqiang Zhao
Lu Sheng
Yang Tang
MDE
47
1
0
22 Apr 2024
Depth Estimation using Weighted-loss and Transfer Learning
Depth Estimation using Weighted-loss and Transfer Learning
M. Hafeez
Michael G. Madden
Ganesh Sistu
Ihsan Ullah
24
1
0
11 Apr 2024
Prompting Multi-Modal Tokens to Enhance End-to-End Autonomous Driving
  Imitation Learning with LLMs
Prompting Multi-Modal Tokens to Enhance End-to-End Autonomous Driving Imitation Learning with LLMs
Yiqun Duan
Qiang Zhang
Renjing Xu
38
9
0
07 Apr 2024
Learning to Control Camera Exposure via Reinforcement Learning
Learning to Control Camera Exposure via Reinforcement Learning
Kyunghyun Lee
Ukcheol Shin
Byeong-uk Lee
21
2
0
02 Apr 2024
DeepMetricEye: Metric Depth Estimation in Periocular VR Imagery
DeepMetricEye: Metric Depth Estimation in Periocular VR Imagery
Yitong Sun
Zijian Zhou
Cyriel Diels
Ali Asadipour
MDE
26
0
0
13 Nov 2023
RoboDepth: Robust Out-of-Distribution Depth Estimation under Corruptions
RoboDepth: Robust Out-of-Distribution Depth Estimation under Corruptions
Lingdong Kong
Shaoyuan Xie
Hanjiang Hu
Lai Xing Ng
Benoit R. Cottereau
Wei Tsang Ooi
OODD
25
30
0
23 Oct 2023
HTC-DC Net: Monocular Height Estimation from Single Remote Sensing
  Images
HTC-DC Net: Monocular Height Estimation from Single Remote Sensing Images
Sining Chen
Yilei Shi
Zhitong Xiong
Xiaoxiang Zhu
19
5
0
28 Sep 2023
GasMono: Geometry-Aided Self-Supervised Monocular Depth Estimation for
  Indoor Scenes
GasMono: Geometry-Aided Self-Supervised Monocular Depth Estimation for Indoor Scenes
Chaoqiang Zhao
Matteo Poggi
Fabio Tosi
Lei Zhou
Qiyu Sun
Yang Tang
S. Mattoccia
MDE
23
14
0
26 Sep 2023
ADU-Depth: Attention-based Distillation with Uncertainty Modeling for
  Depth Estimation
ADU-Depth: Attention-based Distillation with Uncertainty Modeling for Depth Estimation
Zizhang Wu
Zhuozheng Li
Zhi-Gang Fan
Yunzhe Wu
Xiaoquan Wang
Rui Tang
Jian Pu
23
1
0
26 Sep 2023
STDG: Semi-Teacher-Student Training Paradigram for Depth-guided
  One-stage Scene Graph Generation
STDG: Semi-Teacher-Student Training Paradigram for Depth-guided One-stage Scene Graph Generation
Xukun Zhou
Zhenbo Song
Jun He
Hongyan Liu
Zhaoxin Fan
3DV
24
0
0
15 Sep 2023
Depth Estimation from a Single Optical Encoded Image using a Learned
  Colored-Coded Aperture
Depth Estimation from a Single Optical Encoded Image using a Learned Colored-Coded Aperture
Jhon Lopez
Edwin Vargas
Henry Arguello
16
2
0
14 Sep 2023
Towards Safer Robot-Assisted Surgery: A Markerless Augmented Reality
  Framework
Towards Safer Robot-Assisted Surgery: A Markerless Augmented Reality Framework
Ziyang Chen
Laura Cruciani
Ke Fan
Matteo Fontana
E. Lievore
O. de Cobelli
G. Musi
G. Ferrigno
Elena De Momi
33
7
0
14 Sep 2023
An Explicit Method for Fast Monocular Depth Recovery in Corridor
  Environments
An Explicit Method for Fast Monocular Depth Recovery in Corridor Environments
Yehao Liu
Ruoyan Xia
Xiaosu Xu
Zijian Wang
Yiqing Yao
Mingze Fan
MDE
34
0
0
14 Sep 2023
Semantic and Articulated Pedestrian Sensing Onboard a Moving Vehicle
Semantic and Articulated Pedestrian Sensing Onboard a Moving Vehicle
Maria Priisalu
32
1
0
12 Sep 2023
RGB-D-Fusion: Image Conditioned Depth Diffusion of Humanoid Subjects
RGB-D-Fusion: Image Conditioned Depth Diffusion of Humanoid Subjects
Sascha Kirch
Valeria Olyunina
Jan Ondřej
Rafael Pagés
Sergio Martín
Clara Pérez-Molina
17
2
0
29 Jul 2023
The RoboDepth Challenge: Methods and Advancements Towards Robust Depth
  Estimation
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
Learning Depth Estimation for Transparent and Mirror Surfaces
Learning Depth Estimation for Transparent and Mirror Surfaces
Alex Costanzino
Pierluigi Zama Ramirez
Matteo Poggi
Fabio Tosi
S. Mattoccia
Luigi Di Stefano
MDE
17
16
0
27 Jul 2023
Causal reasoning in typical computer vision tasks
Causal reasoning in typical computer vision tasks
Kexuan Zhang
Qiyu Sun
Chaoqiang Zhao
Yang Tang
CML
26
11
0
26 Jul 2023
LoLep: Single-View View Synthesis with Locally-Learned Planes and
  Self-Attention Occlusion Inference
LoLep: Single-View View Synthesis with Locally-Learned Planes and Self-Attention Occlusion Inference
Cong Wang
Yu-Ping Wang
Dinesh Manocha
3DV
37
0
0
23 Jul 2023
Probabilistic Multimodal Depth Estimation Based on Camera-LiDAR Sensor
  Fusion
Probabilistic Multimodal Depth Estimation Based on Camera-LiDAR Sensor Fusion
Johan S. Obando-Ceron
Victor A. Romero-Cano
S. Monteiro
MDE
33
3
0
20 Jul 2023
Tell Me Where to Go: A Composable Framework for Context-Aware Embodied
  Robot Navigation
Tell Me Where to Go: A Composable Framework for Context-Aware Embodied Robot Navigation
Harel Biggie
Ajay Narasimha Mopidevi
Dusty Woods
Christoffer Heckman
LM&Ro
11
11
0
15 Jun 2023
Vision-based Safe Autonomous UAV Docking with Panoramic Sensors
Vision-based Safe Autonomous UAV Docking with Panoramic Sensors
Phuoc Nguyen Thuan
Tomi Westerlund
Jorge Peña Queralta
20
1
0
25 May 2023
High-Resolution Synthetic RGB-D Datasets for Monocular Depth Estimation
High-Resolution Synthetic RGB-D Datasets for Monocular Depth Estimation
Aakash Rajpal
N. Cheema
K. Illgner-Fehns
P. Slusallek
S. Jaiswal
MDE
3DV
35
12
0
02 May 2023
Tetra-NeRF: Representing Neural Radiance Fields Using Tetrahedra
Tetra-NeRF: Representing Neural Radiance Fields Using Tetrahedra
Jonáš Kulhánek
Torsten Sattler
25
50
0
19 Apr 2023
altiro3D: Scene representation from single image and novel view
  synthesis
altiro3D: Scene representation from single image and novel view synthesis
E. Canessa
L. Tenze
VGen
21
8
0
02 Apr 2023
PromptMix: Text-to-image diffusion models enhance the performance of
  lightweight networks
PromptMix: Text-to-image diffusion models enhance the performance of lightweight networks
Arian Bakhtiarnia
Qi Zhang
Alexandros Iosifidis
VLM
DiffM
31
3
0
30 Jan 2023
Booster: a Benchmark for Depth from Images of Specular and Transparent
  Surfaces
Booster: a Benchmark for Depth from Images of Specular and Transparent Surfaces
Pierluigi Zama Ramirez
Alex Costanzino
Fabio Tosi
Matteo Poggi
Samuele Salti
S. Mattoccia
Luigi Di Stefano
MDE
19
21
0
19 Jan 2023
Regularising disparity estimation via multi task learning with
  structured light reconstruction
Regularising disparity estimation via multi task learning with structured light reconstruction
Alistair Weld
João Cartucho
Chi Xu
Joseph Davids
Stamatia Giannarou
3DV
19
4
0
19 Jan 2023
RGB-L: Enhancing Indirect Visual SLAM using LiDAR-based Dense Depth Maps
RGB-L: Enhancing Indirect Visual SLAM using LiDAR-based Dense Depth Maps
Florian Sauerbeck
Benjamin Obermeier
Martin Rudolph
Johannes Betz
6
6
0
05 Dec 2022
Copy-Pasting Coherent Depth Regions Improves Contrastive Learning for
  Urban-Scene Segmentation
Copy-Pasting Coherent Depth Regions Improves Contrastive Learning for Urban-Scene Segmentation
Liang Zeng
A. Lengyel
Nergis Tomen
J. C. V. Gemert
AI4TS
21
0
0
25 Nov 2022
Visual Semantic Segmentation Based on Few/Zero-Shot Learning: An
  Overview
Visual Semantic Segmentation Based on Few/Zero-Shot Learning: An Overview
Wenqi Ren
Yang Tang
Qiyu Sun
Chaoqiang Zhao
Qing‐Long Han
VLM
18
41
0
13 Nov 2022
Learning Audio-Visual Dynamics Using Scene Graphs for Audio Source
  Separation
Learning Audio-Visual Dynamics Using Scene Graphs for Audio Source Separation
Moitreya Chatterjee
N. Ahuja
A. Cherian
33
11
0
29 Oct 2022
Depth Monocular Estimation with Attention-based Encoder-Decoder Network
  from Single Image
Depth Monocular Estimation with Attention-based Encoder-Decoder Network from Single Image
Xin Zhang
R. Abdelfattah
Yuqi Song
Samuel A. Dauchert
Xiaofen Wang
MDE
20
5
0
24 Oct 2022
Context-Enhanced Stereo Transformer
Context-Enhanced Stereo Transformer
Weiyu Guo
Zhaoshuo Li
Yongkui Yang
Z. Wang
Russell H. Taylor
Mathias Unberath
Alan Yuille
Yingwei Li
17
35
0
21 Oct 2022
UDepth: Fast Monocular Depth Estimation for Visually-guided Underwater
  Robots
UDepth: Fast Monocular Depth Estimation for Visually-guided Underwater Robots
Boxiao Yu
Jiayi Wu
M. Islam
MDE
15
37
0
26 Sep 2022
MonoViT: Self-Supervised Monocular Depth Estimation with a Vision
  Transformer
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
34
174
0
06 Aug 2022
BinsFormer: Revisiting Adaptive Bins for Monocular Depth Estimation
BinsFormer: Revisiting Adaptive Bins for Monocular Depth Estimation
Zhenyu Li
Xuyang Wang
Xianming Liu
Junjun Jiang
MDE
24
191
0
03 Apr 2022
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