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Focus on defocus: bridging the synthetic to real domain gap for depth
  estimation

Focus on defocus: bridging the synthetic to real domain gap for depth estimation

19 May 2020
Maxim Maximov
Kevin Galim
Laura Leal-Taixé
    MDE
ArXiv (abs)PDFHTML

Papers citing "Focus on defocus: bridging the synthetic to real domain gap for depth estimation"

31 / 31 papers shown
Title
Dark Channel-Assisted Depth-from-Defocus from a Single Image
Dark Channel-Assisted Depth-from-Defocus from a Single Image
Moushumi Medhi
R. R. Sahay
MDE
33
0
0
07 Jun 2025
DERD-Net: Learning Depth from Event-based Ray Densities
DERD-Net: Learning Depth from Event-based Ray Densities
Diego de Oliveira Hitzges
Suman Ghosh
Guillermo Gallego
3DVMDE
50
3
0
22 Apr 2025
Blurry-Edges: Photon-Limited Depth Estimation from Defocused Boundaries
Blurry-Edges: Photon-Limited Depth Estimation from Defocused Boundaries
Wei Xu
Charles James Wagner
Junjie Luo
Qi Guo
68
0
0
30 Mar 2025
Dense Depth from Event Focal Stack
Dense Depth from Event Focal Stack
Kenta Horikawa
Mariko Isogawa
Hideo Saito
Shohei Mori
MDE
101
0
0
11 Dec 2024
Depth Estimation Based on 3D Gaussian Splatting Siamese Defocus
Depth Estimation Based on 3D Gaussian Splatting Siamese Defocus
Jinchang Zhang
Ningning Xu
Hao Zhang
Guoyu Lu
MDE
104
0
0
18 Sep 2024
HybridDepth: Robust Depth Fusion for Mobile AR by Leveraging Depth from
  Focus and Single-Image Priors
HybridDepth: Robust Depth Fusion for Mobile AR by Leveraging Depth from Focus and Single-Image Priors
Ashkan Ganj
Hang Su
Tian Guo
MDE
59
0
0
26 Jul 2024
360 in the Wild: Dataset for Depth Prediction and View Synthesis
360 in the Wild: Dataset for Depth Prediction and View Synthesis
Kibaek Park
François Rameau
Jaesik Park
In So Kweon
MDE
111
0
0
27 Jun 2024
Learning Monocular Depth from Focus with Event Focal Stack
Learning Monocular Depth from Focus with Event Focal Stack
Chenxu Jiang
Mingyuan Lin
Chi Zhang
Zhenghai Wang
Lei Yu
MDE
63
3
0
11 May 2024
Self-Supervised Spatially Variant PSF Estimation for Aberration-Aware
  Depth-from-Defocus
Self-Supervised Spatially Variant PSF Estimation for Aberration-Aware Depth-from-Defocus
Zhuofeng Wu
Yusuke Monno
Masatoshi Okutomi
MDE
73
2
0
28 Feb 2024
Camera-Independent Single Image Depth Estimation from Defocus Blur
Camera-Independent Single Image Depth Estimation from Defocus Blur
L. Wijayasingha
H. Alemzadeh
John A. Stankovic
VLMMDE
57
2
0
21 Nov 2023
Mobile AR Depth Estimation: Challenges & Prospects -- Extended Version
Mobile AR Depth Estimation: Challenges & Prospects -- Extended Version
Ashkan Ganj
Yiqin Zhao
Hang Su
Tian Guo
MDE
43
1
0
22 Oct 2023
FocDepthFormer: Transformer with LSTM for Depth Estimation from Focus
FocDepthFormer: Transformer with LSTM for Depth Estimation from Focus
Xueyang Kang
Fengze Han
A. Fayjie
Dong Gong
MDEViT
87
0
0
17 Oct 2023
Continuous Cost Aggregation for Dual-Pixel Disparity Extraction
Continuous Cost Aggregation for Dual-Pixel Disparity Extraction
Sagi Monin
S. Katz
Georgios Evangelidis
3DV
52
2
0
13 Jun 2023
Point-and-Shoot All-in-Focus Photo Synthesis from Smartphone Camera Pair
Point-and-Shoot All-in-Focus Photo Synthesis from Smartphone Camera Pair
Xianrui Luo
Juewen Peng
Weiyue Zhao
Ke Xian
Hao Lu
Zhiguo Cao
67
3
0
11 Apr 2023
Fully Self-Supervised Depth Estimation from Defocus Clue
Fully Self-Supervised Depth Estimation from Defocus Clue
Haozhe Si
Bin Zhao
Dong Wang
Yupeng Gao
Mulin. Chen
Zhigang Wang
Xuelong Li
105
17
0
19 Mar 2023
Aberration-Aware Depth-from-Focus
Aberration-Aware Depth-from-Focus
Xinge Yang
Qiang Fu
Mohammed Elhoseiny
Wolfgang Heidrich
49
10
0
08 Mar 2023
DAQE: Enhancing the Quality of Compressed Images by Exploiting the
  Inherent Characteristic of Defocus
DAQE: Enhancing the Quality of Compressed Images by Exploiting the Inherent Characteristic of Defocus
Qunliang Xing
Mai Xu
Xin Deng
Yichen Guo
59
3
0
20 Nov 2022
GCISG: Guided Causal Invariant Learning for Improved Syn-to-real
  Generalization
GCISG: Guided Causal Invariant Learning for Improved Syn-to-real Generalization
Gilhyun Nam
Gyeongjae Choi
Kyungmin Lee
OOD
64
4
0
22 Aug 2022
Learning Depth from Focus in the Wild
Learning Depth from Focus in the Wild
Changyeon Won
Hae-Gon Jeon
3DV
67
12
0
20 Jul 2022
Monocular Depth Decomposition of Semi-Transparent Volume Renderings
Monocular Depth Decomposition of Semi-Transparent Volume Renderings
Dominik Engel
Sebastian Hartwig
Timo Ropinski
MDE
75
1
0
27 Jun 2022
Point Spread Function Estimation of Defocus
Point Spread Function Estimation of Defocus
Renzhi He
Y. Zhuang
Boya Fu
Fei Liu
16
1
0
06 Mar 2022
Deep Depth from Focal Stack with Defocus Model for Camera-Setting
  Invariance
Deep Depth from Focal Stack with Defocus Model for Camera-Setting Invariance
Yuki Fujimura
M. Iiyama
Takuya Funatomi
Y. Mukaigawa
98
9
0
26 Feb 2022
Deep Depth from Focus with Differential Focus Volume
Deep Depth from Focus with Differential Focus Volume
Fengting Yang
Xiaolei Huang
Zihan Zhou
MDE
52
23
0
03 Dec 2021
Bridging Unsupervised and Supervised Depth from Focus via All-in-Focus
  Supervision
Bridging Unsupervised and Supervised Depth from Focus via All-in-Focus Supervision
Ning-Hsu Wang
Ren Wang
Yu-Lun Liu
Yu-Hao Huang
Yu-Lin Chang
Chia-Ping Chen
Kevin Jou
MDE
71
25
0
24 Aug 2021
Self-supervised Monocular Depth Estimation for All Day Images using
  Domain Separation
Self-supervised Monocular Depth Estimation for All Day Images using Domain Separation
Lina Liu
Xibin Song
Mengmeng Wang
Yong Liu
Liangjun Zhang
MDE
70
68
0
17 Aug 2021
Predicting Depth from Semantic Segmentation using Game Engine Dataset
Predicting Depth from Semantic Segmentation using Game Engine Dataset
Mohammad Amin Kashi
3DVMDE
63
0
0
12 Jun 2021
H-GAN: the power of GANs in your Hands
H-GAN: the power of GANs in your Hands
Sergiu Oprea
Giorgos Karvounas
P. Martinez-Gonzalez
Nikolaos Kyriazis
S. Orts-Escolano
Iason Oikonomidis
A. Garcia-Garcia
Aggeliki Tsoli
Jose Garcia-Rodriguez
Antonis Argyros
42
3
0
27 Mar 2021
Learning to Reduce Defocus Blur by Realistically Modeling Dual-Pixel
  Data
Learning to Reduce Defocus Blur by Realistically Modeling Dual-Pixel Data
Abdullah Abuolaim
M. Delbracio
D. Kelly
M. S. Brown
P. Milanfar
113
58
0
06 Dec 2020
Dual Pixel Exploration: Simultaneous Depth Estimation and Image
  Restoration
Dual Pixel Exploration: Simultaneous Depth Estimation and Image Restoration
Liyuan Pan
S. Chowdhury
Leonid Sigal
Miaomiao Liu
Hongguang Zhang
Hongdong Li
3DV3DHMDE
93
44
0
01 Dec 2020
Dehazing Cost Volume for Deep Multi-view Stereo in Scattering Media with
  Airlight and Scattering Coefficient Estimation
Dehazing Cost Volume for Deep Multi-view Stereo in Scattering Media with Airlight and Scattering Coefficient Estimation
Yuki Fujimura
Motoharu Sonogashira
M. Iiyama
25
3
0
18 Nov 2020
Deep SVBRDF Estimation on Real Materials
Deep SVBRDF Estimation on Real Materials
L. Asselin
D. Laurendeau
Jean-François Lalonde
79
27
0
08 Oct 2020
1