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2005.09623
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Focus on defocus: bridging the synthetic to real domain gap for depth estimation
19 May 2020
Maxim Maximov
Kevin Galim
Laura Leal-Taixé
MDE
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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
Moushumi Medhi
R. R. Sahay
MDE
33
0
0
07 Jun 2025
DERD-Net: Learning Depth from Event-based Ray Densities
Diego de Oliveira Hitzges
Suman Ghosh
Guillermo Gallego
3DV
MDE
50
3
0
22 Apr 2025
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
Kenta Horikawa
Mariko Isogawa
Hideo Saito
Shohei Mori
MDE
101
0
0
11 Dec 2024
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
Ashkan Ganj
Hang Su
Tian Guo
MDE
59
0
0
26 Jul 2024
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
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
Zhuofeng Wu
Yusuke Monno
Masatoshi Okutomi
MDE
73
2
0
28 Feb 2024
Camera-Independent Single Image Depth Estimation from Defocus Blur
L. Wijayasingha
H. Alemzadeh
John A. Stankovic
VLM
MDE
57
2
0
21 Nov 2023
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
Xueyang Kang
Fengze Han
A. Fayjie
Dong Gong
MDE
ViT
87
0
0
17 Oct 2023
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
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
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
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
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
Gilhyun Nam
Gyeongjae Choi
Kyungmin Lee
OOD
64
4
0
22 Aug 2022
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
Dominik Engel
Sebastian Hartwig
Timo Ropinski
MDE
75
1
0
27 Jun 2022
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
Yuki Fujimura
M. Iiyama
Takuya Funatomi
Y. Mukaigawa
98
9
0
26 Feb 2022
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
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
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
Mohammad Amin Kashi
3DV
MDE
63
0
0
12 Jun 2021
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
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
Liyuan Pan
S. Chowdhury
Leonid Sigal
Miaomiao Liu
Hongguang Zhang
Hongdong Li
3DV
3DH
MDE
93
44
0
01 Dec 2020
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
L. Asselin
D. Laurendeau
Jean-François Lalonde
79
27
0
08 Oct 2020
1