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Learning to Reduce Defocus Blur by Realistically Modeling Dual-Pixel
  Data
v1v2 (latest)

Learning to Reduce Defocus Blur by Realistically Modeling Dual-Pixel Data

6 December 2020
Abdullah Abuolaim
M. Delbracio
D. Kelly
M. S. Brown
P. Milanfar
ArXiv (abs)PDFHTML

Papers citing "Learning to Reduce Defocus Blur by Realistically Modeling Dual-Pixel Data"

37 / 37 papers shown
Title
Breaking Complexity Barriers: High-Resolution Image Restoration with Rank Enhanced Linear Attention
Breaking Complexity Barriers: High-Resolution Image Restoration with Rank Enhanced Linear Attention
Yuang Ai
Huaibo Huang
Tao Wu
Qihang Fan
Ran He
28
0
0
22 May 2025
Dual-Camera All-in-Focus Neural Radiance Fields
Dual-Camera All-in-Focus Neural Radiance Fields
Xianrui Luo
Zijin Wu
Juewen Peng
Huiqiang Sun
Zhiguo Cao
Guosheng Lin
VGen
112
0
0
23 Apr 2025
Fractal-IR: A Unified Framework for Efficient and Scalable Image Restoration
Fractal-IR: A Unified Framework for Efficient and Scalable Image Restoration
Yawei Li
Bin Ren
Christos Sakaridis
Rakesh Ranjan
Mengyuan Liu
N. Sebe
Ming-Hsuan Yang
Luca Benini
101
0
0
22 Mar 2025
Bokehlicious: Photorealistic Bokeh Rendering with Controllable Apertures
Bokehlicious: Photorealistic Bokeh Rendering with Controllable Apertures
Tim Seizinger
Florin-Alexandru Vasluianu
Marcos V. Conde
Zongwei Wu
Radu Timofte
107
1
0
20 Mar 2025
Simulating Dual-Pixel Images From Ray Tracing For Depth Estimation
Fengchen He
Dayang Zhao
Hao Xu
Tingwei Quan
Shaoqun Zeng
MDE
77
0
0
14 Mar 2025
Revisiting Disparity from Dual-Pixel Images: Physics-Informed
  Lightweight Depth Estimation
Revisiting Disparity from Dual-Pixel Images: Physics-Informed Lightweight Depth Estimation
Teppei Kurita
Yuhi Kondo
Legong Sun
Takayuki Sasaki
Sho Nitta
Yasuhiro Hashimoto
Yoshinori Muramatsu
Y. Moriuchi
MDE3DH
118
0
0
06 Nov 2024
Reblurring-Guided Single Image Defocus Deblurring: A Learning Framework with Misaligned Training Pairs
Reblurring-Guided Single Image Defocus Deblurring: A Learning Framework with Misaligned Training Pairs
Xinya Shu
Yu Li
Dongwei Ren
Xiaohe Wu
Jin Li
W. Zuo
76
0
0
26 Sep 2024
F2former: When Fractional Fourier Meets Deep Wiener Deconvolution and
  Selective Frequency Transformer for Image Deblurring
F2former: When Fractional Fourier Meets Deep Wiener Deconvolution and Selective Frequency Transformer for Image Deblurring
Subhajit Paul
Sahil Kumawat
Ashutosh Gupta
Deepak Mishra
73
2
0
03 Sep 2024
Disparity Estimation Using a Quad-Pixel Sensor
Disparity Estimation Using a Quad-Pixel Sensor
Zhuofeng Wu
Doehyung Lee
Zihua Liu
Kazunori Yoshizaki
Yusuke Monno
Masatoshi Okutomi
MDE
56
1
0
01 Sep 2024
Dynamic Neural Radiance Field From Defocused Monocular Video
Dynamic Neural Radiance Field From Defocused Monocular Video
Xianrui Luo
Huiqiang Sun
Juewen Peng
Zhiguo Cao
VGen
101
3
0
08 Jul 2024
IPT-V2: Efficient Image Processing Transformer using Hierarchical
  Attentions
IPT-V2: Efficient Image Processing Transformer using Hierarchical Attentions
Zhijun Tu
Kunpeng Du
Hanting Chen
Hai-lin Wang
Wei Li
Jie Hu
Yunhe Wang
ViT
80
4
0
31 Mar 2024
Passive Snapshot Coded Aperture Dual-Pixel RGB-D Imaging
Passive Snapshot Coded Aperture Dual-Pixel RGB-D Imaging
B. Ghanekar
S. S. Khan
Pranav Sharma
Shreyas Singh
Vivek Boominathan
Kaushik Mitra
Ashok Veeraraghavan
90
3
0
28 Feb 2024
Efficient Image Deblurring Networks based on Diffusion Models
Efficient Image Deblurring Networks based on Diffusion Models
Kang Chen
Yuanjie Liu
DiffM
117
2
0
11 Jan 2024
Improving Image Restoration through Removing Degradations in Textual
  Representations
Improving Image Restoration through Removing Degradations in Textual Representations
Jingbo Lin
Zhilu Zhang
Yuxiang Wei
Dongwei Ren
Dongsheng Jiang
Wangmeng Zuo
72
29
0
28 Dec 2023
SPIRE: Semantic Prompt-Driven Image Restoration
SPIRE: Semantic Prompt-Driven Image Restoration
Chenyang Qi
Zhengzhong Tu
Keren Ye
M. Delbracio
P. Milanfar
Qifeng Chen
Hossein Talebi
DiffM
96
12
0
18 Dec 2023
LDP: Language-driven Dual-Pixel Image Defocus Deblurring Network
LDP: Language-driven Dual-Pixel Image Defocus Deblurring Network
Hao Yang
Liyuan Pan
Yan Yang
Richard Hartley
Miaomiao Liu
VLM
91
9
0
19 Jul 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
WaveDM: Wavelet-Based Diffusion Models for Image Restoration
WaveDM: Wavelet-Based Diffusion Models for Image Restoration
Yi Huang
Jiancheng Huang
Jianzhuang Liu
Mingfu Yan
Yu Dong
Jiaxi Lv
Chaoqi Chen
Shifeng Chen
107
43
0
23 May 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
62
3
0
11 Apr 2023
$\text{DC}^2$: Dual-Camera Defocus Control by Learning to Refocus
DC2\text{DC}^2DC2: Dual-Camera Defocus Control by Learning to Refocus
Hadi Alzayer
Abdullah Abuolaim
Leung Chun Chan
Yang Yang
Ying Chen Lou
Jia-Bin Huang
Abhishek Kar
70
12
0
06 Apr 2023
Masked Autoencoders as Image Processors
Masked Autoencoders as Image Processors
Huiyu Duan
Wei Shen
Xiongkuo Min
Danyang Tu
Long Teng
Jia Wang
Guangtao Zhai
ViT
64
11
0
30 Mar 2023
Image Deblurring by Exploring In-depth Properties of Transformer
Image Deblurring by Exploring In-depth Properties of Transformer
Pengwei Liang
Junjun Jiang
Xianming Liu
Jiayi Ma
ViT
78
19
0
24 Mar 2023
Efficient and Explicit Modelling of Image Hierarchies for Image
  Restoration
Efficient and Explicit Modelling of Image Hierarchies for Image Restoration
Yawei Li
Yuchen Fan
Xiaoyu Xiang
D. Demandolx
Rakesh Ranjan
Radu Timofte
Luc Van Gool
103
181
0
01 Mar 2023
Revisiting Image Deblurring with an Efficient ConvNet
Revisiting Image Deblurring with an Efficient ConvNet
Lingyan Ruan
Mojtaba Bemana
Hans-peter Seidel
K. Myszkowski
Bin Chen
71
13
0
04 Feb 2023
Learning Single Image Defocus Deblurring with Misaligned Training Pairs
Learning Single Image Defocus Deblurring with Misaligned Training Pairs
Yu Li
Dongwei Ren
Xinyao Shu
W. Zuo
58
10
0
26 Nov 2022
Learnable Blur Kernel for Single-Image Defocus Deblurring in the Wild
Learnable Blur Kernel for Single-Image Defocus Deblurring in the Wild
Jucai Zhai
Pengcheng Zeng
Chihao Ma
Yong Zhao
Jie Chen
58
5
0
25 Nov 2022
Dual-Pixel Raindrop Removal
Dual-Pixel Raindrop Removal
Yizhou Li
Yusuke Monno
Masatoshi Okutomi
82
6
0
24 Oct 2022
DMTNet: Dynamic Multi-scale Network for Dual-pixel Images Defocus
  Deblurring with Transformer
DMTNet: Dynamic Multi-scale Network for Dual-pixel Images Defocus Deblurring with Transformer
Dafeng Zhang
Xiaobing Wang
ViT
57
11
0
13 Sep 2022
Learning Dual-Pixel Alignment for Defocus Deblurring
Learning Dual-Pixel Alignment for Defocus Deblurring
Yu Li
Yaling Yi
Dongwei Ren
Qince Li
W. Zuo
74
5
0
26 Apr 2022
Learning Enriched Features for Fast Image Restoration and Enhancement
Learning Enriched Features for Fast Image Restoration and Enhancement
Syed Waqas Zamir
Aditya Arora
Salman Khan
Munawar Hayat
Fahad Shahbaz Khan
Ming-Hsuan Yang
Ling Shao
SupR
95
416
0
19 Apr 2022
Learning to Deblur using Light Field Generated and Real Defocus Images
Learning to Deblur using Light Field Generated and Real Defocus Images
Lingyan Ruan
Bin Chen
Jizhou Li
Miuling Lam
71
72
0
01 Apr 2022
Improving Image Restoration by Revisiting Global Information Aggregation
Improving Image Restoration by Revisiting Global Information Aggregation
Xiaojie Chu
Liangyu Chen
Chengpeng Chen
Xin Lu
120
93
0
08 Dec 2021
Natural & Adversarial Bokeh Rendering via Circle-of-Confusion Predictive
  Network
Natural & Adversarial Bokeh Rendering via Circle-of-Confusion Predictive Network
Yihao Huang
Felix Juefei Xu
Qing Guo
G. Pu
Yang Liu
GAN
58
4
0
25 Nov 2021
Facial Depth and Normal Estimation using Single Dual-Pixel Camera
Facial Depth and Normal Estimation using Single Dual-Pixel Camera
Min-Koo Kang
Jaesung Choe
Hyowon Ha
Hae-Gon Jeon
Sunghoon Im
In So Kweon
KuK-Jin Yoon
3DHCVBMMDE
81
12
0
25 Nov 2021
Restormer: Efficient Transformer for High-Resolution Image Restoration
Restormer: Efficient Transformer for High-Resolution Image Restoration
Syed Waqas Zamir
Aditya Arora
Salman Khan
Munawar Hayat
Fahad Shahbaz Khan
Ming-Hsuan Yang
ViT
184
2,273
0
18 Nov 2021
Multi-View Motion Synthesis via Applying Rotated Dual-Pixel Blur Kernels
Multi-View Motion Synthesis via Applying Rotated Dual-Pixel Blur Kernels
Abdullah Abuolaim
Mahmoud Afifi
Michael S. Brown
MDE
48
4
0
15 Nov 2021
BaMBNet: A Blur-aware Multi-branch Network for Defocus Deblurring
BaMBNet: A Blur-aware Multi-branch Network for Defocus Deblurring
Pengwei Liang
Junjun Jiang
Xianming Liu
Jiayi Ma
Mamba
64
4
0
31 May 2021
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