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Deep Learning in Medical Image Registration: A Survey

Deep Learning in Medical Image Registration: A Survey

5 March 2019
Grant Haskins
Uwe Krüger
Pingkun Yan
    MedIm
ArXivPDFHTML

Papers citing "Deep Learning in Medical Image Registration: A Survey"

31 / 31 papers shown
Title
Unsupervised Deep Learning-based Keypoint Localization Estimating Descriptor Matching Performance
Unsupervised Deep Learning-based Keypoint Localization Estimating Descriptor Matching Performance
David Rivas-Villar
Álvaro S. Hervella
J. Rouco
Jorge Novo
MedIm
21
0
0
05 May 2025
Homeomorphism Prior for False Positive and Negative Problem in Medical Image Dense Contrastive Representation Learning
Homeomorphism Prior for False Positive and Negative Problem in Medical Image Dense Contrastive Representation Learning
Yuting He
Boyu Wang
Rongjun Ge
Yang Chen
Guanyu Yang
Shuo Li
MedIm
AAML
62
2
0
07 Feb 2025
Epicardium Prompt-guided Real-time Cardiac Ultrasound Frame-to-volume Registration
Epicardium Prompt-guided Real-time Cardiac Ultrasound Frame-to-volume Registration
Long Lei
Jun Zhou
Jialun Pei
Baoliang Zhao
Yueming Jin
Yuen-Chun Jeremy Teoh
Jing Qin
Pheng-Ann Heng
54
1
0
20 Jan 2025
Assessment of Left Atrium Motion Deformation Through Full Cardiac Cycle
Assessment of Left Atrium Motion Deformation Through Full Cardiac Cycle
Abdul Qayyum
Moona Mazher
Angela Lee
J. Solís-Lemus
Imran Razzak
Steven Niederer
30
3
0
27 May 2024
RegWSI: Whole Slide Image Registration using Combined Deep Feature- and
  Intensity-Based Methods: Winner of the ACROBAT 2023 Challenge
RegWSI: Whole Slide Image Registration using Combined Deep Feature- and Intensity-Based Methods: Winner of the ACROBAT 2023 Challenge
Marek Wodzinski
Niccolo Marini
M. Atzori
Henning Muller
38
5
0
19 Apr 2024
ModeTv2: GPU-accelerated Motion Decomposition Transformer for Pairwise Optimization in Medical Image Registration
ModeTv2: GPU-accelerated Motion Decomposition Transformer for Pairwise Optimization in Medical Image Registration
Hai-qun Wang
Zhuoyuan Wang
Dong Ni
Yi Wang
ViT
MedIm
32
5
0
25 Mar 2024
BreastRegNet: A Deep Learning Framework for Registration of Breast
  Faxitron and Histopathology Images
BreastRegNet: A Deep Learning Framework for Registration of Breast Faxitron and Histopathology Images
Negar Golestani
Aihui Wang
Gregory R Bean
M. Rusu
MedIm
18
1
0
18 Jan 2024
PatchMorph: A Stochastic Deep Learning Approach for Unsupervised 3D
  Brain Image Registration with Small Patches
PatchMorph: A Stochastic Deep Learning Approach for Unsupervised 3D Brain Image Registration with Small Patches
Henrik Skibbe
Michal Byra
A. Watakabe
Tetsuo Yamamori
M. Reisert
MedIm
3DV
3DPC
18
0
0
12 Dec 2023
Is attention all you need in medical image analysis? A review
Is attention all you need in medical image analysis? A review
G. Papanastasiou
Nikolaos Dikaios
Jiahao Huang
Chengjia Wang
Guang Yang
ViT
MedIm
13
22
0
24 Jul 2023
Non-iterative Coarse-to-fine Transformer Networks for Joint Affine and
  Deformable Image Registration
Non-iterative Coarse-to-fine Transformer Networks for Joint Affine and Deformable Image Registration
Mingyuan Meng
Lei Bi
M. Fulham
D. Feng
Jinman Kim
ViT
MedIm
13
23
0
07 Jul 2023
Employing similarity to highlight differences: On the impact of
  anatomical assumptions in chest X-ray registration methods
Employing similarity to highlight differences: On the impact of anatomical assumptions in chest X-ray registration methods
Astrid Berg
E. Vandersmissen
M. Wimmer
David Major
Theresa Neubauer
Dimitrios Lenis
J. Cant
A. Snoeckx
Katja Bühler
21
2
0
23 Jan 2023
Deformable Image Registration using Unsupervised Deep Learning for
  CBCT-guided Abdominal Radiotherapy
Deformable Image Registration using Unsupervised Deep Learning for CBCT-guided Abdominal Radiotherapy
Huiqiao Xie
Y. Lei
Yabo Fu
Tonghe Wang
J. Roper
J. Bradley
P. Patel
Tian Liu
Xiaofeng Yang
MedIm
25
3
0
29 Aug 2022
Unsupervised diffeomorphic cardiac image registration using
  parameterization of the deformation field
Unsupervised diffeomorphic cardiac image registration using parameterization of the deformation field
A. Sheikhjafari
Deepa Krishnaswamy
M. Noga
Nilanjan Ray
K. Punithakumar
MedIm
24
4
0
28 Aug 2022
Medical image registration using unsupervised deep neural network: A
  scoping literature review
Medical image registration using unsupervised deep neural network: A scoping literature review
S. Abbasi
M. Tavakoli
H. R. Boveiri
M. A. M. Shirazi
R. Khayami
Hedieh Khorasani
R. Javidan
Alireza Mehdizadeh
25
35
0
03 Aug 2022
A Sub-pixel Accurate Quantification of Joint Space Narrowing Progression
  in Rheumatoid Arthritis
A Sub-pixel Accurate Quantification of Joint Space Narrowing Progression in Rheumatoid Arthritis
Yafei Ou
Prasoon Ambalathankandy
Ryunosuke Furuya
Seiya Kawada
Tianyu Zeng
Y. An
Tamotsu Kamishima
Kenichi Tamura
Masayuki Ikebe
15
5
0
19 May 2022
A Two-Stage Federated Transfer Learning Framework in Medical Images
  Classification on Limited Data: A COVID-19 Case Study
A Two-Stage Federated Transfer Learning Framework in Medical Images Classification on Limited Data: A COVID-19 Case Study
Alex Zhang
Naomi Fengqi Li
OOD
FedML
19
4
0
24 Mar 2022
A Survey on Training Challenges in Generative Adversarial Networks for
  Biomedical Image Analysis
A Survey on Training Challenges in Generative Adversarial Networks for Biomedical Image Analysis
Muhammad Muneeb Saad
Ruairi O'Reilly
M. H. Rehmani
MedIm
36
35
0
19 Jan 2022
Multimodal registration of FISH and nanoSIMS images using convolutional
  neural network models
Multimodal registration of FISH and nanoSIMS images using convolutional neural network models
Xiaojia He
C. Meile
S. Bhandarkar
22
0
0
14 Jan 2022
Learn2Reg: comprehensive multi-task medical image registration
  challenge, dataset and evaluation in the era of deep learning
Learn2Reg: comprehensive multi-task medical image registration challenge, dataset and evaluation in the era of deep learning
Alessa Hering
Lasse Hansen
Tony C. W. Mok
Albert C. S. Chung
H. Siebert
...
K. Murphy
Nikolas Lessmann
Bram van Ginneken
Adrian V. Dalca
M. Heinrich
29
181
0
08 Dec 2021
Early Melanoma Diagnosis with Sequential Dermoscopic Images
Early Melanoma Diagnosis with Sequential Dermoscopic Images
Zhen Yu
Jennifer Nguyen
Toàn D. Nguyên
J. Kelly
C. Mclean
Paul Bonnington
Lei Zhang
Victoria Mar
Z. Ge
24
40
0
12 Oct 2021
The Impact of Machine Learning on 2D/3D Registration for Image-guided
  Interventions: A Systematic Review and Perspective
The Impact of Machine Learning on 2D/3D Registration for Image-guided Interventions: A Systematic Review and Perspective
Mathias Unberath
Cong Gao
Yicheng Hu
Max Judish
Russell H. Taylor
Mehran Armand
Robert Grupp
16
65
0
04 Aug 2021
Imbalanced Big Data Oversampling: Taxonomy, Algorithms, Software,
  Guidelines and Future Directions
Imbalanced Big Data Oversampling: Taxonomy, Algorithms, Software, Guidelines and Future Directions
W. Sleeman
R. Kapoor
AI4TS
17
70
0
24 Jul 2021
Deep learning based registration using spatial gradients and noisy
  segmentation labels
Deep learning based registration using spatial gradients and noisy segmentation labels
Théo Estienne
Maria Vakalopoulou
Enzo Battistella
Alexandre Carré
T. Henry
Marvin Lerousseau
C. Robert
Nikos Paragios
Therapanacea
21
15
0
21 Oct 2020
PathoNet: Deep learning assisted evaluation of Ki-67 and tumor
  infiltrating lymphocytes (TILs) as prognostic factors in breast cancer; A
  large dataset and baseline
PathoNet: Deep learning assisted evaluation of Ki-67 and tumor infiltrating lymphocytes (TILs) as prognostic factors in breast cancer; A large dataset and baseline
Farzin Negahbani
Rasool Sabzi
Bita Pakniyat Jahromi
F. Movahedi
Mahsa Kohandel Shirazi
Shayan Majidi
Dena Firouzabadi
Amirreza Dehganian
22
1
0
09 Oct 2020
A review of deep learning in medical imaging: Imaging traits, technology
  trends, case studies with progress highlights, and future promises
A review of deep learning in medical imaging: Imaging traits, technology trends, case studies with progress highlights, and future promises
S. Kevin Zhou
H. Greenspan
Christos Davatzikos
James S. Duncan
Bram van Ginneken
A. Madabhushi
Jerry L. Prince
Daniel Rueckert
Ronald M. Summers
38
616
0
02 Aug 2020
3D deformable registration of longitudinal abdominopelvic CT images
  using unsupervised deep learning
3D deformable registration of longitudinal abdominopelvic CT images using unsupervised deep learning
Maureen van Eijnatten
L. Rundo
K. Batenburg
F. Lucka
E. Beddowes
C. Caldas
F. Gallagher
Evis Sala
Carola-Bibiane Schönlieb
Ramona Woitek
26
14
0
15 May 2020
Deep learning with noisy labels: exploring techniques and remedies in
  medical image analysis
Deep learning with noisy labels: exploring techniques and remedies in medical image analysis
Davood Karimi
Haoran Dou
Simon K. Warfield
Ali Gholipour
NoLa
11
534
0
05 Dec 2019
Real-Time 2D-3D Deformable Registration with Deep Learning and
  Application to Lung Radiotherapy Targeting
Real-Time 2D-3D Deformable Registration with Deep Learning and Application to Lung Radiotherapy Targeting
Markus Foote
Blake E. Zimmerman
A. Sawant
S. Joshi
82
15
0
22 Jul 2018
Learning Deep Similarity Metric for 3D MR-TRUS Registration
Learning Deep Similarity Metric for 3D MR-TRUS Registration
Grant Haskins
J. Kruecker
Uwe Krüger
Sheng Xu
Peter A. Pinto
B. Wood
Pingkun Yan
102
116
0
12 Jun 2018
Joint Learning of Motion Estimation and Segmentation for Cardiac MR
  Image Sequences
Joint Learning of Motion Estimation and Segmentation for Cardiac MR Image Sequences
C. Qin
Wenjia Bai
Jo Schlemper
S. Petersen
Stefan K. Piechnik
S. Neubauer
Daniel Rueckert
MedIm
51
156
0
11 Jun 2018
A Survey on Deep Learning in Medical Image Analysis
A Survey on Deep Learning in Medical Image Analysis
G. Litjens
Thijs Kooi
B. Bejnordi
A. Setio
F. Ciompi
Mohsen Ghafoorian
Jeroen van der Laak
Bram van Ginneken
C. I. Sánchez
OOD
278
10,599
0
19 Feb 2017
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