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1802.02604
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An Unsupervised Learning Model for Deformable Medical Image Registration

v1v2v3 (latest)

An Unsupervised Learning Model for Deformable Medical Image Registration

7 February 2018

Guha Balakrishnan

ArXiv (abs)PDF HTML Github (53★)

Papers citing "An Unsupervised Learning Model for Deformable Medical Image Registration"

50 / 195 papers shown

Robust Rigid and Non-Rigid Medical Image Registration Using Learnable Edge Kernels

Robust Rigid and Non-Rigid Medical Image Registration Using Learnable Edge Kernels

Ahsan Raza Siyal

Markus Haltmeier

Malik Galijasevic

175

0

0

01 Dec 2025

DARE: A Deformable Adaptive Regularization Estimator for Learning-Based Medical Image Registration

DARE: A Deformable Adaptive Regularization Estimator for Learning-Based Medical Image Registration

Ahsan Raza Siyal

Markus Haltmeier

Malik Galijasevic

217

2

0

22 Oct 2025

Deformable Image Registration for Self-supervised Cardiac Phase Detection in Multi-View Multi-Disease Cardiac Magnetic Resonance Images

Deformable Image Registration for Self-supervised Cardiac Phase Detection in Multi-View Multi-Disease Cardiac Magnetic Resonance Images

Sarah Kaye Mueller

Jonathan Kiekenap

Sandy Engelhardt

148

0

0

07 Oct 2025

Fidelity-Aware Data Composition for Robust Robot Generalization

Fidelity-Aware Data Composition for Robust Robot Generalization

178

1

0

29 Sep 2025

Ideal Registration? Segmentation is All You Need

Ideal Registration? Segmentation is All You Need

166

1

0

19 Sep 2025

Encoder-Only Image Registration

Encoder-Only Image Registration

273

3

0

30 Aug 2025

A Diffusion-Driven Temporal Super-Resolution and Spatial Consistency Enhancement Framework for 4D MRI imaging

A Diffusion-Driven Temporal Super-Resolution and Spatial Consistency Enhancement Framework for 4D MRI imagingInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025

322

2

0

04 Jun 2025

FF-PNet: A Pyramid Network Based on Feature and Field for Brain Image Registration

FF-PNet: A Pyramid Network Based on Feature and Field for Brain Image Registration

554

0

0

08 May 2025

SACB-Net: Spatial-awareness Convolutions for Medical Image Registration

SACB-Net: Spatial-awareness Convolutions for Medical Image RegistrationComputer Vision and Pattern Recognition (CVPR), 2025

Alejandro F. Frangi

294

2

0

25 Mar 2025

Diffeomorphic Temporal Alignment Nets for Time-series Joint Alignment and Averaging

Diffeomorphic Temporal Alignment Nets for Time-series Joint Alignment and Averaging

Ron Shapira Weber

280

2

0

10 Feb 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 LearningIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025

343

6

0

07 Feb 2025

DiffKillR: Killing and Recreating Diffeomorphisms for Cell Annotation in Dense Microscopy Images

DiffKillR: Killing and Recreating Diffeomorphisms for Cell Annotation in Dense Microscopy ImagesIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024

Chen Liu

Alejandro Parada-Mayorga

Alejandro Ribeiro

Marcello DiStasio

Smita Krishnaswamy

463

11

0

04 Oct 2024

Distillation Learning Guided by Image Reconstruction for One-Shot Medical Image Segmentation

Distillation Learning Guided by Image Reconstruction for One-Shot Medical Image Segmentation

David E. Carlson

486

2

0

07 Aug 2024

Temporal Evolution of Knee Osteoarthritis: A Diffusion-based Morphing
Model for X-ray Medical Image Synthesis

Temporal Evolution of Knee Osteoarthritis: A Diffusion-based Morphing Model for X-ray Medical Image Synthesis

Mohamed Jarraya

296

6

0

01 Aug 2024

Learning Diffeomorphism for Image Registration with Time-Continuous Networks using Semigroup Regularization

Learning Diffeomorphism for Image Registration with Time-Continuous Networks using Semigroup Regularization

Mohammadjavad Matinkia

359

0

0

29 May 2024

MrRegNet: Multi-resolution Mask Guided Convolutional Neural Network for
Medical Image Registration with Large Deformations

MrRegNet: Multi-resolution Mask Guided Convolutional Neural Network for Medical Image Registration with Large DeformationsIEEE International Symposium on Biomedical Imaging (ISBI), 2024

Grazziela Figueredo

Christian Wagner

217

3

0

16 May 2024

Unsupervised Training of Convex Regularizers using Maximum Likelihood Estimation

Unsupervised Training of Convex Regularizers using Maximum Likelihood Estimation

Marcelo Pereyra

Subhadip Mukherjee

Carola-Bibiane Schönlieb

455

3

0

08 Apr 2024

ConKeD: Multiview contrastive descriptor learning for keypoint-based
retinal image registration

ConKeD: Multiview contrastive descriptor learning for keypoint-based retinal image registration

David Rivas-Villar

Álvaro S. Hervella

253

6

0

11 Jan 2024

Super-resolution multi-contrast unbiased eye atlases with deep
probabilistic refinement

Super-resolution multi-contrast unbiased eye atlases with deep probabilistic refinement

Adam M. Saunders

Samuel W. Remedios

Lucas W. Remedios

...

Jerry L. Prince

Yuankai Huo

Bennett A. Landman

375

2

0

05 Jan 2024

Adaptive Image Registration: A Hybrid Approach Integrating Deep Learning
and Optimization Functions for Enhanced Precision

Adaptive Image Registration: A Hybrid Approach Integrating Deep Learning and Optimization Functions for Enhanced Precision

Gabriel De Araujo

237

0

0

27 Nov 2023

UAE: Universal Anatomical Embedding on Multi-modality Medical Images

UAE: Universal Anatomical Embedding on Multi-modality Medical Images

347

3

0

25 Nov 2023

AngioMoCo: Learning-based Motion Correction in Cerebral Digital
Subtraction Angiography

AngioMoCo: Learning-based Motion Correction in Cerebral Digital Subtraction AngiographyInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2023

M. van der Sluijs

Sandra A. P. Cornelissen

A. van der Lugt

Adrian V. Dalca

111

9

0

09 Oct 2023

One-shot Joint Extraction, Registration and Segmentation of Neuroimaging
Data

One-shot Joint Extraction, Registration and Segmentation of Neuroimaging DataKnowledge Discovery and Data Mining (KDD), 2023

222

2

0

27 Jul 2023

Source Identification: A Self-Supervision Task for Dense Prediction

Source Identification: A Self-Supervision Task for Dense Prediction

Subhradeep Kayal

Marleen de Bruijne

178

1

0

05 Jul 2023

GSMorph: Gradient Surgery for cine-MRI Cardiac Deformable Registration

GSMorph: Gradient Surgery for cine-MRI Cardiac Deformable RegistrationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2023

Xin Yang

Nishant Ravikumar

Alejandro F. Frangi

217

9

0

26 Jun 2023

Multi-Contrast Computed Tomography Atlas of Healthy Pancreas

Multi-Contrast Computed Tomography Atlas of Healthy Pancreas

Yuankai Huo

Bennett A. Landman

172

2

0

02 Jun 2023

A Task-guided, Implicitly-searched and Meta-initialized Deep Model for
Image Fusion

A Task-guided, Implicitly-searched and Meta-initialized Deep Model for Image FusionIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023

295

85

0

25 May 2023

CDIDN: A Registration Model with High Deformation Impedance Capability
for Long-Term Tracking of Pulmonary Lesion Dynamics

CDIDN: A Registration Model with High Deformation Impedance Capability for Long-Term Tracking of Pulmonary Lesion Dynamics

260

0

0

18 May 2023

Learning Homeomorphic Image Registration via Conformal-Invariant
Hyperelastic Regularisation

Learning Homeomorphic Image Registration via Conformal-Invariant Hyperelastic Regularisation

Noémie Debroux

Carola-Bibiane Schönlieb

Angelica I Aviles-Rivero

347

2

0

14 Mar 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

David Major

Theresa Neubauer

Dimitrios Lenis

Katja Bühler

322

2

0

23 Jan 2023

3D Inception-Based TransMorph: Pre- and Post-operative Multi-contrast
MRI Registration in Brain Tumors

3D Inception-Based TransMorph: Pre- and Post-operative Multi-contrast MRI Registration in Brain Tumors

Javid Abderezaei

Aymeric Pionteck

Agamdeep Chopra

157

9

0

08 Dec 2022

ERNet: Unsupervised Collective Extraction and Registration in
Neuroimaging Data

ERNet: Unsupervised Collective Extraction and Registration in Neuroimaging DataKnowledge Discovery and Data Mining (KDD), 2022

191

3

0

06 Dec 2022

ABN: Anti-Blur Neural Networks for Multi-Stage Deformable Image
Registration

ABN: Anti-Blur Neural Networks for Multi-Stage Deformable Image RegistrationIndustrial Conference on Data Mining (IDM), 2022

Xin Dai

128

5

0

06 Dec 2022

Joint segmentation and discontinuity-preserving deformable registration:
Application to cardiac cine-MR images

Joint segmentation and discontinuity-preserving deformable registration: Application to cardiac cine-MR images

Nishant Ravikumar

Alejandro F Frangi

206

7

0

24 Nov 2022

Diffusion Models for Medical Image Analysis: A Comprehensive Survey

Diffusion Models for Medical Image Analysis: A Comprehensive Survey

Amirhossein Kazerouni

Ehsan Khodapanah Aghdam

Ilker Hacihaliloglu

606

664

0

14 Nov 2022

InstantGroup: Instant Template Generation for Scalable Group of Brain MRI Registration

InstantGroup: Instant Template Generation for Scalable Group of Brain MRI RegistrationIEEE Transactions on Image Processing (IEEE TIP), 2022

Albert C. S. Chung

289

1

0

10 Nov 2022

Direct deduction of chemical class from NMR spectra

Direct deduction of chemical class from NMR spectra

Simon Colreavy-Donnelly

Fabio Caraffini

88

7

0

06 Nov 2022

Robust Image Registration with Absent Correspondences in Pre-operative
and Follow-up Brain MRI Scans of Diffuse Glioma Patients

Robust Image Registration with Absent Correspondences in Pre-operative and Follow-up Brain MRI Scans of Diffuse Glioma Patients

Albert C. S. Chung

177

13

0

20 Oct 2022

3D Brain and Heart Volume Generative Models: A Survey

3D Brain and Heart Volume Generative Models: A SurveyACM Computing Surveys (ACM CSUR), 2022

392

8

0

12 Oct 2022

A Deep Moving-camera Background Model

A Deep Moving-camera Background ModelEuropean Conference on Computer Vision (ECCV), 2022

Ron Shapira Weber

234

7

0

16 Sep 2022

Self-supervised motion descriptor for cardiac phase detection in 4D CMR
based on discrete vector field estimations

Self-supervised motion descriptor for cardiac phase detection in 4D CMR based on discrete vector field estimations

Sandy Engelhardt

321

5

0

13 Sep 2022

Diffusion Models in Vision: A Survey

Diffusion Models in Vision: A SurveyIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022

Florinel-Alin Croitoru

Radu Tudor Ionescu

DiffM VLM MedIm

1.6K

2,008

0

10 Sep 2022

Learning-based and unrolled motion-compensated reconstruction for
cardiac MR CINE imaging

Learning-based and unrolled motion-compensated reconstruction for cardiac MR CINE imagingInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022

Daniel Rueckert

Kerstin Hammernik

236

17

0

08 Sep 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

K. Punithakumar

121

4

0

28 Aug 2022

U-Net vs Transformer: Is U-Net Outdated in Medical Image Registration?

U-Net vs Transformer: Is U-Net Outdated in Medical Image Registration?

Joseph Bartlett

258

98

0

07 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 reviewBiomedical Signal Processing and Control (BSPC), 2022

M. A. M. Shirazi

Hedieh Khorasani

Alireza Mehdizadeh

233

47

0

03 Aug 2022

Cross-Modality Image Registration using a Training-Time Privileged Third
Modality

Cross-Modality Image Registration using a Training-Time Privileged Third ModalityIEEE Transactions on Medical Imaging (IEEE TMI), 2022

Matthew J. Clarkson

Tom Vercauteren

179

14

0

26 Jul 2022

Meta-Registration: Learning Test-Time Optimization for Single-Pair Image
Registration

Meta-Registration: Learning Test-Time Optimization for Single-Pair Image Registration

Zachary Michael Cieman Baum

254

2

0

22 Jul 2022

Diffusion Deformable Model for 4D Temporal Medical Image Generation

Diffusion Deformable Model for 4D Temporal Medical Image GenerationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022

431

111

0

27 Jun 2022

SearchMorph:Multi-scale Correlation Iterative Network for Deformable
Registration

SearchMorph:Multi-scale Correlation Iterative Network for Deformable Registration

282

0

0

27 Jun 2022

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