DeepReg: a deep learning toolkit for medical image registration

1. 2022MONAI: An open-source framework for deep learning in healthcarecited by 448
2. 2021GaNDLF: A Generally Nuanced Deep Learning Framework for Scalable End-to-End Clinical Workflows in Medical Imagingcited by 25
3. 2022Residual Aligner Networkcited by 10
4. 2022Cross-Modality Image Registration using a Training-Time Privileged Third Modalitycited by 9
5. 2022Meta-Learning Initializations for Interactive Medical Image Registrationcited by 4
6. 2022Meta-Registration: Learning Test-Time Optimization for Single-Pair Image Registrationcited by 3
7. 2023Ultrasound Plane Pose Regression: Assessing Generalized Pose Coordinates in the Fetal Braincited by 3
8. 2025KonfAI: A Modular and Fully Configurable Framework for Deep Learning in Medical Imagingcited by 3
9. 2021Morphological Change Forecasting for Prostate Glands using Feature-based Registration and Kernel Density Extrapolationcited by 2
10. 2025GuidedMorph: Two-Stage Deformable Registration for Breast MRIcited by 2
11. 2023Spatial Correspondence between Graph Neural Network-Segmented Imagescited by 1
12. 2023Regional Deep Atrophy: a Self-Supervised Learning Method to Automatically Identify Regions Associated With Alzheimer's Disease Progression From Longitudinal MRIcited by 1

1. 2025Test Time Optimized Generalized AI-based Medical Image Registration Method16 Dec 2025
2. 2025KonfAI: A Modular and Fully Configurable Framework for Deep Learning in Medical Imaging13 Aug 2025
3. 2025GuidedMorph: Two-Stage Deformable Registration for Breast MRI19 May 2025
4. 2024Impact of Initialization on Intra-subject Pediatric Brain MR Image Registration: A Comparative Analysis between SyN ANTs and Deep Learning-Based Approaches28 Jun 2024
5. 2023Multi-scale, Data-driven and Anatomically Constrained Deep Learning Image Registration for Adult and Fetal Echocardiography2 Sep 2023
6. 2023Regional Deep Atrophy: a Self-Supervised Learning Method to Automatically Identify Regions Associated With Alzheimer's Disease Progression From Longitudinal MRI10 Apr 2023
7. 2023Spatial Correspondence between Graph Neural Network-Segmented Images12 Mar 2023
8. 2023Ultrasound Plane Pose Regression: Assessing Generalized Pose Coordinates in the Fetal Brain19 Jan 2023
9. 2022MONAI: An open-source framework for deep learning in healthcare4 Nov 2022
10. 2022Meta-Learning Initializations for Interactive Medical Image Registration27 Oct 2022
11. 2022Cross-Modality Image Registration using a Training-Time Privileged Third Modality26 Jul 2022
12. 2022Meta-Registration: Learning Test-Time Optimization for Single-Pair Image Registration22 Jul 2022

1. 2022MONAI: An open-source framework for deep learning in healthcarecited by 448
2. 2021GaNDLF: A Generally Nuanced Deep Learning Framework for Scalable End-to-End Clinical Workflows in Medical Imagingcited by 25
3. 2022Residual Aligner Networkcited by 10
4. 2022Cross-Modality Image Registration using a Training-Time Privileged Third Modalitycited by 9
5. 2022Meta-Learning Initializations for Interactive Medical Image Registrationcited by 4
6. 2022Meta-Registration: Learning Test-Time Optimization for Single-Pair Image Registrationcited by 3
7. 2023Ultrasound Plane Pose Regression: Assessing Generalized Pose Coordinates in the Fetal Braincited by 3
8. 2025KonfAI: A Modular and Fully Configurable Framework for Deep Learning in Medical Imagingcited by 3
9. 2021Morphological Change Forecasting for Prostate Glands using Feature-based Registration and Kernel Density Extrapolationcited by 2
10. 2025GuidedMorph: Two-Stage Deformable Registration for Breast MRIcited by 2
11. 2023Spatial Correspondence between Graph Neural Network-Segmented Imagescited by 1
12. 2023Regional Deep Atrophy: a Self-Supervised Learning Method to Automatically Identify Regions Associated With Alzheimer's Disease Progression From Longitudinal MRIcited by 1

12 most cited of 16 · All 16 (JSON)

1. 2025Test Time Optimized Generalized AI-based Medical Image Registration Method16 Dec 2025
2. 2025KonfAI: A Modular and Fully Configurable Framework for Deep Learning in Medical Imaging13 Aug 2025
3. 2025GuidedMorph: Two-Stage Deformable Registration for Breast MRI19 May 2025
4. 2024Impact of Initialization on Intra-subject Pediatric Brain MR Image Registration: A Comparative Analysis between SyN ANTs and Deep Learning-Based Approaches28 Jun 2024
5. 2023Multi-scale, Data-driven and Anatomically Constrained Deep Learning Image Registration for Adult and Fetal Echocardiography2 Sep 2023
6. 2023Regional Deep Atrophy: a Self-Supervised Learning Method to Automatically Identify Regions Associated With Alzheimer's Disease Progression From Longitudinal MRI10 Apr 2023
7. 2023Spatial Correspondence between Graph Neural Network-Segmented Images12 Mar 2023
8. 2023Ultrasound Plane Pose Regression: Assessing Generalized Pose Coordinates in the Fetal Brain19 Jan 2023
9. 2022MONAI: An open-source framework for deep learning in healthcare4 Nov 2022
10. 2022Meta-Learning Initializations for Interactive Medical Image Registration27 Oct 2022
11. 2022Cross-Modality Image Registration using a Training-Time Privileged Third Modality26 Jul 2022
12. 2022Meta-Registration: Learning Test-Time Optimization for Single-Pair Image Registration22 Jul 2022

12 newest of 16 · All 16 (JSON)