# DeepReg: a deep learning toolkit for medical image registration

arXiv: https://arxiv.org/abs/2011.02580 · HTML: https://mlsanity.com/paper/2011.02580/

## Key facts

- Cited by 16 papers in the map (data through 14 Oct 2026).
- First posted on arXiv 4 Nov 2020.

## Built on by (most cited first, 16 of 16)

- [MONAI: An open-source framework for deep learning in healthcare](https://mlsanity.com/paper/2211.02701/) (2022)
- [GaNDLF: A Generally Nuanced Deep Learning Framework for Scalable End-to-End Clinical Workflows in Medical Imaging](https://mlsanity.com/paper/2103.01006/) (2021)
- [Residual Aligner Network](https://mlsanity.com/paper/2203.04290/) (2022)
- [Cross-Modality Image Registration using a Training-Time Privileged Third Modality](https://mlsanity.com/paper/2207.12901/) (2022)
- [Meta-Learning Initializations for Interactive Medical Image Registration](https://mlsanity.com/paper/2210.15371/) (2022)
- [Meta-Registration: Learning Test-Time Optimization for Single-Pair Image Registration](https://mlsanity.com/paper/2207.10996/) (2022)
- [Ultrasound Plane Pose Regression: Assessing Generalized Pose Coordinates in the Fetal Brain](https://mlsanity.com/paper/2301.08317/) (2023)
- [KonfAI: A Modular and Fully Configurable Framework for Deep Learning in Medical Imaging](https://mlsanity.com/paper/2508.09823/) (2025)
- [Morphological Change Forecasting for Prostate Glands using Feature-based Registration and Kernel Density Extrapolation](https://mlsanity.com/paper/2101.06425/) (2021)
- [GuidedMorph: Two-Stage Deformable Registration for Breast MRI](https://mlsanity.com/paper/2505.13414/) (2025)
- [Spatial Correspondence between Graph Neural Network-Segmented Images](https://mlsanity.com/paper/2303.06550/) (2023)
- [Regional Deep Atrophy: a Self-Supervised Learning Method to Automatically Identify Regions Associated With Alzheimer's Disease Progression From Longitudinal MRI](https://mlsanity.com/paper/2304.04673/) (2023)
- [A low-rank representation for unsupervised registration of medical images](https://mlsanity.com/paper/2105.09548/) (2021)
- [Multi-scale, Data-driven and Anatomically Constrained Deep Learning Image Registration for Adult and Fetal Echocardiography](https://mlsanity.com/paper/2309.00831/) (2023)
- [Impact of Initialization on Intra-subject Pediatric Brain MR Image Registration: A Comparative Analysis between SyN ANTs and Deep Learning-Based Approaches](https://mlsanity.com/paper/2406.19943/) (2024)
- [Test Time Optimized Generalized AI-based Medical Image Registration Method](https://mlsanity.com/paper/2512.14556/) (2025)

## Abstract (arXiv)

DeepReg (https://github.com/DeepRegNet/DeepReg) is a community-supported open-source toolkit for research and education in medical image registration using deep learning.