Medical Image Registration

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

4 leaderboard tables shown for this task, 4 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

8 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

2 subtasks in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 105 papers with code (198 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• VoxelMorph: A Learning Framework for Deformable Medical Image Registration
  14 Sep 2018 9 repositories listed
  In contrast to this approach, and building on recent learning-based methods, we formulate registration as a function that maps an input image pair to a deformation field that aligns these images.
• Unsupervised 3D End-to-End Medical Image Registration with Volume Tweening Network
  13 Feb 2019 6 repositories listed
  3D medical image registration is of great clinical importance.
• Recursive Cascaded Networks for Unsupervised Medical Image Registration
  29 Jul 2019 5 repositories listed Syntology ran 0 of 15 samples · 15 unverified · 8 pointer-only (licence)
  We present recursive cascaded networks, a general architecture that enables learning deep cascades, for deformable image registration.
• GradICON: Approximate Diffeomorphisms via Gradient Inverse Consistency
  13 Jun 2022 3 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  We present an approach to learning regular spatial transformations between image pairs in the context of medical image registration.
• Networks for Joint Affine and Non-parametric Image Registration
  21 Mar 2019 3 repositories listed
  In contrast to existing approaches, our framework combines two registration methods: an affine registration and a vector momentum-parameterized stationary velocity field (vSVF) model.
• AirLab: Autograd Image Registration Laboratory
  26 Jun 2018 3 repositories listed
  With the "Autograd Image Registration Laboratory" (AIRLab), we introduce an open laboratory for image registration tasks, where the analytic gradients of the objective function are computed automatically and the device…
• An Unsupervised Learning Model for Deformable Medical Image Registration
  7 Feb 2018 3 repositories listed
  We define registration as a parametric function, and optimize its parameters given a set of images from a collection of interest.
• ModeTv2: GPU-accelerated Motion Decomposition Transformer for Pairwise Optimization in Medical Image Registration
  25 Mar 2024 2 repositories listed
  Deformable image registration plays a crucial role in medical imaging, aiding in disease diagnosis and image-guided interventions.
• MambaMorph: a Mamba-based Framework for Medical MR-CT Deformable Registration
  25 Jan 2024 2 repositories listed
  Capturing voxel-wise spatial correspondence across distinct modalities is crucial for medical image analysis.
• QUIZ: An Arbitrary Volumetric Point Matching Method for Medical Image Registration
  30 Sep 2023 2 repositories listed
  Rigid pre-registration involving local-global matching or other large deformation scenarios is crucial.
• On-the-Fly Guidance Training for Medical Image Registration
  29 Aug 2023 2 repositories listed
  Weakly-supervised methods struggle due to the scarcity of labeled data, and unsupervised methods directly depend on image similarity metrics for accuracy.
• Inverse Consistency by Construction for Multistep Deep Registration
  28 Apr 2023 2 repositories listed
  Inverse consistency is a desirable property for image registration.
• MONAI: An open-source framework for deep learning in healthcare
  4 Nov 2022 2 repositories listed Syntology ran 3 of 10 samples · 7 unverified
  For AI models to be used clinically, they need to be made safe, reproducible and robust, and the underlying software framework must be aware of the particularities (e.
• Robust End-to-End Focal Liver Lesion Detection using Unregistered Multiphase Computed Tomography Images
  2 Dec 2021 2 repositories listed
  The computer-aided diagnosis of focal liver lesions (FLLs) can help improve workflow and enable correct diagnoses; FLL detection is the first step in such a computer-aided diagnosis.
• TransMorph: Transformer for unsupervised medical image registration
  19 Nov 2021 2 repositories listed Syntology ran 2 of 2 samples · 0 unverified
  Recently Vision Transformer architectures have been proposed to address the shortcomings of ConvNets and have produced state-of-the-art performances in many medical imaging applications.
• Generative Adversarial Registration for Improved Conditional Deformable Templates
  7 May 2021 2 repositories listed Syntology ran 0 of 19 samples · 19 unverified
  Deformable templates are essential to large-scale medical image registration, segmentation, and population analysis.
• Enhancing Medical Image Registration via Appearance Adjustment Networks
  9 Mar 2021 2 repositories listed
  In this study, we propose an Appearance Adjustment Network (AAN) to enhance the adaptability of DLRs to appearance variations.
• Dual-Stream Pyramid Registration Network
  26 Sep 2019 2 repositories listed Syntology ran 0 of 9 samples · 9 unverified
  We propose a Dual-Stream Pyramid Registration Network (referred as Dual-PRNet) for unsupervised 3D medical image registration.
• Unsupervised Learning of Probabilistic Diffeomorphic Registration for Images and Surfaces
  8 Mar 2019 2 repositories listed
  We present a probabilistic generative model and derive an unsupervised learning-based inference algorithm that uses insights from classical registration methods and makes use of recent developments in convolutional…
• Fast and Robust Symmetric Image Registration Based on Distances Combining Intensity and Spatial Information
  30 Jul 2018 2 repositories listed
  The method exhibits greater robustness and higher accuracy than similarity measures in common use, when inserted into a standard gradient-based registration framework available as part of the open source Insight…
• Are Vision Foundation Models Ready for Out-of-the-Box Medical Image Registration?
  15 Jul 2025 1 repository listed
  Foundation models, pre-trained on large image datasets and capable of capturing rich feature representations, have recently shown potential for zero-shot image registration.
• Pretraining Deformable Image Registration Networks with Random Images
  30 May 2025 1 repository listed
  Recent advances in deep learning-based medical image registration have shown that training deep neural networks~(DNNs) does not necessarily require medical images.
• Improving Generalization of Medical Image Registration Foundation Model
  10 May 2025 1 repository listed
  Deformable registration is a fundamental task in medical image processing, aiming to achieve precise alignment by establishing nonlinear correspondences between images.
• IMPACT: A Generic Semantic Loss for Multimodal Medical Image Registration
  31 Mar 2025 1 repository listed
  Image registration is fundamental in medical imaging, enabling precise alignment of anatomical structures for diagnosis, treatment planning, image-guided interventions, and longitudinal monitoring.
• OncoReg: Medical Image Registration for Oncological Challenges
  29 Mar 2025 1 repository listed
  The OncoReg Challenge addresses this issue by enabling researchers to develop and validate image registration methods through a two-phase framework that ensures patient privacy while fostering the development of more…
• SACB-Net: Spatial-awareness Convolutions for Medical Image Registration
  25 Mar 2025 1 repository listed
  Deep learning-based image registration methods have shown state-of-the-art performance and rapid inference speeds.
• Triad: Vision Foundation Model for 3D Magnetic Resonance Imaging
  19 Feb 2025 1 repository listed
  We evaluate Triad across three tasks, namely, organ/tumor segmentation, organ/cancer classification, and medical image registration, in two data modalities (within-domain and out-of-domain) settings using 25 downstream…
• Medical Image Registration Meets Vision Foundation Model: Prototype Learning and Contour Awareness
  17 Feb 2025 1 repository listed
  The framework includes: (1) Explicit anatomical information injection, where SAM-generated segmentation masks are used as auxiliary inputs throughout training and testing to ensure the consistency of anatomical…
• Advancing Deformable Medical Image Registration with Multi-axis Cross-covariance Attention
  24 Dec 2024 1 repository listed
  However, the high computation and memory loads of SA (growing quadratically with the spatial resolution) hinder transformers from processing subtle textural information in high-resolution image features, e.
• LDM-Morph: Latent diffusion model guided deformable image registration
  23 Nov 2024 1 repository listed
  Finally, a hierarchical metric was proposed to evaluate the similarity of image pairs in both the original pixel space and latent-feature space, enhancing topology preservation while improving registration accuracy.

Syntology lines on 6 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.