Image Registration

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

5 leaderboard tables shown for this task, 5 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

13 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 332 papers with code (953 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.
• Kornia: an Open Source Differentiable Computer Vision Library for PyTorch
  5 Oct 2019 5 repositories listed Syntology ran 0 of 20 samples · 20 unverified
  This work presents Kornia -- an open source computer vision library which consists of a set of differentiable routines and modules to solve generic computer vision problems.
• 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.
• Intraoperative 2D/3D Image Registration via Differentiable X-ray Rendering
  11 Dec 2023 3 repositories listed Syntology ran 2 of 7 samples · 5 unverified
  Preoperatively, a CNN is trained to regress the pose of a randomly oriented synthetic X-ray rendered from the preoperative CT.
• A Robust and Interpretable Deep Learning Framework for Multi-modal Registration via Keypoints
  19 Apr 2023 3 repositories listed
  Our core insight which addresses these shortcomings is that corresponding keypoints between images can be used to obtain the optimal transformation via a differentiable closed-form expression.
• 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.
• Conditional Deformable Image Registration with Convolutional Neural Network
  23 Jun 2021 3 repositories listed Syntology ran 1 of 17 samples · 16 unverified
  In this paper, we propose a conditional image registration method and a new self-supervised learning paradigm for deep deformable image registration.
• D-Net: Siamese based Network with Mutual Attention for Volume Alignment
  25 Jan 2021 3 repositories listed
  Alignment of contrast and non-contrast-enhanced imaging is essential for the quantification of changes in several biomedical applications.
• Large Deformation Diffeomorphic Image Registration with Laplacian Pyramid Networks
  29 Jun 2020 3 repositories listed
  Deep learning-based methods have recently demonstrated promising results in deformable image registration for a wide range of medical image analysis tasks.
• GLAMpoints: Greedily Learned Accurate Match points
  19 Aug 2019 3 repositories listed
  We introduce a novel CNN-based feature point detector - GLAMpoints - learned in a semi-supervised manner.
• 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.
• MRI to CT Translation with GANs
  16 Jan 2019 3 repositories listed
  We present a detailed description and reference implementation of preprocessing steps necessary to prepare the public Retrospective Image Registration Evaluation (RIRE) dataset for the task of magnetic resonance imaging…
• Robustness via Retrying: Closed-Loop Robotic Manipulation with Self-Supervised Learning
  6 Oct 2018 3 repositories listed
  We demonstrate that this idea can be combined with a video-prediction based controller to enable complex behaviors to be learned from scratch using only raw visual inputs, including grasping, repositioning objects, and…
• 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…
• TractSeg - Fast and accurate white matter tract segmentation
  18 May 2018 3 repositories listed
  The individual course of white matter fiber tracts is an important key for analysis of white matter characteristics in healthy and diseased brains.
• 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.
• Indirect Image Registration with Large Diffeomorphic Deformations
  13 Jun 2017 3 repositories listed
  The paper adapts the large deformation diffeomorphic metric mapping framework for image registration to the indirect setting where a template is registered against a target that is given through indirect noisy…
• New multimodal similarity measure for image registration via modeling local functional dependence with linear combination of learned basis functions
  7 Mar 2025 2 repositories listed
  The deformable registration of images of different modalities, essential in many medical imaging applications, remains challenging.
• CABLD: Contrast-Agnostic Brain Landmark Detection with Consistency-Based Regularization
  26 Nov 2024 2 repositories listed
  Anatomical landmark detection in medical images is essential for various clinical and research applications, including disease diagnosis and surgical planning.
• MBSS-T1: Model-Based Subject-Specific Self-Supervised Motion Correction for Robust Cardiac T1 Mapping
  21 Aug 2024 2 repositories listed
  Traditional methods, relying on breath-hold sequences and cardiac triggering based on an ECG signal, face challenges with patient compliance, limiting their effectiveness.
• 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.
• RMSim: Controlled Respiratory Motion Simulation on Static Patient Scans
  26 Jan 2023 2 repositories listed
  The predicted respiratory patterns, represented by time-varying displacement vector fields (DVFs) at different breathing phases, are modulated through auxiliary inputs of 1D breathing traces so that a larger amplitude…
• Semi-Supervised Keypoint Detector and Descriptor for Retinal Image Matching
  16 Jul 2022 2 repositories listed
  To attack the incompleteness of manual labeling, we propose Progressive Keypoint Expansion to enrich the keypoint labels at each training epoch.
• Privacy Preserving Image Registration
  17 May 2022 2 repositories listed
  Image registration is a key task in medical imaging applications, allowing to represent medical images in a common spatial reference frame.
• Voxelmorph++ Going beyond the cranial vault with keypoint supervision and multi-channel instance optimisation
  28 Feb 2022 2 repositories listed
  Extending the method to semantic features sets new stat-of-the-art performance on inter-subject abdominal CT registration.

Syntology lines on 5 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.