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Medical Image Registration

Image registration, also known as image fusion or image matching, is the process of aligning two or more images based on image appearances. Medical Image Registration seeks to find an optimal spatial transformation that best aligns the underlying anatomical structures. Medical Image Registration is used in many clinical applications such as image guidance, motion tracking, segmentation, dose accumulation, image reconstruction and so on. Medical Image Registration is a broad topic which can be grouped from various perspectives. From input image point of view, registration methods can be divided into unimodal, multimodal, interpatient, intra-patient (e.g. same- or different-day) registration. From deformation model point of view, registration methods can be divided in to rigid, affine and deformable methods. From region of interest (ROI) perspective, registration methods can be grouped according to anatomical sites such as brain, lung registration and so on. From image pair dimension perspective, registration methods can be divided into 3D to 3D, 3D to 2D and 2D to 2D/3D.

Source: Deep Learning in Medical Image Registration: A Review

Papers

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Showing 51–100 of 198 papers

TitleStatusHype
Semi-weakly-supervised neural network training for medical image registration—0
Pyramid Attention Network for Medical Image RegistrationCode1
Decoder-Only Image RegistrationCode1
Local Feature Matching Using Deep Learning: A SurveyCode2
MambaMorph: a Mamba-based Framework for Medical MR-CT Deformable RegistrationCode2
Deformable Image Registration with Stochastically Regularized Biomechanical Equilibrium—0
Adaptive Correspondence Scoring for Unsupervised Medical Image Registration—0
Heteroscedastic Uncertainty Estimation Framework for Unsupervised Registration—0
SAME++: A Self-supervised Anatomical eMbeddings Enhanced medical image registration framework using stable sampling and regularized transformationCode1
Residual Aligner-based Network (RAN): Motion-separable structure for coarse-to-fine discontinuous deformable registrationCode1
Learning Physics-Inspired Regularization for Medical Image Registration with HypernetworksCode0
Hessian-based Similarity Metric for Multimodal Medical Image Registration—0
Robust deformable image registration using cycle-consistent implicit representationsCode1
QUIZ: An Arbitrary Volumetric Point Matching Method for Medical Image RegistrationCode0
Diffeomorphic Multi-Resolution Deep Learning Registration for Applications in Breast MRI—0
Preserving Tumor Volumes for Unsupervised Medical Image RegistrationCode1
NePhi: Neural Deformation Fields for Approximately Diffeomorphic Medical Image RegistrationCode1
AutoFuse: Automatic Fusion Networks for Deformable Medical Image RegistrationCode1
Deep learning in medical image registration: introduction and survey—0
On-the-Fly Guidance Training for Medical Image RegistrationCode1
HNAS-reg: hierarchical neural architecture search for deformable medical image registration—0
Dense Error Map Estimation for MRI-Ultrasound Registration in Brain Tumor Surgery Using Swin UNETR—0
INR-LDDMM: Fluid-based Medical Image Registration Integrating Implicit Neural Representation and Large Deformation Diffeomorphic Metric Mapping—0
A survey on deep learning in medical image registration: new technologies, uncertainty, evaluation metrics, and beyond—0
One-shot Joint Extraction, Registration and Segmentation of Neuroimaging DataCode0
Fourier-Net+: Leveraging Band-Limited Representation for Efficient 3D Medical Image RegistrationCode1
ModeT: Learning Deformable Image Registration via Motion Decomposition TransformerCode1
Embedded Feature Similarity Optimization with Specific Parameter Initialization for 2D/3D Medical Image RegistrationCode1
Inverse Consistency by Construction for Multistep Deep RegistrationCode0
SITReg: Multi-resolution architecture for symmetric, inverse consistent, and topology preserving image registrationCode1
MetaRegNet: Metamorphic Image Registration Using Flow-Driven Residual Networks—0
Learning Homeomorphic Image Registration via Conformal-Invariant Hyperelastic Regularisation—0
Deformable Cross-Attention Transformer for Medical Image Registration—0
Particle Swarm Optimization in 3D Medical Image Registration: A Systematic Review—0
Non-rigid Medical Image Registration using Physics-informed Neural NetworksCode1
Recurrence With Correlation Network for Medical Image RegistrationCode1
GradICON: Approximate Diffeomorphisms via Gradient Inverse ConsistencyCode1
ERNet: Unsupervised Collective Extraction and Registration in Neuroimaging DataCode0
ABN: Anti-Blur Neural Networks for Multi-Stage Deformable Image RegistrationCode0
Fourier-Net: Fast Image Registration with Band-limited DeformationCode1
Joint segmentation and discontinuity-preserving deformable registration: Application to cardiac cine-MR imagesCode0
InstantGroup: Instant Template Generation for Scalable Group of Brain MRI Registration—0
MONAI: An open-source framework for deep learning in healthcareCode5
Meta-Learning Initializations for Interactive Medical Image Registration—0
U-Net vs Transformer: Is U-Net Outdated in Medical Image Registration?Code1
ACSGRegNet: A Deep Learning-based Framework for Unsupervised Joint Affine and Diffeomorphic Registration of Lumbar Spine CT via Cross- and Self-Attention Fusion—0
Medical image registration using unsupervised deep neural network: A scoping literature review—0
Meta-Registration: Learning Test-Time Optimization for Single-Pair Image Registration—0
Deformer: Towards Displacement Field Learning for Unsupervised Medical Image RegistrationCode1
Adapting the Mean Teacher for keypoint-based lung registration under geometric domain shiftsCode1
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All datasetsIXIOASISOASIS+ADIBE+ADHD200+MCIC+PPMI+HABS+HarvardGSPSR-Reg

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1LL_NetDSC0.77—Unverified
2OFG + TransMorphDSC0.76—Unverified
3TransMorphDSC0.74—Unverified
4OFG + ViT-V-NetDSC0.74—Unverified
5OFG + VoxelMorphDSC0.74—Unverified
6EfficientMorphDSC0.73—Unverified
7ViT-V-NetDSC0.72—Unverified
8VoxelMorphDSC0.71—Unverified
#ModelMetricClaimedVerifiedStatus
1EfficientMorphval dsc86.7—Unverified
2Fourier-Netval dsc84.7—Unverified
3OFG + TransMorphDSC0.82—Unverified
4TransMorphDSC0.82—Unverified
5OFG + ViT-V-NetDSC0.81—Unverified
6ViT-V-NetDSC0.79—Unverified
7OFG + VoxelMorphDSC0.79—Unverified
8VoxelMorphDSC0.79—Unverified
#ModelMetricClaimedVerifiedStatus
1VoxelMorphDice Score76.3—Unverified
#ModelMetricClaimedVerifiedStatus
1MambaMorphDice (Average)82.71—Unverified