SOTAVerified

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 151–198 of 198 papers

TitleStatusHype
Unsupervised End-to-end Learning for Deformable Medical Image Registration—0
Unsupervised Medical Image Alignment with Curriculum Learning—0
Validation of Tsallis Entropy In Inter-Modality Neuroimage Registration—0
WSSAMNet: Weakly Supervised Semantic Attentive Medical Image Registration Network—0
Unsupervised 3D End-to-End Medical Image Registration with Volume Tweening NetworkCode0
ABN: Anti-Blur Neural Networks for Multi-Stage Deformable Image RegistrationCode0
Improving Generalization of Medical Image Registration Foundation ModelCode0
Rigid Slice-To-Volume Medical Image Registration through Markov Random FieldsCode0
HyperPredict: Estimating Hyperparameter Effects for Instance-Specific Regularization in Deformable Image RegistrationCode0
Generating Anthropomorphic Phantoms Using Fully Unsupervised Deformable Image Registration with Convolutional Neural NetworksCode0
AirLab: Autograd Image Registration LaboratoryCode0
General Vision Encoder Features as Guidance in Medical Image RegistrationCode0
Fast and Robust Symmetric Image Registration Based on Distances Combining Intensity and Spatial InformationCode0
FAIM -- A ConvNet Method for Unsupervised 3D Medical Image RegistrationCode0
SAMReg: SAM-enabled Image Registration with ROI-based CorrespondenceCode0
Advancing Deformable Medical Image Registration with Multi-axis Cross-covariance AttentionCode0
A Deep Discontinuity-Preserving Image Registration NetworkCode0
Unsupervised Learning of Probabilistic Diffeomorphic Registration for Images and SurfacesCode0
ERNet: Unsupervised Collective Extraction and Registration in Neuroimaging DataCode0
EfficientMorph: Parameter-Efficient Transformer-Based Architecture for 3D Image RegistrationCode0
Region-specific Diffeomorphic Metric MappingCode0
Unsupervised Multimodal 3D Medical Image Registration with Multilevel Correlation Balanced OptimizationCode0
Dual-Stream Pyramid Registration NetworkCode0
An Unsupervised Learning Model for Deformable Medical Image RegistrationCode0
Toward Universal Medical Image Registration via Sharpness-Aware Meta-Continual LearningCode0
Deformable medical image registration: setting the state of the art with discrete methodsCode0
Data-Driven Tissue- and Subject-Specific Elastic Regularization for Medical Image RegistrationCode0
Networks for Joint Affine and Non-parametric Image RegistrationCode0
NestedMorph: Enhancing Deformable Medical Image Registration with Nested Attention MechanismsCode0
NCA-Morph: Medical Image Registration with Neural Cellular AutomataCode0
One-shot Joint Extraction, Registration and Segmentation of Neuroimaging DataCode0
One Shot Learning for Deformable Medical Image Registration and Periodic Motion TrackingCode0
MrRegNet: Multi-resolution Mask Guided Convolutional Neural Network for Medical Image Registration with Large DeformationsCode0
CARL: A Framework for Equivariant Image RegistrationCode0
An Artificial Agent for Robust Image RegistrationCode0
MICDIR: Multi-scale Inverse-consistent Deformable Image Registration using UNetMSS with Self-Constructing Graph LatentCode0
Pretraining Deformable Image Registration Networks with Random ImagesCode0
Learning Physics-Inspired Regularization for Medical Image Registration with HypernetworksCode0
Quantifying the Resolution of a Template after Image RegistrationCode0
Quantitative Error Prediction of Medical Image Registration using Regression ForestsCode0
QUIZ: An Arbitrary Volumetric Point Matching Method for Medical Image RegistrationCode0
Learning Conditional Deformable Templates with Convolutional NetworksCode0
Joint segmentation and discontinuity-preserving deformable registration: Application to cardiac cine-MR imagesCode0
BIRL: Benchmark on Image Registration methods with Landmark validationCode0
Recursive Cascaded Networks for Unsupervised Medical Image RegistrationCode0
Inverse Consistency by Construction for Multistep Deep RegistrationCode0
Benchmarking of image registration methods for differently stained histological slidesCode0
Registration of serial sections: An evaluation method based on distortions of the ground truthsCode0
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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
3TransMorphDSC0.82—Unverified
4OFG + TransMorphDSC0.82—Unverified
5OFG + ViT-V-NetDSC0.81—Unverified
6OFG + VoxelMorphDSC0.79—Unverified
7ViT-V-NetDSC0.79—Unverified
8VoxelMorphDSC0.79—Unverified
#ModelMetricClaimedVerifiedStatus
1VoxelMorphDice Score76.3—Unverified
#ModelMetricClaimedVerifiedStatus
1MambaMorphDice (Average)82.71—Unverified