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

Showing 5175 of 198 papers

TitleStatusHype
Semi-weakly-supervised neural network training for medical image registration0
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 Equilibrium0
Adaptive Correspondence Scoring for Unsupervised Medical Image Registration0
Heteroscedastic Uncertainty Estimation Framework for Unsupervised Registration0
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 Registration0
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 MRI0
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 survey0
On-the-Fly Guidance Training for Medical Image RegistrationCode1
HNAS-reg: hierarchical neural architecture search for deformable medical image registration0
Dense Error Map Estimation for MRI-Ultrasound Registration in Brain Tumor Surgery Using Swin UNETR0
INR-LDDMM: Fluid-based Medical Image Registration Integrating Implicit Neural Representation and Large Deformation Diffeomorphic Metric Mapping0
A survey on deep learning in medical image registration: new technologies, uncertainty, evaluation metrics, and beyond0
One-shot Joint Extraction, Registration and Segmentation of Neuroimaging DataCode0
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Benchmark Results

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