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 76100 of 198 papers

TitleStatusHype
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 Networks0
Learning Homeomorphic Image Registration via Conformal-Invariant Hyperelastic Regularisation0
Deformable Cross-Attention Transformer for Medical Image Registration0
Particle Swarm Optimization in 3D Medical Image Registration: A Systematic Review0
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 Registration0
MONAI: An open-source framework for deep learning in healthcareCode5
Meta-Learning Initializations for Interactive Medical Image Registration0
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 Fusion0
Medical image registration using unsupervised deep neural network: A scoping literature review0
Meta-Registration: Learning Test-Time Optimization for Single-Pair Image Registration0
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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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
3OFG + TransMorphDSC0.82Unverified
4TransMorphDSC0.82Unverified
5OFG + ViT-V-NetDSC0.81Unverified
6ViT-V-NetDSC0.79Unverified
7OFG + VoxelMorphDSC0.79Unverified
8VoxelMorphDSC0.79Unverified
#ModelMetricClaimedVerifiedStatus
1VoxelMorphDice Score76.3Unverified
#ModelMetricClaimedVerifiedStatus
1MambaMorphDice (Average)82.71Unverified