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 125 of 198 papers

TitleStatusHype
MONAI: An open-source framework for deep learning in healthcareCode5
multiGradICON: A Foundation Model for Multimodal Medical Image RegistrationCode3
uniGradICON: A Foundation Model for Medical Image RegistrationCode3
Transformers in Medical Imaging: A SurveyCode3
Correlation-aware Coarse-to-fine MLPs for Deformable Medical Image RegistrationCode2
MambaMorph: a Mamba-based Framework for Medical MR-CT Deformable RegistrationCode2
Local Feature Matching Using Deep Learning: A SurveyCode2
OncoReg: Medical Image Registration for Oncological ChallengesCode2
Fourier-Net+: Leveraging Band-Limited Representation for Efficient 3D Medical Image RegistrationCode1
Embedded Feature Similarity Optimization with Specific Parameter Initialization for 2D/3D Medical Image RegistrationCode1
Fast 3D registration with accurate optimisation and little learning for Learn2Reg 2021Code1
Enhancing Medical Image Registration via Appearance Adjustment NetworksCode1
FlowReg: Fast Deformable Unsupervised Medical Image Registration using Optical FlowCode1
Fourier-Net: Fast Image Registration with Band-limited DeformationCode1
Generative Adversarial Registration for Improved Conditional Deformable TemplatesCode1
DeepReg: a deep learning toolkit for medical image registrationCode1
A light-weight rectangular decomposition large kernel convolution network for deformable medical image registration.Code1
Deep Learning-Assisted Co-registration of Full-Spectral Autofluorescence Lifetime Microscopic Images with H&E-Stained Histology ImagesCode1
Deformer: Towards Displacement Field Learning for Unsupervised Medical Image RegistrationCode1
DeepFLASH: An Efficient Network for Learning-based Medical Image RegistrationCode1
SITReg: Multi-resolution architecture for symmetric, inverse consistent, and topology preserving image registrationCode1
Deep Learning in Medical Image Registration: Magic or Mirage?Code1
Adapting the Mean Teacher for keypoint-based lung registration under geometric domain shiftsCode1
AutoFuse: Automatic Fusion Networks for Deformable Medical Image RegistrationCode1
Are Vision Foundation Models Ready for Out-of-the-Box Medical Image Registration?Code1
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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