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 150 of 198 papers

TitleStatusHype
MONAI: An open-source framework for deep learning in healthcareCode5
Transformers in Medical Imaging: A SurveyCode3
multiGradICON: A Foundation Model for Multimodal Medical Image RegistrationCode3
uniGradICON: A Foundation Model for Medical Image RegistrationCode3
OncoReg: Medical Image Registration for Oncological ChallengesCode2
Correlation-aware Coarse-to-fine MLPs for Deformable Medical Image RegistrationCode2
Local Feature Matching Using Deep Learning: A SurveyCode2
MambaMorph: a Mamba-based Framework for Medical MR-CT Deformable RegistrationCode2
SAME++: A Self-supervised Anatomical eMbeddings Enhanced medical image registration framework using stable sampling and regularized transformationCode1
RayEmb: Arbitrary Landmark Detection in X-Ray Images Using Ray Embedding SubspaceCode1
Recursive Refinement Network for Deformable Lung Registration between Exhale and Inhale CT ScansCode1
Recurrence With Correlation Network for Medical Image RegistrationCode1
Robust deformable image registration using cycle-consistent implicit representationsCode1
SACB-Net: Spatial-awareness Convolutions for Medical Image RegistrationCode1
SAME: Deformable Image Registration based on Self-supervised Anatomical EmbeddingsCode1
Non-rigid Medical Image Registration using Physics-informed Neural NetworksCode1
A light-weight rectangular decomposition large kernel convolution network for deformable medical image registration.Code1
Fourier-Net: Fast Image Registration with Band-limited DeformationCode1
ModeTv2: GPU-accelerated Motion Decomposition Transformer for Pairwise Optimization in Medical Image RegistrationCode1
ModeT: Learning Deformable Image Registration via Motion Decomposition TransformerCode1
FlowReg: Fast Deformable Unsupervised Medical Image Registration using Optical FlowCode1
Fast 3D registration with accurate optimisation and little learning for Learn2Reg 2021Code1
Preserving Tumor Volumes for Unsupervised Medical Image RegistrationCode1
Pyramid Attention Network for Medical Image RegistrationCode1
Automated Learning for Deformable Medical Image Registration by Jointly Optimizing Network Architectures and Objective FunctionsCode1
GradICON: Approximate Diffeomorphisms via Gradient Inverse ConsistencyCode1
Biomechanics-informed Non-rigid Medical Image Registration and its Inverse Material Property Estimation with Linear and Nonlinear ElasticityCode1
Residual Aligner-based Network (RAN): Motion-separable structure for coarse-to-fine discontinuous deformable registrationCode1
IMPACT: A Generic Semantic Loss for Multimodal Medical Image RegistrationCode1
Robust End-to-End Focal Liver Lesion Detection using Unregistered Multiphase Computed Tomography ImagesCode1
Adapting the Mean Teacher for keypoint-based lung registration under geometric domain shiftsCode1
Decoder-Only Image RegistrationCode1
Dual-Branch Squeeze-Fusion-Excitation Module for Cross-Modality Registration of Cardiac SPECT and CTCode1
Fourier-Net+: Leveraging Band-Limited Representation for Efficient 3D Medical Image RegistrationCode1
LDM-Morph: Latent diffusion model guided deformable image registrationCode1
Are Vision Foundation Models Ready for Out-of-the-Box Medical Image Registration?Code1
DeepFLASH: An Efficient Network for Learning-based Medical Image RegistrationCode1
Deep Learning-Assisted Co-registration of Full-Spectral Autofluorescence Lifetime Microscopic Images with H&E-Stained Histology ImagesCode1
Coordinate Translator for Learning Deformable Medical Image RegistrationCode1
Embedded Feature Similarity Optimization with Specific Parameter Initialization for 2D/3D Medical Image RegistrationCode1
Deep Learning in Medical Image Registration: Magic or Mirage?Code1
Enhancing Medical Image Registration via Appearance Adjustment NetworksCode1
SITReg: Multi-resolution architecture for symmetric, inverse consistent, and topology preserving image registrationCode1
DeepReg: a deep learning toolkit for medical image registrationCode1
Affine Medical Image Registration with Coarse-to-Fine Vision TransformerCode1
Deformer: Towards Displacement Field Learning for Unsupervised Medical Image RegistrationCode1
Generative Adversarial Registration for Improved Conditional Deformable TemplatesCode1
GradICON: Approximate Diffeomorphisms via Gradient Inverse ConsistencyCode1
AutoFuse: Automatic Fusion Networks for Deformable Medical Image RegistrationCode1
Medical Image Registration Meets Vision Foundation Model: Prototype Learning and Contour AwarenessCode1
Show:102550
← PrevPage 1 of 4Next →

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