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 2650 of 198 papers

TitleStatusHype
RayEmb: Arbitrary Landmark Detection in X-Ray Images Using Ray Embedding SubspaceCode1
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
Dual-Branch Squeeze-Fusion-Excitation Module for Cross-Modality Registration of Cardiac SPECT and CTCode1
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
FlowReg: Fast Deformable Unsupervised Medical Image Registration using Optical FlowCode1
Fourier-Net: Fast Image Registration with Band-limited DeformationCode1
Deformer: Towards Displacement Field Learning for Unsupervised Medical 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
Enhancing Medical Image Registration via Appearance Adjustment NetworksCode1
Generative Adversarial Registration for Improved Conditional Deformable TemplatesCode1
Deep Learning in Medical Image Registration: Magic or Mirage?Code1
GradICON: Approximate Diffeomorphisms via Gradient Inverse ConsistencyCode1
Coordinate Translator for Learning Deformable Medical Image RegistrationCode1
DeepReg: a deep learning toolkit for medical image registrationCode1
Affine Medical Image Registration with Coarse-to-Fine Vision TransformerCode1
Medical Image Registration Meets Vision Foundation Model: Prototype Learning and Contour AwarenessCode1
Non-rigid Medical Image Registration using Physics-informed Neural NetworksCode1
Embedded Feature Similarity Optimization with Specific Parameter Initialization for 2D/3D Medical Image RegistrationCode1
AutoFuse: Automatic Fusion Networks for Deformable Medical Image RegistrationCode1
Fast 3D registration with accurate optimisation and little learning for Learn2Reg 2021Code1
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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