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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
Deformer: Towards Displacement Field Learning for Unsupervised Medical Image RegistrationCode1
Automated Learning for Deformable Medical Image Registration by Jointly Optimizing Network Architectures and Objective FunctionsCode1
WiNet: Wavelet-based Incremental Learning for Efficient Medical Image RegistrationCode1
Affine Medical Image Registration with Coarse-to-Fine Vision TransformerCode1
Biomechanics-informed Non-rigid Medical Image Registration and its Inverse Material Property Estimation with Linear and Nonlinear ElasticityCode1
Non-rigid Medical Image Registration using Physics-informed Neural NetworksCode1
RayEmb: Arbitrary Landmark Detection in X-Ray Images Using Ray Embedding SubspaceCode1
Dual-Branch Squeeze-Fusion-Excitation Module for Cross-Modality Registration of Cardiac SPECT and CTCode1
Residual Aligner-based Network (RAN): Motion-separable structure for coarse-to-fine discontinuous deformable registrationCode1
Recursive Refinement Network for Deformable Lung Registration between Exhale and Inhale CT ScansCode1
SACB-Net: Spatial-awareness Convolutions for Medical Image RegistrationCode1
On-the-Fly Guidance Training for Medical Image RegistrationCode1
SAME: Deformable Image Registration based on Self-supervised Anatomical EmbeddingsCode1
EfficientMorph: Parameter-Efficient Transformer-Based Architecture for 3D Image RegistrationCode0
CARL: A Framework for Equivariant Image RegistrationCode0
Dual-Stream Pyramid Registration NetworkCode0
One Shot Learning for Deformable Medical Image Registration and Periodic Motion TrackingCode0
Pretraining Deformable Image Registration Networks with Random ImagesCode0
BIRL: Benchmark on Image Registration methods with Landmark validationCode0
Advancing Deformable Medical Image Registration with Multi-axis Cross-covariance AttentionCode0
One-shot Joint Extraction, Registration and Segmentation of Neuroimaging DataCode0
Benchmarking of image registration methods for differently stained histological slidesCode0
NCA-Morph: Medical Image Registration with Neural Cellular AutomataCode0
MrRegNet: Multi-resolution Mask Guided Convolutional Neural Network for Medical Image Registration with Large DeformationsCode0
NestedMorph: Enhancing Deformable Medical Image Registration with Nested Attention MechanismsCode0
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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