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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 126150 of 198 papers

TitleStatusHype
Long-range medical image registration through generalized mutual information (GMI): toward a fully automatic volumetric alignment0
Medical Image Registration and Its Application in Retinal Images: A Review0
Medical Image Registration Using Deep Neural Networks: A Comprehensive Review0
Medical image registration using unsupervised deep neural network: A scoping literature review0
Meta-Learning Initializations for Interactive Medical Image Registration0
Meta-Registration: Learning Test-Time Optimization for Single-Pair Image Registration0
MetaRegNet: Metamorphic Image Registration Using Flow-Driven Residual Networks0
Mid-space-independent deformable image registration0
Particle Swarm Optimization in 3D Medical Image Registration: A Systematic Review0
PC-SwinMorph: Patch Representation for Unsupervised Medical Image Registration and Segmentation0
Recurrent Inference Machine for Medical Image Registration0
Region Specific Optimization (RSO)-based Deep Interactive Registration0
Regularized directional representations for medical image registration0
Reliable Multi-modal Medical Image-to-image Translation Independent of Pixel-wise Aligned Data0
Robust Multimodal Image Registration Using Deep Recurrent Reinforcement Learning0
Semi-weakly-supervised neural network training for medical image registration0
InstantGroup: Instant Template Generation for Scalable Group of Brain MRI Registration0
Slice-to-volume medical image registration: a survey0
Tackling the Problem of Large Deformations in Deep Learning Based Medical Image Registration Using Displacement Embeddings0
Tetrahedron-Net for Medical Image Registration0
The Brain Tumor Sequence Registration (BraTS-Reg) Challenge: Establishing Correspondence Between Pre-Operative and Follow-up MRI Scans of Diffuse Glioma Patients0
Uncertainty driven probabilistic voxel selection for image registration0
Unsupervised Deep Feature Learning for Deformable Registration of MR Brain Images0
Unsupervised Deformable Image Registration Using Cycle-Consistent CNN0
Unsupervised Deformable Medical Image Registration via Pyramidal Residual Deformation Fields Estimation0
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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