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 126150 of 198 papers

TitleStatusHype
Analysis of Generalized Entropies in Mutual Information Medical Image Registration0
Dilated FCN for Multi-Agent 2D/3D Medical Image Registration0
Multimodal Medical Image registration using Discrete Wavelet Transform and Gaussian Pyramids0
Multi-scale Neural ODEs for 3D Medical Image Registration0
KLDivNet: An unsupervised neural network for multi-modality image registration0
WSSAMNet: Weakly Supervised Semantic Attentive Medical Image Registration Network0
NCF: Neural Correspondence Field for Medical Image Registration0
Unsupervised Deep Feature Learning for Deformable Registration of MR Brain Images0
Unsupervised Deformable Image Registration Using Cycle-Consistent CNN0
DiffuseMorph: Unsupervised Deformable Image Registration Using Diffusion Model0
Diffeomorphic Multi-Resolution Deep Learning Registration for Applications in Breast MRI0
Unsupervised Deformable Medical Image Registration via Pyramidal Residual Deformation Fields Estimation0
Unsupervised End-to-end Learning for Deformable Medical Image Registration0
Dense Error Map Estimation for MRI-Ultrasound Registration in Brain Tumor Surgery Using Swin UNETR0
Particle Swarm Optimization in 3D Medical Image Registration: A Systematic Review0
PC-SwinMorph: Patch Representation for Unsupervised Medical Image Registration and Segmentation0
Dense Deformation Network for High Resolution Tissue Cleared Image Registration0
ACSGRegNet: A Deep Learning-based Framework for Unsupervised Joint Affine and Diffeomorphic Registration of Lumbar Spine CT via Cross- and Self-Attention Fusion0
Deformable Registration Using Average Geometric Transformations for Brain MR Images0
Unsupervised Medical Image Alignment with Curriculum Learning0
Zero Shot Learning for Multi-Modal Real Time Image Registration0
Adaptive Correspondence Scoring for Unsupervised Medical Image Registration0
Deformable Medical Image Registration with Effective Anatomical Structure Representation and Divide-and-Conquer Network0
Deformable Medical Image Registration Using a Randomly-Initialized CNN as Regularization Prior0
Recurrent Inference Machine for Medical Image Registration0
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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