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
PC-SwinMorph: Patch Representation for Unsupervised Medical Image Registration and Segmentation0
Region Specific Optimization (RSO)-based Deep Interactive Registration0
MICDIR: Multi-scale Inverse-consistent Deformable Image Registration using UNetMSS with Self-Constructing Graph LatentCode0
WSSAMNet: Weakly Supervised Semantic Attentive Medical Image Registration Network0
A Transformer-based Network for Deformable 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
DiffuseMorph: Unsupervised Deformable Image Registration Using Diffusion Model0
Learn2Reg: comprehensive multi-task medical image registration challenge, dataset and evaluation in the era of deep learning0
Regularized directional representations for medical image registration0
A unifying framework for n-dimensional quasi-conformal mappings0
A Deep Discontinuity-Preserving Image Registration NetworkCode0
Multi-scale Neural ODEs for 3D Medical Image Registration0
Joint Registration and Segmentation via Multi-Task Learning for Adaptive Radiotherapy of Prostate Cancer0
A Meta-Learning Approach for Medical Image Registration0
Cascaded Feature Warping Network for Unsupervised Medical Image Registration0
Unsupervised Medical Image Alignment with Curriculum Learning0
Generation of annotated multimodal ground truth datasets for abdominal medical image registration0
Long-range medical image registration through generalized mutual information (GMI): toward a fully automatic volumetric alignment0
Registration of serial sections: An evaluation method based on distortions of the ground truthsCode0
Uncertainty driven probabilistic voxel selection for image registration0
Multimodal Medical Image registration using Discrete Wavelet Transform and Gaussian Pyramids0
Introduction to Medical Image Registration with DeepReg, Between Old and New0
Deep Complementary Joint Model for Complex Scene Registration and Few-shot Segmentation on Medical Images0
Dueling Deep Q-Network for Unsupervised Inter-frame Eye Movement Correction in Optical Coherence Tomography Volumes0
Tackling the Problem of Large Deformations in Deep Learning Based Medical Image Registration Using Displacement Embeddings0
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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