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 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
U-Net vs Transformer: Is U-Net Outdated in Medical Image Registration?Code1
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
VoxelMorph: A Learning Framework for Deformable Medical Image RegistrationCode1
XMorpher: Full Transformer for Deformable Medical Image Registration via Cross AttentionCode1
Dual-Branch Squeeze-Fusion-Excitation Module for Cross-Modality Registration of Cardiac SPECT and CTCode1
GradICON: Approximate Diffeomorphisms via Gradient Inverse ConsistencyCode1
ModeTv2: GPU-accelerated Motion Decomposition Transformer for Pairwise Optimization in Medical Image RegistrationCode1
On-the-Fly Guidance Training for Medical Image RegistrationCode1
Stochastic Planner-Actor-Critic for Unsupervised Deformable Image RegistrationCode1
Embedded Feature Similarity Optimization with Specific Parameter Initialization for 2D/3D Medical Image RegistrationCode1
GAN Based Medical Image Registration0
Cascaded Feature Warping Network for Unsupervised Medical Image Registration0
HNAS-reg: hierarchical neural architecture search for deformable medical image registration0
Dueling Deep Q-Network for Unsupervised Inter-frame Eye Movement Correction in Optical Coherence Tomography Volumes0
Analysis of Generalized Entropies in Mutual Information Medical Image Registration0
Heteroscedastic Uncertainty Estimation Framework for Unsupervised Registration0
Learning Homeomorphic Image Registration via Conformal-Invariant Hyperelastic Regularisation0
Dual-Attention Frequency Fusion at Multi-Scale for Joint Segmentation and Deformable Medical Image Registration0
Adaptive Correspondence Scoring for Unsupervised Medical Image Registration0
Dilated FCN for Multi-Agent 2D/3D Medical Image Registration0
DiffuseMorph: Unsupervised Deformable Image Registration Using Diffusion Model0
ACSGRegNet: A Deep Learning-based Framework for Unsupervised Joint Affine and Diffeomorphic Registration of Lumbar Spine CT via Cross- and Self-Attention Fusion0
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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