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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

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Showing 101–150 of 198 papers

TitleStatusHype
Dual-Attention Frequency Fusion at Multi-Scale for Joint Segmentation and Deformable Medical Image Registration—0
Dueling Deep Q-Network for Unsupervised Inter-frame Eye Movement Correction in Optical Coherence Tomography Volumes—0
GAN Based Medical Image Registration—0
Evaluation of Scan-Line Optimization for 3D Medical Image Registration—0
Fast Mesh-Based Medical Image Registration—0
Few Labeled Atlases are Necessary for Deep-Learning-Based Segmentation—0
FF-PNet: A Pyramid Network Based on Feature and Field for Brain Image Registration—0
From Model Based to Learned Regularization in Medical Image Registration: A Comprehensive Review—0
General Purpose Image Encoder DINOv2 for Medical Image Registration—0
Generation of annotated multimodal ground truth datasets for abdominal medical image registration—0
Generative Adversarial Networks And Domain Adaptation For Training Data Independent Image Registration—0
Generative diffeomorphic modelling of large MRI data sets for probabilistic template construction—0
GESH-Net: Graph-Enhanced Spherical Harmonic Convolutional Networks for Cortical Surface Registration—0
Hessian-based Similarity Metric for Multimodal Medical Image Registration—0
Heteroscedastic Uncertainty Estimation Framework for Unsupervised Registration—0
HNAS-reg: hierarchical neural architecture search for deformable medical image registration—0
Learning Homeomorphic Image Registration via Conformal-Invariant Hyperelastic Regularisation—0
H-SGANet: Hybrid Sparse Graph Attention Network for Deformable Medical Image Registration—0
Implicit Deformable Medical Image Registration with Learnable Kernels—0
INR-LDDMM: Fluid-based Medical Image Registration Integrating Implicit Neural Representation and Large Deformation Diffeomorphic Metric Mapping—0
Introduction to Medical Image Registration with DeepReg, Between Old and New—0
Joint Registration and Segmentation via Multi-Task Learning for Adaptive Radiotherapy of Prostate Cancer—0
Learn2Reg: comprehensive multi-task medical image registration challenge, dataset and evaluation in the era of deep learning—0
Learning a Probabilistic Model for Diffeomorphic Registration—0
LLaMA-Reg: Using LLaMA 2 for Unsupervised Medical Image Registration—0
Long-range medical image registration through generalized mutual information (GMI): toward a fully automatic volumetric alignment—0
Medical Image Registration and Its Application in Retinal Images: A Review—0
Medical Image Registration Using Deep Neural Networks: A Comprehensive Review—0
Medical image registration using unsupervised deep neural network: A scoping literature review—0
Meta-Learning Initializations for Interactive Medical Image Registration—0
Meta-Registration: Learning Test-Time Optimization for Single-Pair Image Registration—0
MetaRegNet: Metamorphic Image Registration Using Flow-Driven Residual Networks—0
Mid-space-independent deformable image registration—0
Particle Swarm Optimization in 3D Medical Image Registration: A Systematic Review—0
PC-SwinMorph: Patch Representation for Unsupervised Medical Image Registration and Segmentation—0
Recurrent Inference Machine for Medical Image Registration—0
Region Specific Optimization (RSO)-based Deep Interactive Registration—0
Regularized directional representations for medical image registration—0
Reliable Multi-modal Medical Image-to-image Translation Independent of Pixel-wise Aligned Data—0
Robust Multimodal Image Registration Using Deep Recurrent Reinforcement Learning—0
Semi-weakly-supervised neural network training for medical image registration—0
InstantGroup: Instant Template Generation for Scalable Group of Brain MRI Registration—0
Slice-to-volume medical image registration: a survey—0
Tackling the Problem of Large Deformations in Deep Learning Based Medical Image Registration Using Displacement Embeddings—0
Tetrahedron-Net for Medical Image Registration—0
The Brain Tumor Sequence Registration (BraTS-Reg) Challenge: Establishing Correspondence Between Pre-Operative and Follow-up MRI Scans of Diffuse Glioma Patients—0
Uncertainty driven probabilistic voxel selection for image registration—0
Unsupervised Deep Feature Learning for Deformable Registration of MR Brain Images—0
Unsupervised Deformable Image Registration Using Cycle-Consistent CNN—0
Unsupervised Deformable Medical Image Registration via Pyramidal Residual Deformation Fields Estimation—0
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All datasetsIXIOASISOASIS+ADIBE+ADHD200+MCIC+PPMI+HABS+HarvardGSPSR-Reg

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1LL_NetDSC0.77—Unverified
2OFG + TransMorphDSC0.76—Unverified
3TransMorphDSC0.74—Unverified
4OFG + ViT-V-NetDSC0.74—Unverified
5OFG + VoxelMorphDSC0.74—Unverified
6EfficientMorphDSC0.73—Unverified
7ViT-V-NetDSC0.72—Unverified
8VoxelMorphDSC0.71—Unverified
#ModelMetricClaimedVerifiedStatus
1EfficientMorphval dsc86.7—Unverified
2Fourier-Netval dsc84.7—Unverified
3OFG + TransMorphDSC0.82—Unverified
4TransMorphDSC0.82—Unverified
5OFG + ViT-V-NetDSC0.81—Unverified
6ViT-V-NetDSC0.79—Unverified
7OFG + VoxelMorphDSC0.79—Unverified
8VoxelMorphDSC0.79—Unverified
#ModelMetricClaimedVerifiedStatus
1VoxelMorphDice Score76.3—Unverified
#ModelMetricClaimedVerifiedStatus
1MambaMorphDice (Average)82.71—Unverified