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

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Showing 151–198 of 198 papers

TitleStatusHype
A Multiple Decoder CNN for Inverse Consistent 3D Image Registration—0
Deformable Image Registration with Stochastically Regularized Biomechanical Equilibrium—0
Region Specific Optimization (RSO)-based Deep Interactive Registration—0
Validation of Tsallis Entropy In Inter-Modality Neuroimage 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
Deformable Cross-Attention Transformer for Medical Image Registration—0
A Meta-Learning Approach for Medical Image Registration—0
Deep Learning in Medical Image Registration: A Review—0
Deep Learning in Medical Image Registration: A Survey—0
Robust Multimodal Image Registration Using Deep Recurrent Reinforcement Learning—0
Deep learning in medical image registration: introduction and survey—0
Deep Learning for Medical Image Registration: A Comprehensive Review—0
Deep Complementary Joint Model for Complex Scene Registration and Few-shot Segmentation on Medical Images—0
A lightweight residual network for unsupervised deformable image registration—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
ConKeD++ -- Improving descriptor learning for retinal image registration: A comprehensive study of contrastive losses—0
Cascaded Feature Warping Network for Unsupervised Medical Image Registration—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
A unifying framework for n-dimensional quasi-conformal mappings—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
Generation of annotated multimodal ground truth datasets for abdominal medical image registration—0
General Purpose Image Encoder DINOv2 for Medical Image 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
The Brain Tumor Sequence Registration (BraTS-Reg) Challenge: Establishing Correspondence Between Pre-Operative and Follow-up MRI Scans of Diffuse Glioma Patients—0
From Model Based to Learned Regularization in Medical Image Registration: A Comprehensive Review—0
Implicit Deformable Medical Image Registration with Learnable Kernels—0
A Distance Oriented Kalman Filter Particle Swarm Optimizer Applied to Multi-Modality Image Registration—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
A Transformer-based Network for Deformable Medical Image Registration—0
Joint Registration and Segmentation via Multi-Task Learning for Adaptive Radiotherapy of Prostate Cancer—0
A Symmetric Dynamic Learning Framework for Diffeomorphic Medical Image Registration—0
FF-PNet: A Pyramid Network Based on Feature and Field for Brain Image Registration—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
A survey on deep learning in medical image registration: new technologies, uncertainty, evaluation metrics, and beyond—0
Uncertainty driven probabilistic voxel selection for image registration—0
LLaMA-Reg: Using LLaMA 2 for Unsupervised Medical Image Registration—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
3TransMorphDSC0.82—Unverified
4OFG + TransMorphDSC0.82—Unverified
5OFG + ViT-V-NetDSC0.81—Unverified
6OFG + VoxelMorphDSC0.79—Unverified
7ViT-V-NetDSC0.79—Unverified
8VoxelMorphDSC0.79—Unverified
#ModelMetricClaimedVerifiedStatus
1VoxelMorphDice Score76.3—Unverified
#ModelMetricClaimedVerifiedStatus
1MambaMorphDice (Average)82.71—Unverified