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Image Registration

Image registration is the process of transforming different sets of data into one coordinate system. Data may be multiple photographs, data from different sensors, times, depths, or viewpoints. It is used in computer vision, medical imaging, and compiling and analyzing images and data from satellites. Registration is necessary in order to be able to compare or integrate the data obtained from these different measurements.

Source: Image registration | Wikipedia

( Image credit: Kornia )

Papers

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Showing 251–300 of 953 papers

TitleStatusHype
IVIM-Morph: Motion-compensated quantitative Intra-voxel Incoherent Motion (IVIM) analysis for functional fetal lung maturity assessment from diffusion-weighted MRI dataCode0
ConKeD: Multiview contrastive descriptor learning for keypoint-based retinal image registration—0
Bayesian Unsupervised Disentanglement of Anatomy and Geometry for Deep Groupwise Image Registration—0
H-ViT: A Hierarchical Vision Transformer for Deformable Image RegistrationCode1
IIRP-Net: Iterative Inference Residual Pyramid Network for Enhanced Image RegistrationCode1
Optimizing ADMM and Over-Relaxed ADMM Parameters for Linear Quadratic Problems—0
BusReF: Infrared-Visible images registration and fusion focus on reconstructible area using one set of features—0
Deformable Image Registration with Stochastically Regularized Biomechanical Equilibrium—0
High-Resolution Maps of Left Atrial Displacements and Strains Estimated with 3D Cine MRI using Online Learning Neural NetworksCode1
PatchMorph: A Stochastic Deep Learning Approach for Unsupervised 3D Brain Image Registration with Small Patches—0
DG-TTA: Out-of-domain Medical Image Segmentation through Augmentation and Descriptor-driven Domain Generalization and Test-Time AdaptationCode1
A dynamic interactive learning framework for automated 3D medical image segmentation—0
Intraoperative 2D/3D Image Registration via Differentiable X-ray RenderingCode2
Adaptive Correspondence Scoring for Unsupervised Medical Image Registration—0
Heteroscedastic Uncertainty Estimation Framework for Unsupervised Registration—0
Spatially Covariant Image Registration with Text PromptsCode1
Adaptive Image Registration: A Hybrid Approach Integrating Deep Learning and Optimization Functions for Enhanced Precision—0
SAME++: A Self-supervised Anatomical eMbeddings Enhanced medical image registration framework using stable sampling and regularized transformationCode1
Deformable multi-modal image registration for the correlation between optical measurements and histology images—0
Residual Aligner-based Network (RAN): Motion-separable structure for coarse-to-fine discontinuous deformable registrationCode1
Unsupervised Multimodal Surface Registration with Geometric Deep LearningCode0
Learning Physics-Inspired Regularization for Medical Image Registration with HypernetworksCode0
Continual atlas-based segmentation of prostate MRICode1
PET Tracer Conversion among Brain PET via Variable Augmented Invertible Network—0
Scanning diffraction imaging without stable illumination and scan position information—0
Enhanced Synthetic MRI Generation from CT Scans Using CycleGAN with Feature Extraction—0
TRUSTED: The Paired 3D Transabdominal Ultrasound and CT Human Data for Kidney Segmentation and Registration Research—0
Co-Learning Semantic-aware Unsupervised Segmentation for Pathological Image RegistrationCode0
Longitudinal Volumetric Study for the Progression of Alzheimer's Disease from Structural MRI—0
A Plug-and-Play Image Registration Network—0
Hessian-based Similarity Metric for Multimodal Medical Image Registration—0
Joint 2D to 3D image registration workflow for comparing multiple slice photographs and CT scans of apple fruit with internal disorders—0
Robust deformable image registration using cycle-consistent implicit representationsCode1
Learning Expected Appearances for Intraoperative Registration during Neurosurgery—0
QUIZ: An Arbitrary Volumetric Point Matching Method for Medical Image RegistrationCode0
MEMO: Dataset and Methods for Robust Multimodal Retinal Image Registration with Large or Small Vessel Density Differences—0
Diffeomorphic Multi-Resolution Deep Learning Registration for Applications in Breast MRI—0
On-the-Fly SfM: What you capture is What you getCode1
A Systematic Review of Few-Shot Learning in Medical Imaging—0
Preserving Tumor Volumes for Unsupervised Medical Image RegistrationCode1
NePhi: Neural Deformation Fields for Approximately Diffeomorphic Medical Image RegistrationCode1
Efficient Post-processing of Diffusion Tensor Cardiac Magnetic Imaging Using Texture-conserving Deformable Registration—0
AutoFuse: Automatic Fusion Networks for Deformable Medical Image RegistrationCode1
MAD: Modality Agnostic Distance Measure for Image Registration—0
High-resolution 3D Maps of Left Atrial Displacements using an Unsupervised Image Registration Neural Network—0
Multi-scale, Data-driven and Anatomically Constrained Deep Learning Image Registration for Adult and Fetal EchocardiographyCode0
Deep learning in medical image registration: introduction and survey—0
On-the-Fly Guidance Training for Medical Image RegistrationCode1
A Generative Approach for Image Registration of Visible-Thermal (VT) Cancer Faces—0
HNAS-reg: hierarchical neural architecture search for deformable medical image registration—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1RAN4+DSC0.62—Unverified
2CLIP+SVD+ViTDSC0.61—Unverified
3CLIP+SVD+ResNetDSC0.6—Unverified
4CLIP+ViTDSC0.59—Unverified
5Chatgpt+SVDDSC0.58—Unverified
6RMAnDSC0.55—Unverified
7RAN3DSC0.54—Unverified
8SAME++DSC0.49—Unverified
9DnetDSC0.47—Unverified
#ModelMetricClaimedVerifiedStatus
1LKRetinamAUC0.76—Unverified
2SuperRetinamAUC0.76—Unverified
3REMPE, JBHI 2020mAUC0.72—Unverified
4GLAMpoints, ICCV 2019mAUC0.62—Unverified
5SIFTmAUC0.57—Unverified
6PBO, ICIP 2010mAUC0.55—Unverified
#ModelMetricClaimedVerifiedStatus
1DnetASD5.01—Unverified
2RMAnASD3.83—Unverified
3RAN4+ASD3.8—Unverified
4RAN3ASD3.01—Unverified
#ModelMetricClaimedVerifiedStatus
1Region-specific Diffeomorphic Metric MappingDice68.18—Unverified
2vSVF-net [shen2019networks]Dice67.59—Unverified
#ModelMetricClaimedVerifiedStatus
1Recursive Refinement Networklandmarks0.83—Unverified