SOTAVerified

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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 251–275 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
A dynamic interactive learning framework for automated 3D medical image segmentation—0
Intraoperative 2D/3D Image Registration via Differentiable X-ray RenderingCode2
DG-TTA: Out-of-domain Medical Image Segmentation through Augmentation and Descriptor-driven Domain Generalization and Test-Time AdaptationCode1
Heteroscedastic Uncertainty Estimation Framework for Unsupervised Registration—0
Adaptive Correspondence Scoring for Unsupervised Medical Image 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
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All datasetsUnpaired-abdomen-CTFIREUnpaired-lung-CTOsteoarthritis InitiativeDIR-LAB COPDgene

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