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

Showing 151200 of 953 papers

TitleStatusHype
DeepReg: a deep learning toolkit for medical image registrationCode1
Deformable Groupwise Image Registration using Low-Rank and Sparse DecompositionCode1
DeepTag: An Unsupervised Deep Learning Method for Motion Tracking on Cardiac Tagging Magnetic Resonance ImagesCode1
DeepSim: Semantic similarity metrics for learned image registrationCode1
AutoFuse: Automatic Fusion Networks for Deformable Medical Image RegistrationCode1
A Geometric Framework for Stochastic Shape AnalysisCode0
Linear and Deformable Image Registration with 3D Convolutional Neural NetworksCode0
Leveraging Unsupervised Image Registration for Discovery of Landmark Shape DescriptorCode0
Linearized Multi-Sampling for Differentiable Image TransformationCode0
Arbicon-Net: Arbitrary Continuous Geometric Transformation Networks for Image RegistrationCode0
Unsupervised dynamic modeling of medical image transformationCode0
3D Multimodal Image Registration for Plant PhenotypingCode0
Learning Physics-Inspired Regularization for Medical Image Registration with HypernetworksCode0
An Unsupervised Learning Model for Deformable Medical Image RegistrationCode0
LadleNet: A Two-Stage UNet for Infrared Image to Visible Image Translation Guided by Semantic SegmentationCode0
LaMoD: Latent Motion Diffusion Model For Myocardial Strain GenerationCode0
Label-driven weakly-supervised learning for multimodal deformable image registrationCode0
Joint Deformable Registration of Large EM Image Volumes: A Matrix Solver ApproachCode0
Unsupervised Deformable Image Registration with Structural Nonparametric SmoothingCode0
Joint segmentation and discontinuity-preserving deformable registration: Application to cardiac cine-MR imagesCode0
Iterative Inversion of Deformation Vector Fields with Feedback ControlCode0
A fast and memory-efficient algorithm for smooth interpolation of polyrigid transformations: application to human joint trackingCode0
IVIM-Morph: Motion-compensated quantitative Intra-voxel Incoherent Motion (IVIM) analysis for functional fetal lung maturity assessment from diffusion-weighted MRI dataCode0
Large Language Models for Multimodal Deformable Image RegistrationCode0
Influence of Early through Late Fusion on Pancreas Segmentation from Imperfectly Registered Multimodal MRICode0
Indirect Image Registration with Large Diffeomorphic DeformationsCode0
Innovative Quantitative Analysis for Disease Progression Assessment in Familial Cerebral Cavernous MalformationsCode0
Inverse Consistency by Construction for Multistep Deep RegistrationCode0
Implicit neural representations for joint decomposition and registration of gene expression images in the marmoset brainCode0
Impact of Initialization on Intra-subject Pediatric Brain MR Image Registration: A Comparative Analysis between SyN ANTs and Deep Learning-Based ApproachesCode0
Improving Generalization of Medical Image Registration Foundation ModelCode0
IMITATE: Image Registration with Context for unknown time frame recoveryCode0
Image registration of 2D optical thin sections in a 3D porous medium: Application to a Berea sandstone digital rock imageCode0
Inverse-Consistent Deep Networks for Unsupervised Deformable Image RegistrationCode0
HyperPredict: Estimating Hyperparameter Effects for Instance-Specific Regularization in Deformable Image RegistrationCode0
Adversarial Deformation Regularization for Training Image Registration Neural NetworksCode0
CLAIRE: A distributed-memory solver for constrained large deformation diffeomorphic image registrationCode0
An automated, geometry-based method for hippocampal shape and thickness analysisCode0
Homography-based Visual Servoing with Remote Center of Motion for Semi-autonomous Robotic Endoscope ManipulationCode0
Comparison of Consecutive and Re-stained Sections for Image Registration in HistopathologyCode0
Advancing Deformable Medical Image Registration with Multi-axis Cross-covariance AttentionCode0
3D Convolutional Neural Networks Image Registration Based on Efficient Supervised Learning from Artificial DeformationsCode0
CARL: A Framework for Equivariant Image RegistrationCode0
Highly-Expressive Spaces of Well-Behaved Transformations: Keeping It SimpleCode0
High-throughput, high-resolution registration-free generated adversarial network microscopyCode0
Image-and-Spatial Transformer Networks for Structure-Guided Image RegistrationCode0
An Artificial Agent for Robust Image RegistrationCode0
CINeMA: Conditional Implicit Neural Multi-Modal Atlas for a Spatio-Temporal Representation of the Perinatal BrainCode0
CABLD: Contrast-Agnostic Brain Landmark Detection with Consistency-Based RegularizationCode0
GLAMpoints: Greedily Learned Accurate Match pointsCode0
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Benchmark Results

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