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

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Showing 1–50 of 953 papers

TitleStatusHype
A Survey on Visual MambaCode4
uniGradICON: A Foundation Model for Medical Image RegistrationCode3
multiGradICON: A Foundation Model for Multimodal Medical Image RegistrationCode3
MambaMorph: a Mamba-based Framework for Medical MR-CT Deformable RegistrationCode2
Correlation-aware Coarse-to-fine MLPs for Deformable Medical Image RegistrationCode2
OncoReg: Medical Image Registration for Oncological ChallengesCode2
Local Feature Matching Using Deep Learning: A SurveyCode2
VMambaMorph: a Multi-Modality Deformable Image Registration Framework based on Visual State Space Model with Cross-Scan ModuleCode2
An Adversarial Approach to Register Extreme Resolution Tissue Cleared 3D Brain ImagesCode2
deepmriprep: Voxel-based Morphometry (VBM) Preprocessing via Deep Neural NetworksCode2
Intraoperative 2D/3D Image Registration via Differentiable X-ray RenderingCode2
FireANTs: Adaptive Riemannian Optimization for Multi-Scale Diffeomorphic MatchingCode2
Parallax-Tolerant Unsupervised Deep Image StitchingCode2
DeepTag: An Unsupervised Deep Learning Method for Motion Tracking on Cardiac Tagging Magnetic Resonance ImagesCode1
Deep Phase Correlation for End-to-End Heterogeneous Sensor Measurements MatchingCode1
Deformable Groupwise Image Registration using Low-Rank and Sparse DecompositionCode1
Deep learning based geometric registration for medical images: How accurate can we get without visual features?Code1
Deep Implicit Optimization enables Robust Learnable Features for Deformable Image RegistrationCode1
Deep learning based registration using spatial gradients and noisy segmentation labelsCode1
Deformation-Recovery Diffusion Model (DRDM): Instance Deformation for Image Manipulation and SynthesisCode1
Coordinate Translator for Learning Deformable Medical Image RegistrationCode1
Continual atlas-based segmentation of prostate MRICode1
DeepFLASH: An Efficient Network for Learning-based Medical Image RegistrationCode1
Deep HDR Imaging via A Non-Local NetworkCode1
Deep Learning-Based Concurrent Brain Registration and Tumor SegmentationCode1
Deep Learning-based Framework for Automatic Cranial Defect Reconstruction and Implant ModelingCode1
Deep Learning in Medical Image Registration: Magic or Mirage?Code1
Cross-modal Attention for MRI and Ultrasound Volume RegistrationCode1
DeepReg: a deep learning toolkit for medical image registrationCode1
DeepSim: Semantic similarity metrics for learned image registrationCode1
CartiMorph: a framework for automated knee articular cartilage morphometricsCode1
Beyond the LUMIR challenge: The pathway to foundational registration modelsCode1
CheXRelNet: An Anatomy-Aware Model for Tracking Longitudinal Relationships between Chest X-RaysCode1
Cross-Modality Image Registration using a Training-Time Privileged Third ModalityCode1
ArtFacePoints: High-resolution Facial Landmark Detection in Paintings and PrintsCode1
SITReg: Multi-resolution architecture for symmetric, inverse consistent, and topology preserving image registrationCode1
Are Vision Foundation Models Ready for Out-of-the-Box Medical Image Registration?Code1
An Auto-Context Deformable Registration Network for Infant Brain MRICode1
Automated Learning for Deformable Medical Image Registration by Jointly Optimizing Network Architectures and Objective FunctionsCode1
A Variational Bayesian Method for Similarity Learning in Non-Rigid Image RegistrationCode1
Biomechanics-informed Neural Networks for Myocardial Motion Tracking in MRICode1
Biomechanics-informed Non-rigid Medical Image Registration and its Inverse Material Property Estimation with Linear and Nonlinear ElasticityCode1
Accelerating Translational Image Registration for HDR Images on GPUCode1
Conditional Deformable Image Registration with Convolutional Neural NetworkCode1
A Robust and Interpretable Deep Learning Framework for Multi-modal Registration via KeypointsCode1
Advanced computer vision for extracting georeferenced vehicle trajectories from drone imageryCode1
DAGrid: Directed Accumulator GridCode1
Decoder-Only Image RegistrationCode1
Affine Medical Image Registration with Coarse-to-Fine Vision TransformerCode1
Attention-aware non-rigid image registration for accelerated MR imagingCode1
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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