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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 51–100 of 953 papers

TitleStatusHype
IMPACT: A Generic Semantic Loss for Multimodal Medical Image RegistrationCode1
Indescribable Multi-modal Spatial EvaluatorCode1
INSPIRE: Intensity and spatial information-based deformable image registrationCode1
Cross-modal Attention for MRI and Ultrasound Volume RegistrationCode1
Large Deformation Diffeomorphic Image Registration with Laplacian Pyramid NetworksCode1
LDM-Morph: Latent diffusion model guided deformable image registrationCode1
Coordinate Translator for Learning Deformable Medical Image RegistrationCode1
Learning Diffeomorphism for Image Registration with Time-Continuous Networks using Semigroup RegularizationCode1
LLVIP: A Visible-infrared Paired Dataset for Low-light VisionCode1
Cross-Modality Image Registration using a Training-Time Privileged Third ModalityCode1
Deep Learning-based Framework for Automatic Cranial Defect Reconstruction and Implant ModelingCode1
Medical Image Registration Meets Vision Foundation Model: Prototype Learning and Contour AwarenessCode1
Biomechanics-informed Non-rigid Medical Image Registration and its Inverse Material Property Estimation with Linear and Nonlinear ElasticityCode1
Automated Learning for Deformable Medical Image Registration by Jointly Optimizing Network Architectures and Objective FunctionsCode1
AutoFuse: Automatic Fusion Networks for Deformable Medical Image RegistrationCode1
A Variational Bayesian Method for Similarity Learning in Non-Rigid Image RegistrationCode1
CartiMorph: a framework for automated knee articular cartilage morphometricsCode1
Adapting the Mean Teacher for keypoint-based lung registration under geometric domain shiftsCode1
Beyond the LUMIR challenge: The pathway to foundational registration modelsCode1
Biomechanics-informed Neural Networks for Myocardial Motion Tracking in MRICode1
Conditional Deformable Image Registration with Convolutional Neural NetworkCode1
Continual atlas-based segmentation of prostate MRICode1
A light-weight rectangular decomposition large kernel convolution network for deformable medical image registration.Code1
SITReg: Multi-resolution architecture for symmetric, inverse consistent, and topology preserving image registrationCode1
Cross-Modality Multi-Atlas Segmentation via Deep Registration and Label FusionCode1
DAGrid: Directed Accumulator GridCode1
DeepFLASH: An Efficient Network for Learning-based Medical Image RegistrationCode1
Deep HDR Imaging via A Non-Local NetworkCode1
ALTO: A Large-Scale Dataset for UAV Visual Place Recognition and LocalizationCode1
Deep learning based registration using spatial gradients and noisy segmentation labelsCode1
A Robust and Interpretable Deep Learning Framework for Multi-modal Registration via KeypointsCode1
Deep Phase Correlation for End-to-End Heterogeneous Sensor Measurements MatchingCode1
DeepTag: An Unsupervised Deep Learning Method for Motion Tracking on Cardiac Tagging Magnetic Resonance ImagesCode1
Deformable Groupwise Image Registration using Low-Rank and Sparse DecompositionCode1
Deformer: Towards Displacement Field Learning for Unsupervised Medical Image RegistrationCode1
Learning Deformable Image Registration from Optimization: Perspective, Modules, Bilevel Training and BeyondCode1
Accelerating Translational Image Registration for HDR Images on GPUCode1
DRMIME: Differentiable Mutual Information and Matrix Exponential for Multi-Resolution Image RegistrationCode1
Are Vision Foundation Models Ready for Out-of-the-Box Medical Image Registration?Code1
Embedded Feature Similarity Optimization with Specific Parameter Initialization for 2D/3D Medical Image RegistrationCode1
ArtFacePoints: High-resolution Facial Landmark Detection in Paintings and PrintsCode1
Fast Symmetric Diffeomorphic Image Registration with Convolutional Neural NetworksCode1
Advanced computer vision for extracting georeferenced vehicle trajectories from drone imageryCode1
FlowReg: Fast Deformable Unsupervised Medical Image Registration using Optical FlowCode1
Anatomical Data Augmentation via Fluid-based Image RegistrationCode1
GoodPoint: unsupervised learning of keypoint detection and descriptionCode1
Anatomy-guided Multimodal Registration by Learning Segmentation without Ground Truth: Application to Intraprocedural CBCT/MR Liver Segmentation and RegistrationCode1
An Auto-Context Deformable Registration Network for Infant Brain MRICode1
HighRes-net: Recursive Fusion for Multi-Frame Super-Resolution of Satellite ImageryCode1
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