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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 51–75 of 953 papers

TitleStatusHype
DISA: DIfferentiable Similarity Approximation for Universal Multimodal RegistrationCode1
DRMIME: Differentiable Mutual Information and Matrix Exponential for Multi-Resolution Image RegistrationCode1
Embedded Feature Similarity Optimization with Specific Parameter Initialization for 2D/3D Medical Image RegistrationCode1
Enhancing Deformable Local Features by Jointly Learning to Detect and Describe KeypointsCode1
Learning Deformable Image Registration from Optimization: Perspective, Modules, Bilevel Training and BeyondCode1
Cross-Modality Image Registration using a Training-Time Privileged Third ModalityCode1
Affine Medical Image Registration with Coarse-to-Fine Vision TransformerCode1
Fourier-Net: Fast Image Registration with Band-limited DeformationCode1
Generative Adversarial Registration for Improved Conditional Deformable TemplatesCode1
Generative Myocardial Motion Tracking via Latent Space Exploration with Biomechanics-informed PriorCode1
GradICON: Approximate Diffeomorphisms via Gradient Inverse ConsistencyCode1
GradICON: Approximate Diffeomorphisms via Gradient Inverse ConsistencyCode1
Automated Learning for Deformable Medical Image Registration by Jointly Optimizing Network Architectures and Objective FunctionsCode1
ArtFacePoints: High-resolution Facial Landmark Detection in Paintings and PrintsCode1
SITReg: Multi-resolution architecture for symmetric, inverse consistent, and topology preserving image registrationCode1
A Variational Bayesian Method for Similarity Learning in Non-Rigid Image RegistrationCode1
An Auto-Context Deformable Registration Network for Infant Brain MRICode1
Adapting the Mean Teacher for keypoint-based lung registration under geometric domain shiftsCode1
Attention-aware non-rigid image registration for accelerated MR imagingCode1
AutoFuse: Automatic Fusion Networks for Deformable Medical 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
A light-weight rectangular decomposition large kernel convolution network for deformable medical image registration.Code1
CheXRelNet: An Anatomy-Aware Model for Tracking Longitudinal Relationships between Chest X-RaysCode1
Are Vision Foundation Models Ready for Out-of-the-Box Medical Image Registration?Code1
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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