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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 101–150 of 953 papers

TitleStatusHype
DISA: DIfferentiable Similarity Approximation for Universal Multimodal RegistrationCode1
Residual Aligner NetworkCode1
Dual-Branch Squeeze-Fusion-Excitation Module for Cross-Modality Registration of Cardiac SPECT and CTCode1
Robust deformable image registration using cycle-consistent implicit representationsCode1
Embedded Feature Similarity Optimization with Specific Parameter Initialization for 2D/3D Medical Image RegistrationCode1
SACB-Net: Spatial-awareness Convolutions for Medical Image RegistrationCode1
Enhancing Deformable Local Features by Jointly Learning to Detect and Describe KeypointsCode1
Enhancing Medical Image Registration via Appearance Adjustment NetworksCode1
Fast 3D registration with accurate optimisation and little learning for Learn2Reg 2021Code1
SAM: Self-supervised Learning of Pixel-wise Anatomical Embeddings in Radiological ImagesCode1
H-ViT: A Hierarchical Vision Transformer for Deformable Image RegistrationCode1
Fast Symmetric Diffeomorphic Image Registration with Convolutional Neural NetworksCode1
Symmetric Transformer-based Network for Unsupervised Image RegistrationCode1
DeepFLASH: An Efficient Network for Learning-based Medical Image RegistrationCode1
Affine Medical Image Registration with Coarse-to-Fine Vision TransformerCode1
Fourier-Net: Fast Image Registration with Band-limited DeformationCode1
FSDiffReg: Feature-wise and Score-wise Diffusion-guided Unsupervised Deformable Image Registration for Cardiac ImagesCode1
Towards Positive Jacobian: Learn to Postprocess Diffeomorphic Image Registration with Matrix ExponentialCode1
Generative Myocardial Motion Tracking via Latent Space Exploration with Biomechanics-informed PriorCode1
Generative Adversarial Registration for Improved Conditional Deformable TemplatesCode1
U-Net vs Transformer: Is U-Net Outdated in Medical Image Registration?Code1
ICAM-reg: Interpretable Classification and Regression with Feature Attribution for Mapping Neurological Phenotypes in Individual ScansCode1
GradICON: Approximate Diffeomorphisms via Gradient Inverse ConsistencyCode1
GradICON: Approximate Diffeomorphisms via Gradient Inverse ConsistencyCode1
Are Vision Foundation Models Ready for Out-of-the-Box Medical Image Registration?Code1
UTSRMorph: A Unified Transformer and Superresolution Network for Unsupervised Medical Image RegistrationCode1
ArtFacePoints: High-resolution Facial Landmark Detection in Paintings and PrintsCode1
AutoFuse: Automatic Fusion Networks for Deformable Medical Image RegistrationCode1
Beyond the LUMIR challenge: The pathway to foundational registration modelsCode1
Attention-aware non-rigid image registration for accelerated MR imagingCode1
Adapting the Mean Teacher for keypoint-based lung registration under geometric domain shiftsCode1
A Variational Bayesian Method for Similarity Learning in Non-Rigid Image RegistrationCode1
HighRes-net: Recursive Fusion for Multi-Frame Super-Resolution of Satellite ImageryCode1
High-Resolution Maps of Left Atrial Displacements and Strains Estimated with 3D Cine MRI using Online Learning Neural NetworksCode1
A Robust and Interpretable Deep Learning Framework for Multi-modal Registration via KeypointsCode1
Biomechanics-informed Non-rigid Medical Image Registration and its Inverse Material Property Estimation with Linear and Nonlinear ElasticityCode1
Indescribable Multi-modal Spatial EvaluatorCode1
Input Similarity from the Neural Network PerspectiveCode1
CartiMorph: a framework for automated knee articular cartilage morphometricsCode1
CheXRelNet: An Anatomy-Aware Model for Tracking Longitudinal Relationships between Chest X-RaysCode1
Automated Learning for Deformable Medical Image Registration by Jointly Optimizing Network Architectures and Objective FunctionsCode1
Joint super-resolution and synthesis of 1 mm isotropic MP-RAGE volumes from clinical MRI exams with scans of different orientation, resolution and contrastCode1
Conditional Deformable Image Registration with Convolutional Neural NetworkCode1
Cross-Modality Image Registration using a Training-Time Privileged Third ModalityCode1
Continual atlas-based segmentation of prostate MRICode1
IIRP-Net: Iterative Inference Residual Pyramid Network for Enhanced Image RegistrationCode1
Learning Deformable Registration of Medical Images with Anatomical ConstraintsCode1
Coordinate Translator for Learning Deformable Medical Image RegistrationCode1
Preserving Tumor Volumes for Unsupervised Medical Image RegistrationCode1
Voxelmorph++ Going beyond the cranial vault with keypoint supervision and multi-channel instance optimisationCode1
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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