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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
On-the-Fly SfM: What you capture is What you getCode1
Preserving Tumor Volumes for Unsupervised Medical Image RegistrationCode1
NePhi: Neural Deformation Fields for Approximately Diffeomorphic Medical Image RegistrationCode1
AutoFuse: Automatic Fusion Networks for Deformable Medical Image RegistrationCode1
On-the-Fly Guidance Training for Medical Image RegistrationCode1
CartiMorph: a framework for automated knee articular cartilage morphometricsCode1
FSDiffReg: Feature-wise and Score-wise Diffusion-guided Unsupervised Deformable Image Registration for Cardiac ImagesCode1
Reverse Knowledge Distillation: Training a Large Model using a Small One for Retinal Image Matching on Limited DataCode1
SAMConvex: Fast Discrete Optimization for CT Registration using Self-supervised Anatomical Embedding and Correlation PyramidCode1
DISA: DIfferentiable Similarity Approximation for Universal Multimodal RegistrationCode1
Towards Saner Deep Image RegistrationCode1
Stroke Extraction of Chinese Character Based on Deep Structure Deformable Image RegistrationCode1
Non-iterative Coarse-to-fine Transformer Networks for Joint Affine and Deformable Image RegistrationCode1
Fourier-Net+: Leveraging Band-Limited Representation for Efficient 3D Medical Image RegistrationCode1
ModeT: Learning Deformable Image Registration via Motion Decomposition TransformerCode1
DAGrid: Directed Accumulator GridCode1
Synthetic CT Generation from MRI using 3D Transformer-based Denoising Diffusion ModelCode1
Embedded Feature Similarity Optimization with Specific Parameter Initialization for 2D/3D Medical Image RegistrationCode1
A Robust and Interpretable Deep Learning Framework for Multi-modal Registration via KeypointsCode1
Enhancing Deformable Local Features by Jointly Learning to Detect and Describe KeypointsCode1
SITReg: Multi-resolution architecture for symmetric, inverse consistent, and topology preserving image registrationCode1
Indescribable Multi-modal Spatial EvaluatorCode1
Non-rigid Medical Image Registration using Physics-informed Neural NetworksCode1
Recurrence With Correlation Network for Medical Image RegistrationCode1
RMSim: Controlled Respiratory Motion Simulation on Static Patient ScansCode1
GradICON: Approximate Diffeomorphisms via Gradient Inverse ConsistencyCode1
On Finite Difference Jacobian Computation in Deformable Image RegistrationCode1
Fourier-Net: Fast Image Registration with Band-limited DeformationCode1
WarpPINN: Cine-MR image registration with physics-informed neural networksCode1
ArtFacePoints: High-resolution Facial Landmark Detection in Paintings and PrintsCode1
CheXRelNet: An Anatomy-Aware Model for Tracking Longitudinal Relationships between Chest X-RaysCode1
U-Net vs Transformer: Is U-Net Outdated in Medical Image Registration?Code1
Cross-Modality Image Registration using a Training-Time Privileged Third ModalityCode1
ALTO: A Large-Scale Dataset for UAV Visual Place Recognition and LocalizationCode1
Semi-Supervised Keypoint Detector and Descriptor for Retinal Image MatchingCode1
Deformer: Towards Displacement Field Learning for Unsupervised Medical Image RegistrationCode1
Adapting the Mean Teacher for keypoint-based lung registration under geometric domain shiftsCode1
Non-iterative Coarse-to-fine Registration based on Single-pass Deep Cumulative LearningCode1
XMorpher: Full Transformer for Deformable Medical Image Registration via Cross AttentionCode1
GradICON: Approximate Diffeomorphisms via Gradient Inverse ConsistencyCode1
Dual-Branch Squeeze-Fusion-Excitation Module for Cross-Modality Registration of Cardiac SPECT and CTCode1
Generative Myocardial Motion Tracking via Latent Space Exploration with Biomechanics-informed PriorCode1
Unsupervised Deformable Image Registration with Absent Correspondences in Pre-operative and Post-Recurrence Brain Tumor MRI ScansCode1
Symmetric Transformer-based Network for Unsupervised Image RegistrationCode1
Unsupervised Multi-Modal Medical Image Registration via Discriminator-Free Image-to-Image TranslationCode1
Deep Learning-based Framework for Automatic Cranial Defect Reconstruction and Implant ModelingCode1
Affine Medical Image Registration with Coarse-to-Fine Vision TransformerCode1
Automated Learning for Deformable Medical Image Registration by Jointly Optimizing Network Architectures and Objective FunctionsCode1
Residual Aligner NetworkCode1
Coordinate Translator for Learning Deformable Medical Image RegistrationCode1
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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