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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 76–100 of 953 papers

TitleStatusHype
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U-Net vs Transformer: Is U-Net Outdated in Medical Image Registration?Code1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