SOTAVerified

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

Showing 626650 of 953 papers

TitleStatusHype
Longitudinal Image Registration with Temporal-order and Subject-specificity Discrimination0
Deep Phase Correlation for End-to-End Heterogeneous Sensor Measurements MatchingCode1
A Deep Network for Joint Registration and Reconstruction of Images with Pathologies0
Cross-Modality Multi-Atlas Segmentation Using Deep Neural Networks0
CycleMorph: Cycle Consistent Unsupervised Deformable Image Registration0
Do ideas have shape? Idea registration as the continuous limit of artificial neural networksCode0
Unsupervised Deep-Learning Based Deformable Image Registration: A Bayesian Framework0
Multimodality Biomedical Image Registration using Free Point Transformer Networks0
A coarse-to-fine framework for unsupervised multi-contrast MR image deformable registration with dual consistency constraint0
Deep Complementary Joint Model for Complex Scene Registration and Few-shot Segmentation on Medical Images0
Ordinary Differential Equation and Complex Matrix Exponential for Multi-resolution Image RegistrationCode0
Gaussian kernel smoothing0
Accelerating Translational Image Registration for HDR Images on GPUCode1
Adversarial Uni- and Multi-modal Stream Networks for Multimodal Image Registration0
Anatomical Data Augmentation via Fluid-based Image RegistrationCode1
Dueling Deep Q-Network for Unsupervised Inter-frame Eye Movement Correction in Optical Coherence Tomography Volumes0
Large Deformation Diffeomorphic Image Registration with Laplacian Pyramid NetworksCode1
MvMM-RegNet: A new image registration framework based on multivariate mixture model and neural network estimationCode1
Self-Supervised Discovery of Anatomical Shape Landmarks0
Biomechanics-informed Neural Networks for Myocardial Motion Tracking in MRICode1
Flexible Bayesian Modelling for Nonlinear Image Registration0
GoodPoint: unsupervised learning of keypoint detection and descriptionCode1
Spatiotemporal motion prediction in free-breathing liver scans via a recurrent multi-scale encoder decoder0
Unsupervised learning of multimodal image registration using domain adaptation with projected Earth Move's discrepancies0
Tackling the Problem of Large Deformations in Deep Learning Based Medical Image Registration Using Displacement Embeddings0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1RAN4+DSC0.62Unverified
2CLIP+SVD+ViTDSC0.61Unverified
3CLIP+SVD+ResNetDSC0.6Unverified
4CLIP+ViTDSC0.59Unverified
5Chatgpt+SVDDSC0.58Unverified
6RMAnDSC0.55Unverified
7RAN3DSC0.54Unverified
8SAME++DSC0.49Unverified
9DnetDSC0.47Unverified
#ModelMetricClaimedVerifiedStatus
1LKRetinamAUC0.76Unverified
2SuperRetinamAUC0.76Unverified
3REMPE, JBHI 2020mAUC0.72Unverified
4GLAMpoints, ICCV 2019mAUC0.62Unverified
5SIFTmAUC0.57Unverified
6PBO, ICIP 2010mAUC0.55Unverified
#ModelMetricClaimedVerifiedStatus
1DnetASD5.01Unverified
2RMAnASD3.83Unverified
3RAN4+ASD3.8Unverified
4RAN3ASD3.01Unverified
#ModelMetricClaimedVerifiedStatus
1Region-specific Diffeomorphic Metric MappingDice68.18Unverified
2vSVF-net [shen2019networks]Dice67.59Unverified
#ModelMetricClaimedVerifiedStatus
1Recursive Refinement Networklandmarks0.83Unverified