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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 651–675 of 953 papers

TitleStatusHype
Cross-Modality Multi-Atlas Segmentation Using Deep Neural Networks—0
CycleMorph: Cycle Consistent Unsupervised Deformable Image Registration—0
Unsupervised Deep-Learning Based Deformable Image Registration: A Bayesian Framework—0
Do ideas have shape? Idea registration as the continuous limit of artificial neural networksCode0
Multimodality Biomedical Image Registration using Free Point Transformer Networks—0
A coarse-to-fine framework for unsupervised multi-contrast MR image deformable registration with dual consistency constraint—0
Deep Complementary Joint Model for Complex Scene Registration and Few-shot Segmentation on Medical Images—0
Ordinary Differential Equation and Complex Matrix Exponential for Multi-resolution Image RegistrationCode0
Gaussian kernel smoothing—0
Adversarial Uni- and Multi-modal Stream Networks for Multimodal Image Registration—0
Dueling Deep Q-Network for Unsupervised Inter-frame Eye Movement Correction in Optical Coherence Tomography Volumes—0
Self-Supervised Discovery of Anatomical Shape Landmarks—0
Flexible Bayesian Modelling for Nonlinear Image Registration—0
Unsupervised learning of multimodal image registration using domain adaptation with projected Earth Move's discrepancies—0
Spatiotemporal motion prediction in free-breathing liver scans via a recurrent multi-scale encoder decoder—0
Tackling the Problem of Large Deformations in Deep Learning Based Medical Image Registration Using Displacement Embeddings—0
JSSR: A Joint Synthesis, Segmentation, and Registration System for 3D Multi-Modal Image Alignment of Large-scale Pathological CT Scans—0
Medical Image Generation using Generative Adversarial Networks—0
3D deformable registration of longitudinal abdominopelvic CT images using unsupervised deep learning—0
Groupwise Multimodal Image Registration using Joint Total VariationCode0
A fast and memory-efficient algorithm for smooth interpolation of polyrigid transformations: application to human joint trackingCode0
Convolutional Neural Networks vs. Deformable Image Registration For Medical Slice Interpolation—0
SynthMorph: learning contrast-invariant registration without acquired images—0
Unsupervised Deformable Medical Image Registration via Pyramidal Residual Deformation Fields Estimation—0
Fully Automated Myocardial Strain Estimation from CMR Tagged Images using a Deep Learning Framework in the UK Biobank—0
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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