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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 626–650 of 953 papers

TitleStatusHype
CNN-based Lung CT Registration with Multiple Anatomical Constraints—0
cMinMax: A Fast Algorithm to Find the Corners of an N-dimensional Convex PolytopeCode0
Deep Learning for Regularization Prediction in Diffeomorphic Image Registration—0
A Learning-based Optimization Algorithm:Image Registration Optimizer NetworkCode0
Registration of Multiresolution Remote Sensing Images Based on L2-Siamese ModelCode0
Unsupervised Multimodal Image Registration with Adaptative Gradient Guidance—0
Unimodal Cyclic Regularization for Training Multimodal Image Registration Networks—0
Patch-based field-of-view matching in multi-modal images for electroporation-based ablations—0
FDRN: A Fast Deformable Registration Network for Medical Images—0
Quasiconformal model with CNN features for large deformation image registration—0
GloFlow: Global Image Alignment for Creation of Whole Slide Images for Pathology from Video—0
Motion Compensated Whole-Heart Coronary Magnetic Resonance Angiography using Focused Navigation (fNAV)—0
DeepAtrophy: Teaching a Neural Network to Differentiate Progressive Changes from Noise on Longitudinal MRI in Alzheimer's Disease—0
Measuring breathing induced oesophageal motion and its dosimetric impact—0
MDReg-Net: Multi-resolution diffeomorphic image registration using fully convolutional networks with deep self-supervision—0
Optimization over Random and Gradient Probabilistic Pixel Sampling for Fast, Robust Multi-Resolution Image Registration—0
Uncertainty driven probabilistic voxel selection for image registration—0
Deep Group-wise Variational Diffeomorphic Image Registration—0
Exploring Intensity Invariance in Deep Neural Networks for Brain Image RegistrationCode0
F3RNet: Full-Resolution Residual Registration Network for Deformable Image Registration—0
Multimodal Medical Image registration using Discrete Wavelet Transform and Gaussian Pyramids—0
Gaussian Process Gradient Maps for Loop-Closure Detection in Unstructured Planetary Environments—0
Introduction to Medical Image Registration with DeepReg, Between Old and New—0
Longitudinal Image Registration with Temporal-order and Subject-specificity Discrimination—0
A Deep Network for Joint Registration and Reconstruction of Images with Pathologies—0
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All datasetsUnpaired-abdomen-CTFIREUnpaired-lung-CTOsteoarthritis InitiativeDIR-LAB COPDgene

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