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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 326–350 of 953 papers

TitleStatusHype
Non-iterative Coarse-to-fine Transformer Networks for Joint Affine and Deformable Image RegistrationCode1
Registration-Free Hybrid Learning Empowers Simple Multimodal Imaging System for High-quality Fusion Detection—0
Fourier-Net+: Leveraging Band-Limited Representation for Efficient 3D Medical Image RegistrationCode1
Sulcal Pattern Matching with the Wasserstein DistanceCode0
Efficient High-Resolution Template Matching with Vector Quantized Nearest Neighbour FieldsCode0
Phase retrieval via non-rigid image registrationCode0
Unsupervised Deformable Image Registration for Respiratory Motion Compensation in Ultrasound Images—0
Unsupervised Deformable Ultrasound Image Registration and Its Application for Vessel Segmentation—0
Can a single image processing algorithm work equally well across all phases of DCE-MRI?—0
Deep learning-based group-wise registration for longitudinal MRI analysis in glioma—0
Echocardiography Segmentation Using Neural ODE-based Diffeomorphic Registration Field—0
1st Solution Places for CVPR 2023 UG^2+ Challenge Track 2.2-Coded Target Restoration through Atmospheric TurbulenceCode0
1st Solution Places for CVPR 2023 UG^2+ Challenge Track 2.1-Text Recognition through Atmospheric TurbulenceCode0
Vista-Morph: Unsupervised Image Registration of Visible-Thermal Facial Pairs—0
ModeT: Learning Deformable Image Registration via Motion Decomposition TransformerCode1
Learning Probabilistic Coordinate Fields for Robust Correspondences—0
A Vessel-Segmentation-Based CycleGAN for Unpaired Multi-modal Retinal Image Synthesis—0
DAGrid: Directed Accumulator GridCode1
Image Registration of In Vivo Micro-Ultrasound and Ex Vivo Pseudo-Whole Mount Histopathology Images of the Prostate: A Proof-of-Concept Study—0
Synthetic CT Generation from MRI using 3D Transformer-based Denoising Diffusion ModelCode1
ORRN: An ODE-based Recursive Registration Network for Deformable Respiratory Motion Estimation with Lung 4DCT ImagesCode0
Development and Whole-Body Validation of Personalizable Female and Male Pedestrian SAFER Human Body Models—0
Embedded Feature Similarity Optimization with Specific Parameter Initialization for 2D/3D Medical Image RegistrationCode1
RFR-WWANet: Weighted Window Attention-Based Recovery Feature Resolution Network for Unsupervised Image RegistrationCode0
Inverse Consistency by Construction for Multistep Deep RegistrationCode0
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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