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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 101–125 of 953 papers

TitleStatusHype
A Symmetric Dynamic Learning Framework for Diffeomorphic Medical Image Registration—0
A Deep-Based Approach for Multi-Descriptor Feature Extraction: Applications on SAR Image RegistrationCode0
Multi-modal deformable image registration using untrained neural networks—0
Advanced computer vision for extracting georeferenced vehicle trajectories from drone imageryCode1
MambaReg: Mamba-Based Disentangled Convolutional Sparse Coding for Unsupervised Deformable Multi-Modal Image Registration—0
NCA-Morph: Medical Image Registration with Neural Cellular AutomataCode0
UTSRMorph: A Unified Transformer and Superresolution Network for Unsupervised Medical Image RegistrationCode1
A Counterexample in Cross-Correlation Template Matching—0
MsMorph: An Unsupervised pyramid learning network for brain image registrationCode0
Improving Instance Optimization in Deformable Image Registration with Gradient Projection—0
GESH-Net: Graph-Enhanced Spherical Harmonic Convolutional Networks for Cortical Surface Registration—0
2D-3D Deformable Image Registration of Histology Slide and Micro-CT with ML-based Initialization—0
SAMReg: SAM-enabled Image Registration with ROI-based CorrespondenceCode0
RS-MOCO: A deep learning-based topology-preserving image registration method for cardiac T1 mapping—0
MoonMetaSync: Lunar Image Registration AnalysisCode0
Stationary Velocity Fields on Matrix Groups for Deformable Image Registration—0
A Counterexample in Image Registration—0
Leveraging Semantic Cues from Foundation Vision Models for Enhanced Local Feature CorrespondenceCode1
FiRework: Field Refinement Framework for Efficient Enhancement of Deformable RegistrationCode0
Hierarchical Uncertainty Estimation for Learning-based Registration in NeuroimagingCode0
DiffuseReg: Denoising Diffusion Model for Obtaining Deformation Fields in Unsupervised Deformable Image RegistrationCode1
DiffKillR: Killing and Recreating Diffeomorphisms for Cell Annotation in Dense Microscopy ImagesCode0
Deep Regression 2D-3D Ultrasound Registration for Liver Motion Correction in Focal Tumor Thermal AblationCode0
CTARR: A fast and robust method for identifying anatomical regions on CT images via atlas registrationCode0
NestedMorph: Enhancing Deformable Medical Image Registration with Nested Attention MechanismsCode0
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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