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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 101–150 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
NestedMorph: Enhancing Deformable Medical Image Registration with Nested Attention MechanismsCode0
CTARR: A fast and robust method for identifying anatomical regions on CT images via atlas registrationCode0
Deep Regression 2D-3D Ultrasound Registration for Liver Motion Correction in Focal Tumor Thermal AblationCode0
Shuffled Linear Regression via Spectral Matching—0
Dual-Attention Frequency Fusion at Multi-Scale for Joint Segmentation and Deformable Medical Image Registration—0
ADEPT: A Noninvasive Method for Determining Elastic Parameters of Valve Tissue—0
Automatic Registration of SHG and H&E Images with Feature-based Initial Alignment and Intensity-based Instance Optimization: Contribution to the COMULIS Challenge—0
Unsupervised Learning of Multi-modal Affine Registration for PET/CTCode0
A solution for co-locating 2D histology images in 3D for histology-to-CT and MR image registration: closing the loop for bone sarcoma treatment planning—0
Tumor aware recurrent inter-patient deformable image registration of computed tomography scans with lung cancer—0
Quantifying Knee Cartilage Shape and Lesion: From Image to MetricsCode0
Weakly-supervised Camera Localization by Ground-to-satellite Image RegistrationCode1
Unsupervised Multimodal 3D Medical Image Registration with Multilevel Correlation Balanced OptimizationCode0
Influence of Early through Late Fusion on Pancreas Segmentation from Imperfectly Registered Multimodal MRICode0
Groupwise Image Registration with Edge-Based Loss for Low-SNR Cardiac MRI—0
Progressive Retinal Image Registration via Global and Local Deformable TransformationsCode0
Large Scale Unsupervised Brain MRI Image Registration Solution for Learn2Reg 2024—0
H-SGANet: Hybrid Sparse Graph Attention Network for Deformable Medical Image Registration—0
Geometric Artifact Correction for Symmetric Multi-Linear Trajectory CT: Theory, Method, and Generalization—0
Fast Edge-Aware Occlusion Detection in the Context of Multispectral Camera ArraysCode0
Application of Disentanglement to Map Registration Problem—0
Reliable Multi-modal Medical Image-to-image Translation Independent of Pixel-wise Aligned Data—0
MBSS-T1: Model-Based Subject-Specific Self-Supervised Motion Correction for Robust Cardiac T1 MappingCode0
Large Language Models for Multimodal Deformable Image RegistrationCode0
deepmriprep: Voxel-based Morphometry (VBM) Preprocessing via Deep Neural NetworksCode2
Methods based on Radon transform for non-affine deformable image registration of noisy images—0
Deformable Image Registration with Multi-scale Feature Fusion from Shared Encoder, Auxiliary and Pyramid Decoders—0
Deep Learning in Medical Image Registration: Magic or Mirage?Code1
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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