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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 201–250 of 953 papers

TitleStatusHype
Rethinking Barely-Supervised Volumetric Medical Image Segmentation from an Unsupervised Domain Adaptation PerspectiveCode0
Automatic Segmentation of the Kidneys and Cystic Renal Lesions on Non-Contrast CT Using a Convolutional Neural Network—0
A method for supervoxel-wise association studies of age and other non-imaging variables from coronary computed tomography angiograms—0
Unsupervised Skin Feature Tracking with Deep Neural Networks—0
Diffeomorphic Transformer-based Abdomen MRI-CT Deformable Image Registration—0
Continuous sPatial-Temporal Deformable Image Registration (CPT-DIR) for motion modelling in radiotherapy: beyond classic voxel-based methods—0
Attention-aware non-rigid image registration for accelerated MR imagingCode1
Transformer-Based Local Feature Matching for Multimodal Image Registration—0
Image registration based automated lesion correspondence pipeline for longitudinal CT data—0
ConKeD++ -- Improving descriptor learning for retinal image registration: A comprehensive study of contrastive losses—0
RetinaRegNet: A Zero-Shot Approach for Retinal Image RegistrationCode1
A Survey on Visual MambaCode4
RegWSI: Whole Slide Image Registration using Combined Deep Feature- and Intensity-Based Methods: Winner of the ACROBAT 2023 Challenge—0
Deformable MRI Sequence Registration for AI-based Prostate Cancer Diagnosis—0
VMambaMorph: a Multi-Modality Deformable Image Registration Framework based on Visual State Space Model with Cross-Scan ModuleCode2
Fast Diffeomorphic Image Registration using Patch based Fully Convolutional Networks—0
Neural Ordinary Differential Equation based Sequential Image Registration for Dynamic Characterization—0
FireANTs: Adaptive Riemannian Optimization for Multi-Scale Diffeomorphic MatchingCode2
A multi-stage semi-supervised learning for ankle fracture classification on CT images—0
Medical Image Registration and Its Application in Retinal Images: A Review—0
ModeTv2: GPU-accelerated Motion Decomposition Transformer for Pairwise Optimization in Medical Image RegistrationCode1
Low Rank Groupwise Deformations for Motion Tracking in Cardiac Cine MRI—0
Innovative Quantitative Analysis for Disease Progression Assessment in Familial Cerebral Cavernous MalformationsCode0
EfficientMorph: Parameter-Efficient Transformer-Based Architecture for 3D Image RegistrationCode0
A Spectrum-based Image Denoising Method with Edge Feature Enhancement—0
UDCR: Unsupervised Aortic DSA/CTA Rigid Registration Using Deep Reinforcement Learning and Overlap Degree Calculation—0
uniGradICON: A Foundation Model for Medical Image RegistrationCode3
From Registration Uncertainty to Segmentation Uncertainty—0
HyperPredict: Estimating Hyperparameter Effects for Instance-Specific Regularization in Deformable Image RegistrationCode0
Coronary artery segmentation in non-contrast calcium scoring CT images using deep learning—0
Modality-Agnostic Structural Image Representation Learning for Deformable Multi-Modality Medical Image Registration—0
Multimodal Learning To Improve Cardiac Late Mechanical Activation Detection From Cine MR Images—0
Quantifying the Resolution of a Template after Image RegistrationCode0
General Purpose Image Encoder DINOv2 for Medical Image Registration—0
Multi-Objective Learning for Deformable Image Registration—0
Revisiting registration-based synthesis: A focus on unsupervised MR image synthesis—0
Semi-weakly-supervised neural network training for medical image registration—0
VisIRNet: Deep Image Alignment for UAV-taken Visible and Infrared Image PairsCode1
TAI-GAN: A Temporally and Anatomically Informed Generative Adversarial Network for early-to-late frame conversion in dynamic cardiac PET inter-frame motion correction—0
Pyramid Attention Network for Medical Image RegistrationCode1
Diffeomorphic Measure Matching with Kernels for Generative ModelingCode0
Neural Graphics Primitives-based Deformable Image Registration for On-the-fly Motion Extraction—0
Decoder-Only Image RegistrationCode1
Local Feature Matching Using Deep Learning: A SurveyCode2
Deep 3D World Models for Multi-Image Super-Resolution Beyond Optical Flow—0
A Tournament of Transformation Models: B-Spline-based vs. Mesh-based Multi-Objective Deformable Image Registration—0
MambaMorph: a Mamba-based Framework for Medical MR-CT Deformable RegistrationCode2
RoTIR: Rotation-Equivariant Network and Transformers for Fish Scale Image Registration—0
BreastRegNet: A Deep Learning Framework for Registration of Breast Faxitron and Histopathology Images—0
Slicer Networks—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