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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 501–550 of 953 papers

TitleStatusHype
Stochastic Planner-Actor-Critic for Unsupervised Deformable Image RegistrationCode1
The Brain Tumor Sequence Registration (BraTS-Reg) Challenge: Establishing Correspondence Between Pre-Operative and Follow-up MRI Scans of Diffuse Glioma Patients—0
DiffuseMorph: Unsupervised Deformable Image Registration Using Diffusion Model—0
Learn2Reg: comprehensive multi-task medical image registration challenge, dataset and evaluation in the era of deep learning—0
Embedding Gradient-based Optimization in Image Registration NetworksCode0
Fast 3D registration with accurate optimisation and little learning for Learn2Reg 2021Code1
Dual-Flow Transformation Network for Deformable Image Registration with Region Consistency Constraint—0
Fast L^2 optimal mass transport via reduced basis methods for the Monge-Amp ere equation—0
Regularized directional representations for medical image registration—0
PlantStereo: A Stereo Matching Benchmark for Plant Surface Dense ReconstructionCode1
LDDMM meets GANs: Generative Adversarial Networks for diffeomorphic registration—0
Deformable image registration with deep network priors: a study on longitudinal PET images—0
TransMorph: Transformer for unsupervised medical image registrationCode1
Learning an airway atlas from lung CT using semantic inter-patient deformable registration—0
Leveraging Unsupervised Image Registration for Discovery of Landmark Shape DescriptorCode0
A Structure Feature Algorithm for Multi-modal Forearm Registration—0
Simulating Realistic MRI variations to Improve Deep Learning model and visual explanations using GradCAMCode0
Homography-based Visual Servoing with Remote Center of Motion for Semi-autonomous Robotic Endoscope ManipulationCode0
Uncertainty quantification in non-rigid image registration via stochastic gradient Markov chain Monte CarloCode0
Closed-loop Feedback Registration for Consecutive Images of Moving Flexible Targets—0
A Deep Learning Framework for Diffeomorphic Mapping Problems via Quasi-conformal Geometry applied to Imaging—0
A unifying framework for n-dimensional quasi-conformal mappings—0
Nesterov Accelerated ADMM for Fast Diffeomorphic Image Registration—0
SAME: Deformable Image Registration based on Self-supervised Anatomical EmbeddingsCode1
SemCal: Semantic LiDAR-Camera Calibration using Neural MutualInformation Estimator—0
Real-time multimodal image registration with partial intraoperative point-set data—0
Automatic Landmarks Correspondence Detection in Medical Images with an Application to Deformable Image Registration—0
Deep learning facilitates fully automated brain image registration of optoacoustic tomography and magnetic resonance imaging—0
LLVIP: A Visible-infrared Paired Dataset for Low-light VisionCode1
Burst Imaging for Light-Constrained Structure-From-Motion—0
NPBDREG: Uncertainty Assessment in Diffeomorphic Brain MRI Registration using a Non-parametric Bayesian Deep-Learning Based ApproachCode0
First Order Locally Orderless Registration—0
NODEO: A Neural Ordinary Differential Equation Based Optimization Framework for Deformable Image Registration—0
Application of Tilt Correlation Statistics to Anisoplanatic Optical Turbulence Modeling and Mitigation—0
Precise Aerial Image Matching based on Deep Homography Estimation—0
Bayesian Atlas Building with Hierarchical Priors for Subject-specific RegularizationCode0
Cross-modal Attention for MRI and Ultrasound Volume RegistrationCode1
A Deep Discontinuity-Preserving Image Registration NetworkCode0
Double-Uncertainty Guided Spatial and Temporal Consistency Regularization Weighting for Learning-based Abdominal Registration—0
Comparison of Consecutive and Re-stained Sections for Image Registration in HistopathologyCode0
Conditional Deformable Image Registration with Convolutional Neural NetworkCode1
Weakly Supervised Registration of Prostate MRI and Histopathology Images—0
Learning-Based Image Registration With Meta-Regularization—0
Metamorphic image registration using a semi-Lagrangian schemeCode1
Multi-scale Neural ODEs for 3D Medical Image Registration—0
Recursive Refinement Network for Deformable Lung Registration between Exhale and Inhale CT ScansCode1
CAR-Net: Unsupervised Co-Attention Guided Registration Network for Joint Registration and Structure Learning—0
PCNet: A Structure Similarity Enhancement Method for Multispectral and Multimodal Image Registration—0
Recent advances and clinical applications of deep learning in medical image analysis—0
Learning a Model-Driven Variational Network for Deformable Image Registration—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