SOTAVerified

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

Showing 551575 of 953 papers

TitleStatusHype
A comparative study of paired versus unpaired deep learning methods for physically enhancing digital rock image resolution0
The Brain Tumor Sequence Registration (BraTS-Reg) Challenge: Establishing Correspondence Between Pre-Operative and Follow-up MRI Scans of Diffuse Glioma Patients0
DiffuseMorph: Unsupervised Deformable Image Registration Using Diffusion Model0
Learn2Reg: comprehensive multi-task medical image registration challenge, dataset and evaluation in the era of deep learning0
Embedding Gradient-based Optimization in Image Registration NetworksCode0
Dual-Flow Transformation Network for Deformable Image Registration with Region Consistency Constraint0
Fast L^2 optimal mass transport via reduced basis methods for the Monge-Amp ere equation0
Regularized directional representations for medical image registration0
LDDMM meets GANs: Generative Adversarial Networks for diffeomorphic registration0
Deformable image registration with deep network priors: a study on longitudinal PET images0
Learning an airway atlas from lung CT using semantic inter-patient deformable registration0
Leveraging Unsupervised Image Registration for Discovery of Landmark Shape DescriptorCode0
A Structure Feature Algorithm for Multi-modal Forearm Registration0
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
A Deep Learning Framework for Diffeomorphic Mapping Problems via Quasi-conformal Geometry applied to Imaging0
Closed-loop Feedback Registration for Consecutive Images of Moving Flexible Targets0
A unifying framework for n-dimensional quasi-conformal mappings0
Nesterov Accelerated ADMM for Fast Diffeomorphic Image Registration0
SemCal: Semantic LiDAR-Camera Calibration using Neural MutualInformation Estimator0
Real-time multimodal image registration with partial intraoperative point-set data0
Automatic Landmarks Correspondence Detection in Medical Images with an Application to Deformable Image Registration0
Deep learning facilitates fully automated brain image registration of optoacoustic tomography and magnetic resonance imaging0
Burst Imaging for Light-Constrained Structure-From-Motion0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1RAN4+DSC0.62Unverified
2CLIP+SVD+ViTDSC0.61Unverified
3CLIP+SVD+ResNetDSC0.6Unverified
4CLIP+ViTDSC0.59Unverified
5Chatgpt+SVDDSC0.58Unverified
6RMAnDSC0.55Unverified
7RAN3DSC0.54Unverified
8SAME++DSC0.49Unverified
9DnetDSC0.47Unverified
#ModelMetricClaimedVerifiedStatus
1LKRetinamAUC0.76Unverified
2SuperRetinamAUC0.76Unverified
3REMPE, JBHI 2020mAUC0.72Unverified
4GLAMpoints, ICCV 2019mAUC0.62Unverified
5SIFTmAUC0.57Unverified
6PBO, ICIP 2010mAUC0.55Unverified
#ModelMetricClaimedVerifiedStatus
1DnetASD5.01Unverified
2RMAnASD3.83Unverified
3RAN4+ASD3.8Unverified
4RAN3ASD3.01Unverified
#ModelMetricClaimedVerifiedStatus
1Region-specific Diffeomorphic Metric MappingDice68.18Unverified
2vSVF-net [shen2019networks]Dice67.59Unverified
#ModelMetricClaimedVerifiedStatus
1Recursive Refinement Networklandmarks0.83Unverified