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 751800 of 953 papers

TitleStatusHype
Radiological images and machine learning: trends, perspectives, and prospects0
Training Data Independent Image Registration With GANs Using Transfer Learning And Segmentation Information0
Unsupervised Deformable Registration for Multi-Modal Images via Disentangled Representations0
Networks for Joint Affine and Non-parametric Image RegistrationCode0
Unsupervised Learning of Probabilistic Diffeomorphic Registration for Images and Surfaces0
Deep Learning in Medical Image Registration: A Survey0
Unsupervised Segmentation Algorithms' Implementation in ITK for Tissue Classification via Human Head MRI Scans0
Breast Cancer: Model Reconstruction and Image Registration from Segmented Deformed Image using Visual and Force based Analysis0
Unsupervised 3D End-to-End Medical Image Registration with Volume Tweening NetworkCode0
Deep Morphological Simplification Network (MS-Net) for Guided Registration of Brain Magnetic Resonance Images0
Whole slide image registration for the study of tumor heterogeneity0
Linearized Multi-Sampling for Differentiable Image TransformationCode0
MRI to CT Translation with GANsCode1
Diffeomorphic registration with intensity transformation and missing data: Application to 3D digital pathology of Alzheimer’s disease0
Deep Information Theoretic Registration0
Fully-deformable 3D image registration in two seconds0
Fast Learning-based Registration of Sparse 3D Clinical Images0
A New Variational Model for Joint Image Reconstruction and Motion Estimation in Spatiotemporal Imaging0
Enhancing Label-Driven Deep Deformable Image Registration with Local Distance Metrics for State-of-the-Art Cardiac Motion Tracking0
2D/3D Megavoltage Image Registration Using Convolutional Neural Networks0
FAIM -- A ConvNet Method for Unsupervised 3D Medical Image RegistrationCode0
Improved Fourier Mellin Invariant for Robust Rotation Estimation with Omni-cameras0
An Average of the Human Ear Canal: Recovering Acoustical Properties via Shape Analysis0
A Comparative Analysis of Registration Tools: Traditional vs Deep Learning Approach on High Resolution Tissue Cleared Data0
Fast Graph-Cut Based Optimization for Practical Dense Deformable Registration of Volume ImagesCode0
Deep Surface Light Fields0
A Gentle Introduction to Deep Learning in Medical Image Processing0
Benchmarking of image registration methods for differently stained histological slidesCode0
A Novel Domain Adaptation Framework for Medical Image Segmentation0
Robustness via Retrying: Closed-Loop Robotic Manipulation with Self-Supervised LearningCode1
AIRNet: Self-Supervised Affine Registration for 3D Medical Images using Neural Networks0
Weakly-Supervised Learning of Metric Aggregations for Deformable Image Registration0
A Deep Learning Framework for Unsupervised Affine and Deformable Image Registration0
VoxelMorph: A Learning Framework for Deformable Medical Image RegistrationCode1
Linear and Deformable Image Registration with 3D Convolutional Neural NetworksCode0
Adversarial Similarity Network for Evaluating Image Alignment in Deep Learning Based Registration0
Inverse-Consistent Deep Networks for Unsupervised Deformable Image RegistrationCode0
On the Adaptability of Unsupervised CNN-Based Deformable Image Registration to Unseen Image Domains0
Fast and Robust Matching for Multimodal Remote Sensing Image Registration0
CLAIRE: A distributed-memory solver for constrained large deformation diffeomorphic image registrationCode0
Image Registration and Predictive Modeling: Learning the Metric on the Space of Diffeomorphisms0
Fast and Robust Symmetric Image Registration Based on Distances Combining Intensity and Spatial InformationCode0
An Algorithm for Learning Shape and Appearance Models without Annotations0
Real-Time 2D-3D Deformable Registration with Deep Learning and Application to Lung Radiotherapy Targeting0
Generative Adversarial Networks for MR-CT Deformable Image Registration0
Repeatability of Multiparametric Prostate MRI Radiomics FeaturesCode0
Performance of Image Registration Tools on High-Resolution 3D Brain Images0
Signals as Parametric Curves: Application to Independent Component Analysis and Blind Source Separation0
Weakly-Supervised Convolutional Neural Networks for Multimodal Image Registration0
Estimation of Large Motion in Lung CT by Integrating Regularized Keypoint Correspondences into Dense Deformable Registration0
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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