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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
Voxelmorph++ Going beyond the cranial vault with keypoint supervision and multi-channel instance optimisationCode1
Cross-Modality Multi-Atlas Segmentation via Deep Registration and Label FusionCode1
Towards Positive Jacobian: Learn to Postprocess Diffeomorphic Image Registration with Matrix ExponentialCode1
A Variational Bayesian Method for Similarity Learning in Non-Rigid Image RegistrationCode1
Stochastic Planner-Actor-Critic for Unsupervised Deformable Image RegistrationCode1
Fast 3D registration with accurate optimisation and little learning for Learn2Reg 2021Code1
PlantStereo: A Stereo Matching Benchmark for Plant Surface Dense ReconstructionCode1
TransMorph: Transformer for unsupervised medical image registrationCode1
SAME: Deformable Image Registration based on Self-supervised Anatomical EmbeddingsCode1
LLVIP: A Visible-infrared Paired Dataset for Low-light VisionCode1
Cross-modal Attention for MRI and Ultrasound Volume RegistrationCode1
Conditional Deformable Image Registration with Convolutional Neural NetworkCode1
Metamorphic image registration using a semi-Lagrangian schemeCode1
Recursive Refinement Network for Deformable Lung Registration between Exhale and Inhale CT ScansCode1
Generative Adversarial Registration for Improved Conditional Deformable TemplatesCode1
Multi-scale PIIFD for Registration of Multi-source Remote Sensing ImagesCode1
Semantic similarity metrics for learned image registrationCode1
Anatomy-guided Multimodal Registration by Learning Segmentation without Ground Truth: Application to Intraprocedural CBCT/MR Liver Segmentation and RegistrationCode1
ViT-V-Net: Vision Transformer for Unsupervised Volumetric Medical Image RegistrationCode1
Is Image-to-Image Translation the Panacea for Multimodal Image Registration? A Comparative StudyCode1
Enhancing Medical Image Registration via Appearance Adjustment NetworksCode1
DeepTag: An Unsupervised Deep Learning Method for Motion Tracking on Cardiac Tagging Magnetic Resonance ImagesCode1
ICAM-reg: Interpretable Classification and Regression with Feature Attribution for Mapping Neurological Phenotypes in Individual ScansCode1
Deep learning based geometric registration for medical images: How accurate can we get without visual features?Code1
Input Similarity from the Neural Network PerspectiveCode1
FlowReg: Fast Deformable Unsupervised Medical Image Registration using Optical FlowCode1
Joint super-resolution and synthesis of 1 mm isotropic MP-RAGE volumes from clinical MRI exams with scans of different orientation, resolution and contrastCode1
INSPIRE: Intensity and spatial information-based deformable image registrationCode1
SAM: Self-supervised Learning of Pixel-wise Anatomical Embeddings in Radiological ImagesCode1
DeepSim: Semantic similarity metrics for learned image registrationCode1
DeepReg: a deep learning toolkit for medical image registrationCode1
Deep learning based registration using spatial gradients and noisy segmentation labelsCode1
Deep Phase Correlation for End-to-End Heterogeneous Sensor Measurements MatchingCode1
Accelerating Translational Image Registration for HDR Images on GPUCode1
Anatomical Data Augmentation via Fluid-based Image RegistrationCode1
Large Deformation Diffeomorphic Image Registration with Laplacian Pyramid NetworksCode1
MvMM-RegNet: A new image registration framework based on multivariate mixture model and neural network estimationCode1
Biomechanics-informed Neural Networks for Myocardial Motion Tracking in MRICode1
GoodPoint: unsupervised learning of keypoint detection and descriptionCode1
An Auto-Context Deformable Registration Network for Infant Brain MRICode1
Learning Deformable Image Registration from Optimization: Perspective, Modules, Bilevel Training and BeyondCode1
DeepFLASH: An Efficient Network for Learning-based Medical Image RegistrationCode1
Fast Symmetric Diffeomorphic Image Registration with Convolutional Neural NetworksCode1
Deep Learning-Based Concurrent Brain Registration and Tumor SegmentationCode1
Unsupervised Multi-Modal Image Registration via Geometry Preserving Image-to-Image TranslationCode1
HighRes-net: Recursive Fusion for Multi-Frame Super-Resolution of Satellite ImageryCode1
Deep HDR Imaging via A Non-Local NetworkCode1
DRMIME: Differentiable Mutual Information and Matrix Exponential for Multi-Resolution Image RegistrationCode1
Learning Deformable Registration of Medical Images with Anatomical ConstraintsCode1
Deformable Groupwise Image Registration using Low-Rank and Sparse DecompositionCode1
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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