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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 451–500 of 953 papers

TitleStatusHype
Unsupervised Multi-Modal Medical Image Registration via Discriminator-Free Image-to-Image TranslationCode1
Symmetric Transformer-based Network for Unsupervised Image RegistrationCode1
Deep Learning for Medical Image Registration: A Comprehensive Review—0
Bone marrow sparing for cervical cancer radiotherapy on multimodality medical images—0
Contrastive Learning for Image Registration in Visual Teach and Repeat NavigationCode0
Deep Learning-based Framework for Automatic Cranial Defect Reconstruction and Implant ModelingCode1
Automatic Registration of Images with Inconsistent Content Through Line-Support Region Segmentation and Geometrical Outlier Removal—0
RFVTM: A Recovery and Filtering Vertex Trichotomy Matching for Remote Sensing Image Registration—0
MS-HLMO: Multi-scale Histogram of Local Main Orientation for Remote Sensing Image Registration—0
Learning the Effect of Registration Hyperparameters with HyperMorph—0
Affine Medical Image Registration with Coarse-to-Fine Vision TransformerCode1
A Deep-Discrete Learning Framework for Spherical Surface Registration—0
Automated Learning for Deformable Medical Image Registration by Jointly Optimizing Network Architectures and Objective FunctionsCode1
PC-SwinMorph: Patch Representation for Unsupervised Medical Image Registration and Segmentation—0
MICDIR: Multi-scale Inverse-consistent Deformable Image Registration using UNetMSS with Self-Constructing Graph LatentCode0
Region Specific Optimization (RSO)-based Deep Interactive Registration—0
Unsupervised Image Registration Towards Enhancing Performance and Explainability in Cardiac And Brain Image Analysis—0
Residual Aligner NetworkCode1
WSSAMNet: Weakly Supervised Semantic Attentive Medical Image Registration Network—0
Coordinate Translator for Learning Deformable Medical Image RegistrationCode1
Efficient Globally-Optimal Correspondence-Less Visual Odometry for Planar Ground Vehicles—0
Voxelmorph++ Going beyond the cranial vault with keypoint supervision and multi-channel instance optimisationCode1
Optimal Transport-based Graph Matching for 3D retinal OCT image registration—0
A Robust Multimodal Remote Sensing Image Registration Method and System Using Steerable Filters with First- and Second-order Gradients—0
Diffeomorphic Image Registration with Neural Velocity Field—0
A Transformer-based Network for Deformable Medical Image Registration—0
Multi-Objective Dual Simplex-Mesh Based Deformable Image Registration for 3D Medical Images -- Proof of Concept—0
Multi-modal unsupervised brain image registration using edge maps—0
Segmentation by Test-Time Optimization (TTO) for CBCT-based Adaptive Radiation Therapy—0
Aladdin: Joint Atlas Building and Diffeomorphic Registration Learning with Pairwise Alignment—0
Voxelmorph++ Going beyond the cranial vault with keypoint supervision and multi-channel instance optimisation—0
DeepSTAPLE: Learning to predict multimodal registration quality for unsupervised domain adaptation—0
Deformable Image Registration uncertainty quantification using deep learning for dose accumulation in adaptive proton therapy—0
Non-parametric Uncertainty Assessment in Deep-Learning Based Affine Image Registration—0
LDDMM meets GANs: Generative Adversarial Networks for diffeomorphic registration—0
Multi-magnification networks for deformable image registration on histopathology images—0
Locally Normalized Gradient Fields for Multi-Modal Groupwise Image Registration—0
A method for image registration via broken geodesics—0
Cross-Modality Multi-Atlas Segmentation via Deep Registration and Label FusionCode1
Towards Positive Jacobian: Learn to Postprocess Diffeomorphic Image Registration with Matrix ExponentialCode1
A training-free recursive multiresolution framework for diffeomorphic deformable image registration—0
A deep residual learning implementation of Metamorphosis—0
Mutual information neural estimation for unsupervised multi-modal registration of brain images—0
A Keypoint Detection and Description Network Based on the Vessel Structure for Multi-Modal Retinal Image Registration—0
SceneSqueezer: Learning To Compress Scene for Camera Relocalization—0
A Variational Bayesian Method for Similarity Learning in Non-Rigid Image RegistrationCode1
RFNet: Unsupervised Network for Mutually Reinforcing Multi-Modal Image Registration and Fusion—0
A Resolution Enhancement Plug-in for Deformable Registration of Medical Images—0
Skin feature point tracking using deep feature encodingsCode0
A comparative study of paired versus unpaired deep learning methods for physically enhancing digital rock image resolution—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