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

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Showing 501–550 of 953 papers

TitleStatusHype
Segmentation-free PVC for Cardiac SPECT using a Densely-connected Multi-dimensional Dynamic Network—0
Transformers Improve Breast Cancer Diagnosis from Unregistered Multi-View Mammograms—0
Medical Image Registration via Neural Fields—0
Deep Learning based Direct Segmentation Assisted by Deformable Image Registration for Cone-Beam CT based Auto-Segmentation for Adaptive Radiotherapy—0
Constrained Mass Optimal Transport—0
Recursive Deformable Image Registration Network with Mutual Attention—0
Efficient Multi-Purpose Cross-Attention Based Image Alignment Block for Edge Devices—0
Registering Image Volumes using 3D SIFT and Discrete SP-Symmetry—0
Privacy Preserving Image RegistrationCode0
ReDFeat: Recoupling Detection and Description for Multimodal Feature Learning—0
SuperWarp: Supervised Learning and Warping on U-Net for Invariant Subvoxel-Precise RegistrationCode0
Unsupervised Representation Learning for 3D MRI Super Resolution with Degradation Adaptation—0
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
RFVTM: A Recovery and Filtering Vertex Trichotomy Matching for Remote Sensing Image Registration—0
Automatic Registration of Images with Inconsistent Content Through Line-Support Region Segmentation and Geometrical Outlier Removal—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
A Deep-Discrete Learning Framework for Spherical Surface Registration—0
PC-SwinMorph: Patch Representation for Unsupervised Medical Image Registration and Segmentation—0
Region Specific Optimization (RSO)-based Deep Interactive Registration—0
MICDIR: Multi-scale Inverse-consistent Deformable Image Registration using UNetMSS with Self-Constructing Graph LatentCode0
Unsupervised Image Registration Towards Enhancing Performance and Explainability in Cardiac And Brain Image Analysis—0
WSSAMNet: Weakly Supervised Semantic Attentive Medical Image Registration Network—0
Efficient Globally-Optimal Correspondence-Less Visual Odometry for Planar Ground Vehicles—0
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
DeepSTAPLE: Learning to predict multimodal registration quality for unsupervised domain adaptation—0
Voxelmorph++ Going beyond the cranial vault with keypoint supervision and multi-channel instance optimisation—0
LDDMM meets GANs: Generative Adversarial Networks for diffeomorphic registration—0
Non-parametric Uncertainty Assessment in Deep-Learning Based Affine Image Registration—0
A method for image registration via broken geodesics—0
Deformable Image Registration uncertainty quantification using deep learning for dose accumulation in adaptive proton therapy—0
Multi-magnification networks for deformable image registration on histopathology images—0
Locally Normalized Gradient Fields for Multi-Modal Groupwise Image Registration—0
A deep residual learning implementation of Metamorphosis—0
A training-free recursive multiresolution framework for diffeomorphic deformable image registration—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
RFNet: Unsupervised Network for Mutually Reinforcing Multi-Modal Image Registration and Fusion—0
SceneSqueezer: Learning To Compress Scene for Camera Relocalization—0
A Resolution Enhancement Plug-in for Deformable Registration of Medical Images—0
Skin feature point tracking using deep feature encodingsCode0
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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