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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 501–525 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
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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