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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 26–50 of 953 papers

TitleStatusHype
Automated Learning for Deformable Medical Image Registration by Jointly Optimizing Network Architectures and Objective FunctionsCode1
Biomechanics-informed Neural Networks for Myocardial Motion Tracking in MRICode1
Deep Phase Correlation for End-to-End Heterogeneous Sensor Measurements MatchingCode1
Beyond the LUMIR challenge: The pathway to foundational registration modelsCode1
DeepSim: Semantic similarity metrics for learned image registrationCode1
Deep Implicit Optimization enables Robust Learnable Features for Deformable Image RegistrationCode1
Decoder-Only Image RegistrationCode1
DAGrid: Directed Accumulator GridCode1
DeepFLASH: An Efficient Network for Learning-based Medical Image RegistrationCode1
Deep Learning-Based Concurrent Brain Registration and Tumor SegmentationCode1
A light-weight rectangular decomposition large kernel convolution network for deformable medical image registration.Code1
ALTO: A Large-Scale Dataset for UAV Visual Place Recognition and LocalizationCode1
Continual atlas-based segmentation of prostate MRICode1
Anatomical Data Augmentation via Fluid-based Image RegistrationCode1
Cross-Modality Multi-Atlas Segmentation via Deep Registration and Label FusionCode1
An Auto-Context Deformable Registration Network for Infant Brain MRICode1
Anatomy-guided Multimodal Registration by Learning Segmentation without Ground Truth: Application to Intraprocedural CBCT/MR Liver Segmentation and RegistrationCode1
Accelerating Translational Image Registration for HDR Images on GPUCode1
ArtFacePoints: High-resolution Facial Landmark Detection in Paintings and PrintsCode1
Are Vision Foundation Models Ready for Out-of-the-Box Medical Image Registration?Code1
Advanced computer vision for extracting georeferenced vehicle trajectories from drone imageryCode1
Learning Deformable Image Registration from Optimization: Perspective, Modules, Bilevel Training and BeyondCode1
A Variational Bayesian Method for Similarity Learning in Non-Rigid Image RegistrationCode1
Attention-aware non-rigid image registration for accelerated MR imagingCode1
Coordinate Translator for Learning Deformable Medical Image RegistrationCode1
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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