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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 251–275 of 953 papers

TitleStatusHype
A Counterexample in Cross-Correlation Template Matching—0
MsMorph: An Unsupervised pyramid learning network for brain image registrationCode0
Improving Instance Optimization in Deformable Image Registration with Gradient Projection—0
GESH-Net: Graph-Enhanced Spherical Harmonic Convolutional Networks for Cortical Surface Registration—0
2D-3D Deformable Image Registration of Histology Slide and Micro-CT with ML-based Initialization—0
SAMReg: SAM-enabled Image Registration with ROI-based Correspondence—0
RS-MOCO: A deep learning-based topology-preserving image registration method for cardiac T1 mapping—0
A Counterexample in Image Registration—0
MoonMetaSync: Lunar Image Registration AnalysisCode0
Stationary Velocity Fields on Matrix Groups for Deformable Image Registration—0
FiRework: Field Refinement Framework for Efficient Enhancement of Deformable RegistrationCode0
Hierarchical Uncertainty Estimation for Learning-based Registration in NeuroimagingCode0
DiffKillR: Killing and Recreating Diffeomorphisms for Cell Annotation in Dense Microscopy ImagesCode0
CTARR: A fast and robust method for identifying anatomical regions on CT images via atlas registrationCode0
Deep Regression 2D-3D Ultrasound Registration for Liver Motion Correction in Focal Tumor Thermal AblationCode0
NestedMorph: Enhancing Deformable Medical Image Registration with Nested Attention MechanismsCode0
Shuffled Linear Regression via Spectral Matching—0
Dual-Attention Frequency Fusion at Multi-Scale for Joint Segmentation and Deformable Medical Image Registration—0
ADEPT: A Noninvasive Method for Determining Elastic Parameters of Valve Tissue—0
Automatic Registration of SHG and H&E Images with Feature-based Initial Alignment and Intensity-based Instance Optimization: Contribution to the COMULIS Challenge—0
Unsupervised Learning of Multi-modal Affine Registration for PET/CTCode0
A solution for co-locating 2D histology images in 3D for histology-to-CT and MR image registration: closing the loop for bone sarcoma treatment planning—0
Tumor aware recurrent inter-patient deformable image registration of computed tomography scans with lung cancer—0
Quantifying Knee Cartilage Shape and Lesion: From Image to MetricsCode0
Unsupervised Multimodal 3D Medical Image Registration with Multilevel Correlation Balanced OptimizationCode0
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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