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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 301–325 of 953 papers

TitleStatusHype
TAI-GAN: Temporally and Anatomically Informed GAN for early-to-late frame conversion in dynamic cardiac PET motion correctionCode0
PCMC-T1: Free-breathing myocardial T1 mapping with Physically-Constrained Motion CorrectionCode0
Dense Error Map Estimation for MRI-Ultrasound Registration in Brain Tumor Surgery Using Swin UNETR—0
INR-LDDMM: Fluid-based Medical Image Registration Integrating Implicit Neural Representation and Large Deformation Diffeomorphic Metric Mapping—0
LadleNet: A Two-Stage UNet for Infrared Image to Visible Image Translation Guided by Semantic SegmentationCode0
Implicit neural representations for joint decomposition and registration of gene expression images in the marmoset brainCode0
A Bi-variant Variational Model for Diffeomorphic Image Registration with Relaxed Jacobian Determinant Constraints—0
CartiMorph: a framework for automated knee articular cartilage morphometricsCode1
Explainable unsupervised multi-modal image registration using deep networks—0
Virtual histological staining of unlabeled autopsy tissue—0
Framing image registration as a landmark detection problem for label-noise-aware task representation (HitR)—0
A survey on deep learning in medical image registration: new technologies, uncertainty, evaluation metrics, and beyond—0
One-shot Joint Extraction, Registration and Segmentation of Neuroimaging DataCode0
Towards multi-modal anatomical landmark detection for ultrasound-guided brain tumor resection with contrastive learning—0
Deep Homography Prediction for Endoscopic Camera Motion Imitation LearningCode0
FSDiffReg: Feature-wise and Score-wise Diffusion-guided Unsupervised Deformable Image Registration for Cardiac ImagesCode1
A Stronger Stitching Algorithm for Fisheye Images based on Deblurring and Registration—0
CortexMorph: fast cortical thickness estimation via diffeomorphic registration using VoxelMorph—0
Reverse Knowledge Distillation: Training a Large Model using a Small One for Retinal Image Matching on Limited DataCode1
Towards Saner Deep Image RegistrationCode1
DISA: DIfferentiable Similarity Approximation for Universal Multimodal RegistrationCode1
SAMConvex: Fast Discrete Optimization for CT Registration using Self-supervised Anatomical Embedding and Correlation PyramidCode1
Airway Label Prediction in Video Bronchoscopy: Capturing Temporal Dependencies Utilizing Anatomical Knowledge—0
Stroke Extraction of Chinese Character Based on Deep Structure Deformable Image RegistrationCode1
Unsupervised Segmentation of Fetal Brain MRI using Deep Learning Cascaded RegistrationCode0
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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