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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 901–925 of 953 papers

TitleStatusHype
Quicksilver: Fast Predictive Image Registration - a Deep Learning ApproachCode0
QUIZ: An Arbitrary Volumetric Point Matching Method for Medical Image RegistrationCode0
1st Solution Places for CVPR 2023 UG^2+ Challenge Track 2.1-Text Recognition through Atmospheric TurbulenceCode0
Attention for Image Registration (AiR): an unsupervised Transformer approachCode0
Encoding Matching Criteria for Cross-domain Deformable Image RegistrationCode0
EfficientMorph: Parameter-Efficient Transformer-Based Architecture for 3D Image RegistrationCode0
Unsupervised Segmentation of Fetal Brain MRI using Deep Learning Cascaded RegistrationCode0
MoonMetaSync: Lunar Image Registration AnalysisCode0
Simulating Realistic MRI variations to Improve Deep Learning model and visual explanations using GradCAMCode0
MORPH-LER: Log-Euclidean Regularization for Population-Aware Image RegistrationCode0
Astroalign: A Python module for astronomical image registrationCode0
Toward Universal Medical Image Registration via Sharpness-Aware Meta-Continual LearningCode0
Deep mineralogical segmentation of thin section images based on QEMSCAN mapsCode0
Skin feature point tracking using deep feature encodingsCode0
Efficient High-Resolution Template Matching with Vector Quantized Nearest Neighbour FieldsCode0
MrRegNet: Multi-resolution Mask Guided Convolutional Neural Network for Medical Image Registration with Large DeformationsCode0
Tracking the Flight: Exploring a Computational Framework for Analyzing Escape Responses in Plains Zebra (Equus quagga)Code0
Recurrent Registration Neural Networks for Deformable Image RegistrationCode0
MsMorph: An Unsupervised pyramid learning network for brain image registrationCode0
Eddeep: Fast eddy-current distortion correction for diffusion MRI with deep learningCode0
Recursive Cascaded Networks for Unsupervised Medical Image RegistrationCode0
Deep Homography Prediction for Endoscopic Camera Motion Imitation LearningCode0
TractSeg - Fast and accurate white matter tract segmentationCode0
Learning deep abdominal CT registration through adaptive loss weighting and synthetic data generationCode0
Brain Extraction from Normal and Pathological Images: A Joint PCA/Image-Reconstruction ApproachCode0
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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