SOTAVerified

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

Showing 901950 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
Advancing Deformable Medical Image Registration with Multi-axis Cross-covariance AttentionCode0
1st Solution Places for CVPR 2023 UG^2+ Challenge Track 2.2-Coded Target Restoration through Atmospheric TurbulenceCode0
A fast and memory-efficient algorithm for smooth interpolation of polyrigid transformations: application to human joint trackingCode0
A Deep Discontinuity-Preserving Image Registration NetworkCode0
Arbicon-Net: Arbitrary Continuous Geometric Transformation Networks for Image RegistrationCode0
Registration of Multiresolution Remote Sensing Images Based on L2-Siamese ModelCode0
An Unsupervised Learning Model for Deformable Medical Image RegistrationCode0
BIRL: Benchmark on Image Registration methods with Landmark validationCode0
Benchmarking of image registration methods for differently stained histological slidesCode0
A Deep-Based Approach for Multi-Descriptor Feature Extraction: Applications on SAR Image RegistrationCode0
Sulcal Pattern Matching with the Wasserstein DistanceCode0
Repeatability of Multiparametric Prostate MRI Radiomics FeaturesCode0
SuperWarp: Supervised Learning and Warping on U-Net for Invariant Subvoxel-Precise RegistrationCode0
Multi-scale, Data-driven and Anatomically Constrained Deep Learning Image Registration for Adult and Fetal EchocardiographyCode0
A Category-Fragment Segmentation Framework for Pelvic Fracture Segmentation in X-ray ImagesCode0
Dual-Stream Pyramid Registration NetworkCode0
DeepAtlas: Joint Semi-Supervised Learning of Image Registration and SegmentationCode0
Multispectral Snapshot Image Registration Using Learned Cross Spectral Disparity Estimation and a Deep Guided Occlusion Reconstruction NetworkCode0
Data-Driven Tissue- and Subject-Specific Elastic Regularization for Medical Image RegistrationCode0
MUSTER: Longitudinal Deformable Registration by Composition of Consecutive DeformationsCode0
Rethinking Barely-Supervised Volumetric Medical Image Segmentation from an Unsupervised Domain Adaptation PerspectiveCode0
Unsupervised Learning of Multi-modal Affine Registration for PET/CTCode0
Do ideas have shape? Idea registration as the continuous limit of artificial neural networksCode0
NCA-Morph: Medical Image Registration with Neural Cellular AutomataCode0
CTARR: A fast and robust method for identifying anatomical regions on CT images via atlas registrationCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1RAN4+DSC0.62Unverified
2CLIP+SVD+ViTDSC0.61Unverified
3CLIP+SVD+ResNetDSC0.6Unverified
4CLIP+ViTDSC0.59Unverified
5Chatgpt+SVDDSC0.58Unverified
6RMAnDSC0.55Unverified
7RAN3DSC0.54Unverified
8SAME++DSC0.49Unverified
9DnetDSC0.47Unverified
#ModelMetricClaimedVerifiedStatus
1LKRetinamAUC0.76Unverified
2SuperRetinamAUC0.76Unverified
3REMPE, JBHI 2020mAUC0.72Unverified
4GLAMpoints, ICCV 2019mAUC0.62Unverified
5SIFTmAUC0.57Unverified
6PBO, ICIP 2010mAUC0.55Unverified
#ModelMetricClaimedVerifiedStatus
1DnetASD5.01Unverified
2RMAnASD3.83Unverified
3RAN4+ASD3.8Unverified
4RAN3ASD3.01Unverified
#ModelMetricClaimedVerifiedStatus
1Region-specific Diffeomorphic Metric MappingDice68.18Unverified
2vSVF-net [shen2019networks]Dice67.59Unverified
#ModelMetricClaimedVerifiedStatus
1Recursive Refinement Networklandmarks0.83Unverified