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 125 of 953 papers

TitleStatusHype
A Survey on Visual MambaCode4
multiGradICON: A Foundation Model for Multimodal Medical Image RegistrationCode3
uniGradICON: A Foundation Model for Medical Image RegistrationCode3
OncoReg: Medical Image Registration for Oncological ChallengesCode2
An Adversarial Approach to Register Extreme Resolution Tissue Cleared 3D Brain ImagesCode2
deepmriprep: Voxel-based Morphometry (VBM) Preprocessing via Deep Neural NetworksCode2
Correlation-aware Coarse-to-fine MLPs for Deformable Medical Image RegistrationCode2
VMambaMorph: a Multi-Modality Deformable Image Registration Framework based on Visual State Space Model with Cross-Scan ModuleCode2
FireANTs: Adaptive Riemannian Optimization for Multi-Scale Diffeomorphic MatchingCode2
Local Feature Matching Using Deep Learning: A SurveyCode2
MambaMorph: a Mamba-based Framework for Medical MR-CT Deformable RegistrationCode2
Intraoperative 2D/3D Image Registration via Differentiable X-ray RenderingCode2
Parallax-Tolerant Unsupervised Deep Image StitchingCode2
Are Vision Foundation Models Ready for Out-of-the-Box Medical Image Registration?Code1
Beyond the LUMIR challenge: The pathway to foundational registration modelsCode1
IMPACT: A Generic Semantic Loss for Multimodal Medical Image RegistrationCode1
SACB-Net: Spatial-awareness Convolutions for Medical Image RegistrationCode1
Triad: Vision Foundation Model for 3D Magnetic Resonance ImagingCode1
Medical Image Registration Meets Vision Foundation Model: Prototype Learning and Contour AwarenessCode1
LDM-Morph: Latent diffusion model guided deformable image registrationCode1
XPoint: A Self-Supervised Visual-State-Space based Architecture for Multispectral Image RegistrationCode1
Advanced computer vision for extracting georeferenced vehicle trajectories from drone imageryCode1
UTSRMorph: A Unified Transformer and Superresolution Network for Unsupervised Medical Image RegistrationCode1
Leveraging Semantic Cues from Foundation Vision Models for Enhanced Local Feature CorrespondenceCode1
DiffuseReg: Denoising Diffusion Model for Obtaining Deformation Fields in Unsupervised Deformable Image RegistrationCode1
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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