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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 1–50 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
Weakly-supervised Camera Localization by Ground-to-satellite Image RegistrationCode1
Deep Learning in Medical Image Registration: Magic or Mirage?Code1
Mamba? Catch The Hype Or Rethink What Really Helps for Image RegistrationCode1
WiNet: Wavelet-based Incremental Learning for Efficient Medical Image RegistrationCode1
Vector Field Attention for Deformable Image RegistrationCode1
Deformation-Recovery Diffusion Model (DRDM): Instance Deformation for Image Manipulation and SynthesisCode1
Biomechanics-informed Non-rigid Medical Image Registration and its Inverse Material Property Estimation with Linear and Nonlinear ElasticityCode1
Deep Implicit Optimization enables Robust Learnable Features for Deformable Image RegistrationCode1
Learning Diffeomorphism for Image Registration with Time-Continuous Networks using Semigroup RegularizationCode1
A light-weight rectangular decomposition large kernel convolution network for deformable medical image registration.Code1
Attention-aware non-rigid image registration for accelerated MR imagingCode1
RetinaRegNet: A Zero-Shot Approach for Retinal Image RegistrationCode1
ModeTv2: GPU-accelerated Motion Decomposition Transformer for Pairwise Optimization in Medical Image RegistrationCode1
VisIRNet: Deep Image Alignment for UAV-taken Visible and Infrared Image PairsCode1
Pyramid Attention Network for Medical Image RegistrationCode1
Decoder-Only Image RegistrationCode1
IIRP-Net: Iterative Inference Residual Pyramid Network for Enhanced Image RegistrationCode1
H-ViT: A Hierarchical Vision Transformer for Deformable Image RegistrationCode1
High-Resolution Maps of Left Atrial Displacements and Strains Estimated with 3D Cine MRI using Online Learning Neural NetworksCode1
DG-TTA: Out-of-domain Medical Image Segmentation through Augmentation and Descriptor-driven Domain Generalization and Test-Time AdaptationCode1
Spatially Covariant Image Registration with Text PromptsCode1
SAME++: A Self-supervised Anatomical eMbeddings Enhanced medical image registration framework using stable sampling and regularized transformationCode1
Residual Aligner-based Network (RAN): Motion-separable structure for coarse-to-fine discontinuous deformable registrationCode1
Continual atlas-based segmentation of prostate MRICode1
Robust deformable image registration using cycle-consistent implicit representationsCode1
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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