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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 451–500 of 953 papers

TitleStatusHype
Structure-aware registration network for liver DCE-CT images—0
Joint cortical registration of geometry and function using semi-supervised learning—0
Can representation learning for multimodal image registration be improved by supervision of intermediate layers?—0
Nonlinear Intensity, Scale and Rotation Invariant Matching for Multimodal ImagesCode0
Particle Swarm Optimization in 3D Medical Image Registration: A Systematic Review—0
Aligning Multi-Sequence CMR Towards Fully Automated Myocardial Pathology Segmentation—0
Advances and Challenges in Multimodal Remote Sensing Image Registration—0
An automated, geometry-based method for hippocampal shape and thickness analysisCode0
Anatomy-aware and acquisition-agnostic joint registration with SynthMorph—0
Employing similarity to highlight differences: On the impact of anatomical assumptions in chest X-ray registration methods—0
Impact of PCA-based preprocessing and different CNN structures on deformable registration of sonograms—0
Evaluation of image registration for measuring deformation fields in soft tissue mechanics—0
Deep Learning-Based UAV Aerial Triangulation without Image Control Points—0
2D/3D Deep Image Registration by Learning 3D Displacement Fields for Abdominal Organs—0
3D Inception-Based TransMorph: Pre- and Post-operative Multi-contrast MRI Registration in Brain Tumors—0
ABN: Anti-Blur Neural Networks for Multi-Stage Deformable Image RegistrationCode0
ERNet: Unsupervised Collective Extraction and Registration in Neuroimaging DataCode0
Learning deep abdominal CT registration through adaptive loss weighting and synthetic data generationCode0
Joint segmentation and discontinuity-preserving deformable registration: Application to cardiac cine-MR imagesCode0
ACROBAT -- a multi-stain breast cancer histological whole-slide-image data set from routine diagnostics for computational pathology—0
Unsupervised Echocardiography Registration through Patch-based MLPs and Transformers—0
Neurodevelopmental Phenotype Prediction: A State-of-the-Art Deep Learning ModelCode0
InstantGroup: Instant Template Generation for Scalable Group of Brain MRI Registration—0
Multimodal Remote Sensing Image Registration Based on Adaptive Multi-scale PIIFD—0
Direct deduction of chemical class from NMR spectraCode0
Meta-Learning Initializations for Interactive Medical Image Registration—0
Robust Image Registration with Absent Correspondences in Pre-operative and Follow-up Brain MRI Scans of Diffuse Glioma Patients—0
FPGA Hardware Acceleration for Feature-Based Relative Navigation Applications—0
SA-DNet: A on-demand semantic object registration network adapting to non-rigid deformationCode0
Distance Map Supervised Landmark Localization for MR-TRUS Registration—0
Two Dimensional Sparse-Regularization-Based InSAR Imaging with Back-Projection Embedding—0
CLAIRE -- Parallelized Diffeomorphic Image Registration for Large-Scale Biomedical Imaging Applications—0
Self-supervised motion descriptor for cardiac phase detection in 4D CMR based on discrete vector field estimationsCode0
DiffeoRaptor: Diffeomorphic Inter-modal Image Registration using RaPTORCode0
Deformable Image Registration using Unsupervised Deep Learning for CBCT-guided Abdominal Radiotherapy—0
Unsupervised diffeomorphic cardiac image registration using parameterization of the deformation field—0
A Two Step Approach for Whole Slide Image Registration—0
Learning to Solve Optimization Problems with Hard Linear Constraints—0
A Hybrid Deep Feature-Based Deformable Image Registration Method for Pathology Images—0
A Novel Enhanced Convolution Neural Network with Extreme Learning Machine: Facial Emotional Recognition in Psychology Practices—0
ACSGRegNet: A Deep Learning-based Framework for Unsupervised Joint Affine and Diffeomorphic Registration of Lumbar Spine CT via Cross- and Self-Attention Fusion—0
Medical image registration using unsupervised deep neural network: A scoping literature review—0
Learning Generalized Non-Rigid Multimodal Biomedical Image Registration from Generic Point Set Data—0
Meta-Registration: Learning Test-Time Optimization for Single-Pair Image Registration—0
Multi-modal Retinal Image Registration Using a Keypoint-Based Vessel Structure Aligning Network—0
A General Framework for Partial to Full Image Registration—0
Prediction of the motion of chest internal points using a recurrent neural network trained with real-time recurrent learning for latency compensation in lung cancer radiotherapyCode0
Collaborative Quantization Embeddings for Intra-Subject Prostate MR Image Registration—0
ContraReg: Contrastive Learning of Multi-modality Unsupervised Deformable Image Registration—0
SearchMorph:Multi-scale Correlation Iterative Network for Deformable Registration—0
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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