Oona Rainio
oona.r.rainio@utu.fi |
Publications 
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- Compartmental modeling for blood flow quantification from dynamic 15O-water PET images of humans: a systematic review (2025)
- Annals of Nuclear Medicine
(A2 Refereed review article in a scientific journal ) - Convolutional neural networks for tumor segmentation by cancer type and imaging modality: a systematic review (2025)
- Network Modeling Analysis in Health Informatics and Bioinformatics
(A2 Refereed review article in a scientific journal ) - Deep learning‐based 3D classification of head and neck cancer PET/MRI: Radiologist comparison and Grad‐CAM interpretability (2025)
- Clinical Physiology and Functional Imaging
(A1 Refereed original research article in a scientific journal) - Deep learning detects retropharyngeal edema on MRI in patients with acute neck infections (2025)
- European radiology experimental
(A1 Refereed original research article in a scientific journal) - Inequalities for a new hyperbolic type metric (2025)
- Complex Analysis and its Synergies
(A1 Refereed original research article in a scientific journal) - Investigation of total-body applicable compartment models for kinetic modeling in total body 15O-water perfusion PET imaging (2025)
- Network Modeling Analysis in Health Informatics and Bioinformatics
(A1 Refereed original research article in a scientific journal) - Methods for estimating full width at half maximum (2025)
- Signal, Image and Video Processing
(A1 Refereed original research article in a scientific journal) - Modified Dice Coefficients for Evaluation of Tumor Segmentation from PET Images: A Proof-of-Concept Study (2025)
- Journal of Imaging Informatics in Medicine
(A1 Refereed original research article in a scientific journal) - New 3D segmentation algorithm for modeling of kidney in positron emission tomography images (2025)
- Network Modeling Analysis in Health Informatics and Bioinformatics
(A1 Refereed original research article in a scientific journal) - New compartment model for hepatic blood flow quantification in humans from 15O-water PET images (2025)
- European Journal of Nuclear Medicine and Molecular Imaging
(A1 Refereed original research article in a scientific journal) - Pulmonary blood flow quantification in humans from 15O-water PET (2025)
- Annals of Nuclear Medicine
(A1 Refereed original research article in a scientific journal) - Quantitative evaluation of unsupervised clustering algorithms for dynamic total-body PET image analysis (2025)
- Journal of Medical Engineering and Technology
(A1 Refereed original research article in a scientific journal) - AI for the prediction of early stages of Alzheimer's disease from neuroimaging biomarkers : A narrative review of a growing field (2024)
- Neurological Sciences
(A2 Refereed review article in a scientific journal ) - Collinearity of points on Poincaré unit disk and Riemann sphere (2024)
- Publicationes Mathematicae Debrecen
(A1 Refereed original research article in a scientific journal) - Comparison of simple augmentation transformations for a convolutional neural network classifying medical images (2024)
- Signal, Image and Video Processing
(A1 Refereed original research article in a scientific journal) - Comparison of thresholds for a convolutional neural network classifying medical images (2024)
- International journal of data science and analytics
(A1 Refereed original research article in a scientific journal) - Conformally invariant metrics and lack of Hölder continuity (2024)
- Bulletin of the Malaysian Mathematical Sciences Society
(A1 Refereed original research article in a scientific journal) - Evaluation metrics and statistical tests for machine learning (2024)
- Scientific Reports
(A1 Refereed original research article in a scientific journal) - Exploring Generative Adversarial Network-Based Augmentation of Magnetic Resonance Brain Tumor Images (2024)
- Applied Sciences
(A1 Refereed original research article in a scientific journal) - Inequalities for the geometric-mean distance metric (2024)
- Ukrains'kyi Matematychnyi Zhurnal
(A1 Refereed original research article in a scientific journal)
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