Oona Rainio
 
| 
 oona.r.rainio@utu.fi | 
 Publications  
  
            - 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 )
-   (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)
-   (2025)  - European radiology experimentalEuropean Journal of Nuclear Medicine and Molecular Imaging
 
 (A1 Refereed original research article in a scientific journal)
- Inequalities for a new hyperbolic type metric  (2025)  - Complex Analysis and its SynergiesJournal of Medical Engineering and Technology
 
 (A1 Refereed original research article in a scientific journal)
-   (2025)  - Network Modeling Analysis in Health Informatics and BioinformaticsNeurological Sciences
 
 (A1 Refereed original research article in a scientific journal)
-   (2025)  - Signal, Image and Video ProcessingPublicationes Mathematicae Debrecen
 
 (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 BioinformaticsBulletin of the Malaysian Mathematical Sciences Society
 
 (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)  
 (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)  
 (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)  
 (A2 Refereed review article in a scientific journal )
- Collinearity of points on Poincaré unit disk and Riemann sphere  (2024)  
 (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)  
 (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)




