Oona Rainio

15PUBLICATIONS
22CO-AUTHORS
Bioinformatic methods developmentMedical virologyDeep learningMedical infection agents (incl. prions)Molecular imaging (incl. electron microscopy and neutron diffraction)
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Publications (15)

|Mar 30, 2026
Deep Learning for Medical Ultrasound Image Segmentation: A Systematic Review of the Current Research.

Oona Rainio, Ehsan Roshan, Seyed Mohammedreza Hosseini

|Feb 23, 2026
Acute deep neck infection MRI: deep learning segmentation and clinical relevance of retropharyngeal edema volume.

Ville Sakari Viertonen, Aapo Sirén, Mikko Nyman

|Sep 25, 2025
Deep learning-based 3D classification of head and neck cancer PET/MRI: Radiologist comparison and Grad-CAM interpretability.

Joonas Liedes, Jussi Hirvonen, Oona Rainio

|Jun 19, 2025
Deep learning detects retropharyngeal edema on MRI in patients with acute neck infections.

Oona Rainio, Heidi Huhtanen, Jari-Pekka Vierula

|May 09, 2025
Modified Dice Coefficients for Evaluation of Tumor Segmentation from PET Images: A Proof-of-Concept Study.

Oona Rainio, Riku Klén

|Mar 21, 2025
New compartment model for hepatic blood flow quantification in humans from 15O-water PET images.

Oona Rainio, Juhani Knuuti, Riku Klén

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Frequent Collaborators

15 joint publications

Riku Klén

3 joint publications

Jarmo Teuho

3 joint publications

Juhani Knuuti

3 joint publications

Jussi Hirvonen