Manfredo Atzori
Researcher · Applied Machine Learning
Western Switzerland University of Applied SciencesSwitzerland
About
Overview
Manfredo Atzori serves as a Scientific Assistant (Adjoint-e scientifique HES A) at HES-SO Valais-Wallis's Haute Ecole de Gestion. His work focuses on advancing machine learning applications in biomedical engineering, digital pathology, and neuroimaging. He leads development of open-source tools like BIDSAlign for EEG standardization and SelfEEG for self-supervised learning in biomedical signals.
Research Interests
Atzori's research bridges AI and healthcare, emphasizing:
- Medical Imaging: Histopathology WSI analysis, artifact correction, and cross-modal fusion
- Prosthetics Control: sEMG-based gesture recognition and adaptive neural interfaces
- Deep Learning Methodology: Transfer learning optimization, self-supervised pretraining, and reproducibility frameworks
Key Contributions
2024 highlights include:
- Developed RegWSI - winning ACROBAT 2023 challenge for WSI registration
- Pioneered multimodal WSI-report integration to halve annotation needs
- Published benchmark studies on Gleason grading deep learning methods
Collaborations
Active in international projects with institutions like DeeperHistReg group and OpenNeuro. Tools developed are open-source (GitHub: @manfredoatzori) to advance reproducible research practices.
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