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Federating Medical Deep Learning Models from Private Jupyter Notebooks to Distributed Institutions

Launet, Laetitia Mariana; Wang, Yuandou; Colomer, Adrián; Igual García, Jorge; Pulgarín-Ospina, Cristian Camilo; Koulouzis, Spiros; Bianchi, Riccardo; Mosquera-Zamudio, Andrés; Monteagudo, Carlos; Naranjo Ornedo, Valeriana; Zhao, Zhiming (MDPI AG, 2023-01)

[EN] Deep learning-based algorithms have led to tremendous progress over the last years, but they face a bottleneck as their optimal development highly relies on access to large datasets. To mitigate this limitation, ...
Histological interpretation of spitzoid tumours: an extensive machine learning-based concordance analysis for improving decision making

Mosquera-Zamudio, Andrés; Launet, Laetitia Mariana; Colomer, Adrián; Wiedemeyer, Katharina; López-Takegami, Juan C.; Palma, Luis F.; Undersrud, Erling; Janssen, Emilius; Brenn, Thomas; Naranjo Ornedo, Valeriana; Monteagudo, Carlos (Blackwell Publishing, 2024-07)

[EN] The histopathological classification of melanocytic tumours with spitzoid features remains a challenging task. We confront the complexities involved in the histological classification of these tumours by proposing ...

Mostrando ítems 1-2 de 2