2 code implementations • 11 Apr 2024 • Lucas Dedieu, Nicolas Nerrienet, Adrien Nivaggioli, Clara Simmat, Marceau Clavel, Arnaud Gauthier, Stéphane Sockeel, Rémy Peyret
Recent advancements in deep learning have proven highly effective in medical image classification, notably within histopathology.
no code implementations • 16 Oct 2023 • Loris Guichard, Clara Simmat, Margot Dupeux, Stéphane Sockeel, Nicolas Pozin, Magali Lacroix-Triki, Catherine Miquel, Marie Sockeel, Sophie Prévot
Its determination requires the evaluation of the mitotic score (MS) which is subject to low intra- and inter-observer reproducibility.
no code implementations • 9 Mar 2023 • Adrien Nivaggioli, Nicolas Pozin, Rémy Peyret, Stéphane Sockeel, Marie Sockeel, Nicolas Nerrienet, Marceau Clavel, Clara Simmat, Catherine Miquel
We demonstrate that thanks to this selection method, an optimal feature extractor can be selected for different tasks on the target domain.
no code implementations • 30 Jan 2023 • Nicolas Nerrienet, Rémy Peyret, Marie Sockeel, Stéphane Sockeel
Baseline metrics are set by training and testing the baseline classification model on a reference stain.
no code implementations • 17 Jan 2023 • Rémy Peyret, Nicolas Pozin, Stéphane Sockeel, Solène-Florence Kammerer-Jacquet, Julien Adam, Claire Bocciarelli, Yoan Ditchi, Christophe Bontoux, Thomas Depoilly, Loris Guichard, Elisabeth Lanteri, Marie Sockeel, Sophie Prévot
We then performed a calibration step based on transfer learning to maintain the performance when translating on a new target acquisition center by using a limited amount of additional training data.