Search Results for author: Olivier Nempont

Found 2 papers, 0 papers with code

CT-3DFlow : Leveraging 3D Normalizing Flows for Unsupervised Detection of Pathological Pulmonary CT scans

no code implementations27 Mar 2024 Aissam Djahnine, Alexandre Popoff, Emilien Jupin-Delevaux, Vincent Cottin, Olivier Nempont, Loic Boussel

Unsupervised pathology detection can be implemented by training a model on healthy data only and measuring the deviation from the training set upon inference, for example with CNN-based feature extraction and one-class classifiers, or reconstruction-score-based methods such as AEs, GANs and Diffusion models.

Out-of-Distribution Detection

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