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Élise Bannier

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#diffusion models Open access Oct 2026

Unsupervised deep generative models for anomaly detection in neuroimaging: A systematic scoping review

Unsupervised anomaly detection (UAD) based on deep generative modelling has been increasingly investigated for identifying pathological brain abnormalities without requiring voxel-level annotations. By learning the distribution of healthy anatomy and generating pseudo-healthy reconstructions, these methods aim to local...

Youwan Mahé, Élise Bannier, Stéphanie Leplaideur et al. · 0 citations

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