Emerging Topics in Artificial Intelligence (ETAI) 2025

Uncertainty Quantification and Out-of-Distribution Detection in Skin and Breast Lesion Diagnostics Using Conformal Prediction

Schematic: a diagnostic model reports a confidence band and flags unseen inputs

Schematic illustration of the idea, not a figure from the paper.

Nathan Hadjiyski, Christopher Kanan, Ali Vosoughi, Akhil Kasturi, Axel Wismüller

Uncertainty quantification and out-of-distribution detection for skin and breast imaging models.

Paper

Uncertainty quantification and out-of-distribution detection for skin and breast imaging models.

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