Fig. 2: Theoretical reconstruction bounds for a worst-case and slightly relaxed adversary. | Nature Machine Intelligence

Fig. 2: Theoretical reconstruction bounds for a worst-case and slightly relaxed adversary.

From: Reconciling privacy and accuracy in AI for medical imaging

Fig. 2

From left to right: RadImageNet, HAM10000 and MSD Liver. We see that the mathematical upper bound for a reconstruction risk of a minimally relaxed threat model (orange) is already substantially lower compared with a worst-case setting (purple).

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