Are probabilities from multi-label image classification networks calibrated?

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I'm training a per-pixel image classification network, which, for each pixel in the image, predicts whether it is a sign for disease A or disease B. Note that a given pixel could be a sign for both disease A and disease B (this is a multi-label problem).

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