Neuron Incidence Redistribution reduces demographic performance gaps in medical image classifiers by redistributing latent disease evidence more evenly across the penultimate layer without using demographic labels.
Challenging common assumptions in the unsuper- vised learning of disentangled representations,
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Neuron Incidence Redistribution for Fairness in Medical Image Classification
Neuron Incidence Redistribution reduces demographic performance gaps in medical image classifiers by redistributing latent disease evidence more evenly across the penultimate layer without using demographic labels.