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.
The HAM10000 dataset, a large collection of multi-source dermatoscopic images of common pigmented skin lesions,
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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.