A VAE trained on dermatology images reconstructs lighter skin better than darker skin even under balanced training, and its uncertainty estimates fail to warn about this disparity.
In: 2023 IEEE 6th International Conference on Multimedia Information Processing and Retrieval (MIPR)
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Are generative models fair? A study of racial bias in dermatological image generation
A VAE trained on dermatology images reconstructs lighter skin better than darker skin even under balanced training, and its uncertainty estimates fail to warn about this disparity.