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: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CV 1years
2025 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
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.