This project introduces a method to mitigate demographic bias in generative face aging models. We adapt the StyleGAN-based SAM model by adding a race-consistency loss, enforced by the DeepFace classifier, to promote more equitable and identity-preserving age transformations across different racial groups.
python computer-vision deep-learning pytorch generative-model gans deepface algorithmic-fairness face-aging stylegan responsible-ai ai-fairness generative-ai bias-in-ai
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Updated
Dec 13, 2023 - Python