16 citations · 23 across the 2 of their papers we have counts for
2 papers
cs.LG2020★ 16 cited
Imperfect ImaGANation: Implications of GANs Exacerbating Biases on Facial Data Augmentation and Snapchat Selfie Lenses
Niharika Jain, Alberto Olmo, Sailik Sengupta +2
In this paper, we show that popular Generative Adversarial Networks (GANs) exacerbate biases along the axes of gender and skin tone when given a skewed distribution of face-shots.…
cs.LG2018★ 7 cited
Imagining an Engineer: On GAN-Based Data Augmentation Perpetuating Biases
Niharika Jain, Lydia Manikonda, Alberto Olmo Hernandez +2
The use of synthetic data generated by Generative Adversarial Networks (GANs) has become quite a popular method to do data augmentation for many applications. While practitioners c…