Jan 06, 2021
Smaller Models, Bigger Biases: Compressed face recognition models have stronger bias.
Compression methods like parameter pruning and quantization can shrink neural networks for use in devices like smartphones with little impact on accuracy — but they also exacerbate a network’s bias.