no code implementations • 29 Mar 2023 • Rebecca S Stone, Nishant Ravikumar, Andrew J Bulpitt, David C Hogg
The fairness of a deep neural network is strongly affected by dataset bias and spurious correlations, both of which are usually present in modern feature-rich and complex visual datasets.
no code implementations • 20 Apr 2022 • Rebecca S Stone, Nishant Ravikumar, Andrew J Bulpitt, David C Hogg
While various methods have been proposed to mitigate such bias, the majority require explicit knowledge of the biases present in the training data in order to mitigate.