no code implementations • 31 Jan 2024 • Yue Zhang, Ben Colman, Ali Shahriyari, Gaurav Bharaj
State-of-the-art approaches rely on image-based features extracted via neural networks for the deepfake detection binary classification.
no code implementations • 24 Jan 2024 • Miao Zhang, Zee Fryer, Ben Colman, Ali Shahriyari, Gaurav Bharaj
Machine learning model bias can arise from dataset composition: sensitive features correlated to the learning target disturb the model decision rule and lead to performance differences along the features.