Search Results for author: Ben Colman

Found 2 papers, 0 papers with code

Common Sense Reasoning for Deep Fake Detection

no code implementations31 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.

Binary Classification Common Sense Reasoning +3

Common-Sense Bias Discovery and Mitigation for Classification Tasks

no code implementations24 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.

Classification Common Sense Reasoning

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