Search Results for author: Osman Aka

Found 2 papers, 1 papers with code

Visual Identification of Problematic Bias in Large Label Spaces

1 code implementation17 Jan 2022 Alex Bäuerle, Aybuke Gul Turker, Ken Burke, Osman Aka, Timo Ropinski, Christina Greer, Mani Varadarajan

With our approach, different models and datasets for large label spaces can be systematically and visually analyzed and compared to make informed fairness assessments tackling problematic bias.

Fairness

Measuring Model Biases in the Absence of Ground Truth

no code implementations5 Mar 2021 Osman Aka, Ken Burke, Alex Bäuerle, Christina Greer, Margaret Mitchell

By treating a classification model's predictions for a given image as a set of labels analogous to a bag of words, we rank the biases that a model has learned with respect to different identity labels.

Fairness Image Classification

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