Towards Understanding Data Values: Empirical Results on Synthetic Data

no code implementations • 29 Sep 2021 • Danilo Brajovic, Omar de Mitri, Alex Windberger, Marco Huber

Understanding the influence of data on machine learning models is an emerging research field.

Data Valuation

Towards Measuring Bias in Image Classification

no code implementations • 1 Jul 2021 • Nina Schaaf, Omar de Mitri, Hang Beom Kim, Alexander Windberger, Marco F. Huber

For this purpose, first an artificial dataset with a known bias is created and used to train intentionally biased CNNs.

Classification Image Classification