Search Results for author: Katharina Prinz

Found 3 papers, 1 papers with code

On the Veracity of Local, Model-agnostic Explanations in Audio Classification: Targeted Investigations with Adversarial Examples

1 code implementation19 Jul 2021 Verena Praher, Katharina Prinz, Arthur Flexer, Gerhard Widmer

The basic idea is to identify a small set of human-understandable features of the classified example that are most influential on the classifier's prediction.

Audio Classification

The Impact of Label Noise on a Music Tagger

no code implementations14 Aug 2020 Katharina Prinz, Arthur Flexer, Gerhard Widmer

We explore how much can be learned from noisy labels in audio music tagging.

Music Tagging

End-to-End Adversarial White Box Attacks on Music Instrument Classification

no code implementations29 Jul 2020 Katharina Prinz, Arthur Flexer

Small adversarial perturbations of input data are able to drastically change performance of machine learning systems, thereby challenging the validity of such systems.

BIG-bench Machine Learning General Classification

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