Search Results for author: Benjamin Grewe

Found 3 papers, 1 papers with code

Unsupervised Musical Object Discovery from Audio

1 code implementation13 Nov 2023 Joonsu Gha, Vincent Herrmann, Benjamin Grewe, Jürgen Schmidhuber, Anand Gopalakrishnan

Our novel MusicSlots method adapts SlotAttention to the audio domain, to achieve unsupervised music decomposition.

Object Object Discovery +1

Intrinsic Biologically Plausible Adversarial Training

no code implementations29 Sep 2023 Matilde Tristany Farinha, Thomas Ortner, Giorgia Dellaferrera, Benjamin Grewe, Angeliki Pantazi

Artificial Neural Networks (ANNs) trained with Backpropagation (BP) excel in different daily tasks but have a dangerous vulnerability: inputs with small targeted perturbations, also known as adversarial samples, can drastically disrupt their performance.

Adversarial Robustness

Active Learning for Imbalanced Civil Infrastructure Data

no code implementations19 Oct 2022 Thomas Frick, Diego Antognini, Mattia Rigotti, Ioana Giurgiu, Benjamin Grewe, Cristiano Malossi

Unfortunately, annotation costs are incredibly high as our proprietary civil engineering dataset must be annotated by highly trained engineers.

Active Learning

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