What Can Style Transfer and Paintings Do For Model Robustness?

Hubert Lin
Hubert Lin
Mitchell van Zuijlen
Mitchell van Zuijlen
Cited by: 0|Bibtex|Views12
Other Links: arxiv.org

Abstract:

A common strategy for improving model robustness is through data augmentations. Data augmentations encourage models to learn desired invariances, such as invariance to horizontal flipping or small changes in color. Recent work has shown that arbitrary style transfer can be used as a form of data augmentation to encourage invariance to t...More

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