1 code implementation • 29 Nov 2023 • Maximilian Augustin, Yannic Neuhaus, Matthias Hein
While deep learning has led to huge progress in complex image classification tasks like ImageNet, unexpected failure modes, e. g. via spurious features, call into question how reliably these classifiers work in the wild.
1 code implementation • ICCV 2023 • Yannic Neuhaus, Maximilian Augustin, Valentyn Boreiko, Matthias Hein
In contrast, we work with ImageNet and validate our results by showing that presence of the harmful spurious feature of a class alone is sufficient to trigger the prediction of that class.
1 code implementation • 9 Dec 2022 • Yannic Neuhaus, Maximilian Augustin, Valentyn Boreiko, Matthias Hein
In contrast, we work with ImageNet and validate our results by showing that presence of the harmful spurious feature of a class alone is sufficient to trigger the prediction of that class.