The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization

We introduce four new real-world distribution shift datasets consisting of changes in image style, image blurriness, geographic location, camera operation, and more. With our new datasets, we take stock of previously proposed methods for improving out-of-distribution robustness and put them to the t...

Ausführliche Beschreibung

Bibliographische Detailangaben

Veröffentlicht in:	arXiv.org 2021-07
Hauptverfasser:	Hendrycks, Dan, Basart, Steven, Mu, Norman, Kadavath, Saurav, Wang, Frank, Dorundo, Evan, Desai, Rahul, Zhu, Tyler, Parajuli, Samyak, Guo, Mike, Song, Dawn, Steinhardt, Jacob, Gilmer, Justin
Format:	Artikel
Sprache:	eng
Schlagworte:	Benchmarks Data augmentation Geographical distribution Geographical locations Robustness Statistical methods
Online-Zugang:	Volltext
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!