Does Robustness on ImageNet Transfer to Downstream Tasks?

Yutaro Yamada, Mayu Otani

As clean ImageNet accuracy nears its ceiling, the research community is increasingly more concerned about robust accuracy under distributional shifts. While a variety of methods ha…