How to rain your ViT for OOD Detection

Published in ICLR 2024 workshop on Responsible and Reliable Foundation Models, 2024

Recommended citation: Maximilian Müller and Matthias Hein (2024) “How to rain your ViT for OOD Detection”, ICLR 2024 R2FM Workshop https://arxiv.org/abs/2405.17447

We investigate the impact of both the pretraining and finetuning scheme on the performance of ViTs on ImageNet-scale OOD detection by analyzing a large pool of models. We find that the exact type of pretraining has a strong impact on which method works well and on OOD detection performance in general.

Download paper here

Recommended citation: Maximilian Müller and Matthias Hein (2024) “How to rain your ViT for OOD Detection”, ICLR 2024 R2FM Workshop