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I'm Dan, a PhD student in ML at UC Berkeley.
See my webpage for my research.
See below for my code.
Deep Anomaly Detection with Outlier Exposure (ICLR 2019)
Python 548 108
Corruption and Perturbation Robustness (ICLR 2019)
Python 1k 144
A Harder ImageNet Test Set (CVPR 2021)
Python 596 52
Self-Supervised Learning for OOD Detection (NeurIPS 2019)
Python 266 31
The Combined Anomalous Object Segmentation (CAOS) Benchmark
Python 156 20
AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Python 978 157