DAT

Source code of Distribution aware test selection metric

Requirements

- Tensorflow 2.3
- Keras 2.4.3

project structure

├── models                        # pretrained OOD detector  
├── art_attack.py                 # adv examples generation
├── data_preparation.py           # img transformation
├── DAT_metric.py                 # DAT metrics
├── transform_retrain.py          # baseline metrics and MNIST, Fashion-MNIST, CIFAR-10 retraining
├── wilds_retrain.py              # WILDs retraining

Others

• WILDs data can be downloaded from https://wilds.stanford.edu/

• WILDs pretrained OOD detector model wilds

• We reuse part of the code from MCP