Awesome
ZOC
This repository is an implementation of AAAI2022 paper "Zero-Shot Out-of-Distribution Detection Based on the Pre-trained Model CLIP"
Datasets
cifar10, cifar100 and cifarplus are available in torchvision datasets. Tinyimagenet can be downloaded by running
tinyimagenet.sh
Training
- Training of the Decoder_text is done once. It is used later for evaluation of all datasets. To train, please run:
python train_decoder.py
Decoder checkpoint
The fine-tuned decoder weights can be downloaded from this Google Drive link
Evaluation
Every evaluation script loads the fine-tuned decoder from training step, please run one of the following for test results :
python cifar10_eval.py
python cifar100_eval.py
python cifarplus_eval.py
python tinyimagenet_eval.py