AUAAC

Official implementation of the paper 'AUAAC: Area Under Accuracy-Accuracy Curve for Evaluating Out-of-Distribution Detection'

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How to use

Dependencies

• pytorch >= 2.0

Quick start

Trained network weight should be in model directory.
You can find the weight of ResNet34 trained with cifar10 in the following URL.
https://drive.google.com/file/d/1iIBWgmym2U1VACOXWUCnA_h5INWJI9QG/view?usp=sharing

For calculating ACC-IND and ACC-OOD, and saving scores in ./result/*.csv

python cal_accind&accood.py --net resnet34 --dataset cifar10 --ood svhn --specific normal

For calculating AUAAC and drawing the curve

python csv2curve.py --net resnet34 --dataset cifar10 --ood svhn --specific normal

For calculating AUAAC with entire csv files in ./result

python cal_score.py