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AutoTestUnreliableInferences

This repo contains the code and the public dataset for Automated Testing of DNN Models for Unreliable Inferences

Install Dataset

The EgoHands dataset is stored at ./Tool/data_egohands/images. To use it, please keep it under ./Tool/data_egohands/.

Other datasets

Our method can also be applied to other datasets like ImageNet and MS COCO.

Acknowledgment

This work is supported by the Hong Kong ITF (Grant No: MHP/055/19) Testing DNN Systems.

Dataset

We would like to thank the IU Computer Vision Lab for their preparation of the EgoHands dataset and the http://roboflow.com for preprocessing the EgoHands dataset.

Tools

We would also like to thank Redmon et al for providing the darknet tool to help us train the YoloV3 model.