Android Malware Detectors

End-to-end implementation of ML-based Android malware detectors.

Available Detectors

• DREBIN from Arp, Daniel, et al. "Drebin: Effective and explainable detection of android malware in your pocket." NDSS 2014. [paper]
• SecSVM from Demontis et al. "Yes, machine learning can be more secure! a case study on android malware detection." IEEE TDSC 2017. [paper]
• A BaseDREBIN class is also provided, allowing to easily and efficiently train any classifier on the DREBIN feature set by extending a few methods.

Pre-trained models (on the ELSA dataset) can also be downloaded from Drive:

• DREBIN
• SecSVM

The downloaded files must be placed in the pretrained folder.