Research Article

TinyDroid: A Lightweight and Efficient Model for Android Malware Detection and Classification

Table 10

Detection rates of TinyDroid and antivirus scanners.

Num.TinyDroidAviraDr.WebAVGKasperskyESETGDATARisingMSEAvast

2000 samples95.3%100.0%97.0%94.0%91.5%91.0%66.0%49.5%15.5%11.0%
4000 samples98.6%99.1%92.7%92.3%78.7%90.0%42.9%45.0%7.5%10.2%