Skip to main content

Advances, Systems and Applications

Table 4 Our customized dataset prepared from CIC-InvesAndMal2019

From: A malware detection system using a hybrid approach of multi-heads attention-based control flow traces and image visualization

APK

No. of ACGs

Train Features (APIs)

Texture Features

Combined

Adware

\(\sim 3.2K\)

\(\sim 8.4K\)

\(\sim 27K\)

\(\sim 35.4K\)

Ransomware

\(\sim 3.2K\)

\(\sim 8.4K\)

\(\sim 27K\)

\(\sim 35.4K\)

Scareware

\(\sim 3.4K\)

\(\sim 8.6K\)

\(\sim 28K\)

\(\sim 36.6K\)

SMS

\(\sim 3.4K\)

\(\sim 8.6K\)

\(\sim 28K\)

\(\sim 36.6K\)

Benign

\(\sim 4.8K\)

\(\sim 12.6K\)

\(\sim 40.4K\)

\(\sim 53K\)