Research Article

An Efficient Convolutional Neural Network with Transfer Learning for Malware Classification

Table 2

Sample count in each malware.

Malware familyNumbersMalware type

Adialer.C123Dialer
Agent.FYI117Backdoor
Allaple.A2950Worm
Allaple.L1592Worm
Alueron.gen!J199Trojan
Autorun.K107Worm AutoIT
C2LOP.gen!g201Trojan
C2LOP.p147Trojan
Dialplatform.B178Dialer
Donoto.A163Trojan downloader
Fakerean382Rouge
Instaccess432Dialer
Lolyada.AA1214PWS
Lolyada.AA2185PWS
Lolyada.AA3124PWS
Lolyada.AT160PWS
Malex.gen!J137Trojan
Obfuscator.AD143Trojan downloader
RBot!gen159Backdoor
Skintrim.N81Trojan
Swizzor.gen!E129Trojan downloader
Swizzor.gen!I133Trojan downloader
VB.AT409Worm
Wintrim.BX98Trojan download
Yuren.A801Worm