ImageDroid: Using Deep Learning to Efficiently Detect Android Malware and Automatically Mark Malicious Features

Table 4

Evaluation indicator of multifamily classification.

Family	TPR	FPR	Precision	Recall	F-value
FakeInstaller	0.994	0.001	0.998	0.994	0.996
DroidKungFu	0.992	0	0.996	0.992	0.994
Plankton	1	0	1	1	1
OpFake	0.989	0.001	0.957	0.903	0.927
GingerMaster	1	0	1	1	1
BaseBridge	0.892	0.005	0.947	0.892	0.918
IconoSys	1	0	1	1	1
Kmin	0.935	0.001	0.977	0.935	0.956
FakeDoc	0.989	0	1	0.989	0.995
Geinimi	0.909	0.001	0.909	0.909	0.909
Adrd	0.914	0.001	0.981	0.914	0.946
DroidDream	0.909	0	1	0.909	0.952
LinuxLotoor	0.989	0	1	0.989	0.995
GoldDream	1	0	1	1	1
MobileTx	1	0.004	0.936	1	0.958
FakeRun	1	0	1	1	1
SendPay	0.833	0	1	0.833	0.909
Gappusin	0.818	0	1	0.818	0.9
Imlog	0.894	0	1	0.894	0.944
SMSreg	0.889	0	1	0.889	0.941
Avg	0.967	0.001	0.979	0.967	0.968