研究文章
一种新型恶意软件检测和家庭分类方案基于梦想和DenseNet物联网
表7
精度、召回和F1分数MalImg数据集上的我们的模型。
|
|
Adialer.C |
Agent.FYI |
Allaple.A |
Allaple.L |
Allueron.gen ! J |
Autorun.K |
C2Lop.P |
g C2Lop.gen ! |
Dialplatform.B |
Dontovo.A |
Fakerean |
Instantaccess |
Lolyda.AA1 |
Lolyda.AA2 |
Lolyda.AA3 |
Lolyda.AT |
Malex.gen ! J |
Obfuscator.ADAD |
Rbot !创 |
Skintrim.N |
E Swizzor.gen ! |
Swizzor.gen !我 |
VB.AT |
Wintrim.BX |
Yuner.A |
精度 |
回忆 |
F1的分数 |
|
| Adialer.C |
25 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
1.000 |
1.000 |
1.000 |
| Agent.FYI |
0 |
32 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
1.000 |
1.000 |
1.000 |
| Allaple.A |
0 |
0 |
76年 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
1.000 |
1.000 |
1.000 |
| Allaple.L |
0 |
0 |
0 |
86年 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
1.000 |
1.000 |
1.000 |
| Allueron.gen ! J |
0 |
0 |
0 |
0 |
37 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
6 |
0 |
0 |
0 |
0 |
0 |
0.925 |
0.860 |
0.891 |
| Autorun.K |
0 |
0 |
0 |
0 |
3 |
34 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
1.000 |
0.918 |
0.957 |
| C2Lop.P |
0 |
0 |
0 |
0 |
0 |
0 |
25 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
1.000 |
1.000 |
1.000 |
| g C2Lop.gen ! |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
32 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
1.000 |
1.000 |
1.000 |
| Dialplatform.B |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
26 |
0 |
1 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
1.000 |
0.962 |
0.981 |
| Dontovo.A |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
28 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
1.000 |
1.000 |
1.000 |
| Fakerean |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
32 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0.969 |
1.000 |
0.984 |
| Instantaccess |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
23 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
1.000 |
1.000 |
1.000 |
| Lolyda.AA1 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
16 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
1.000 |
1.000 |
1.000 |
| Lolyda.AA2 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
22 |
3 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
1 |
0 |
0 |
0.785 |
0.846 |
0.814 |
| Lolyda.AA3 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
6 |
19 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
1 |
0 |
0.791 |
0.730 |
0.76 |
| Lolyda.AT |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
82年 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
1.000 |
1.000 |
1.000 |
| Malex.gen ! J |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
19 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0.95 |
1.000 |
0.974 |
| Obfuscator.AD |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
160年 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
1.000 |
1.000 |
1.000 |
| Rbot !创 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
1 |
0 |
589年 |
0 |
0 |
0 |
0 |
0 |
0 |
1.000 |
0.998 |
0.999 |
| Skintrim.N |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
318年 |
0 |
0 |
0 |
0 |
0 |
0.981 |
1.000 |
0.990 |
| E Swizzor.gen ! |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
40 |
0 |
0 |
0 |
0 |
1.000 |
1.000 |
1.000 |
| Swizzor.gen !我 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
21 |
0 |
0 |
0 |
1.000 |
1.000 |
1.000 |
| VB.AT |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
|
|
|
|
3 |
0 |
0.948 |
0.925 |
0.936 |
| Wintrim.BX |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
0 |
0 |
0 |
0 |
|
|
|
|
0 |
0 |
0 |
37 |
0.881 |
| Yuner.A |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
1 |
1.000 |
| 宏 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
0.969 |
0.966 |
0.967 |
|
|
