Binary File’s Visualization and Entropy Features Analysis Combined with Multiple Deep Learning Networks for Malware Classification

Table 7

The performance of classifiers trained based on different visualization features.

Features	Acc (%)	Pre (%)	Recall (%)	F1-score (%)
RGB1	98.865	98.870	98.864	98.847
RGB2	95.653	95.755	95.655	95.662
Ent_gray	86.712	87.127	86.713	86.821
R1 + R2	99.539	99.560	99.539	99.537
R1 + Ent	99.615	99.634	99.614	99.609
R1 + R2 + Ent	99.732	99.743	99.733	99.730