Research Article
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 |
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