Research Article
A Vulnerability Detection System Based on Fusion of Assembly Code and Source Code
Table 4
Test results for different categories.
| | Kind | | FPR (%) | FNR (%) | A (%) | P (%) | F1 (%) |
| | FC | VulDeePecker [35] | 9.6 | 17.5 | 85.9 | 91.3 | 86.6 | | BVDetector [15] | 7.7 | 13.9 | 88.9 | 92.8 | 89.3 | | Early fusion | 1.1 | 5.0 | 96.8 | 98.9 | 96.8 | | Hybrid fusion | 1.3 | 4.5 | 97.0 | 98.7 | 97.0 |
| | AU | VulDeePecker [35] | 9.4 | 17.4 | 86.1 | 91.5 | 86.8 | | BVDetector [15] | 7.4 | 13.8 | 89.1 | 93.1 | 89.4 | | Early fusion | 1.1 | 5.1 | 96.7 | 98.9 | 96.8 | | Hybrid fusion | 1.3 | 4.5 | 96.9 | 98.7 | 97.0 |
| | AE | VulDeePecker [35] | 9.7 | 17.5 | 85.9 | 91.2 | 86.6 | | BVDetector [15] | 7.2 | 15.4 | 88.3 | 93.0 | 88.5 | | Early fusion | 1.0 | 5.9 | 96.4 | 98.9 | 96.4 | | Hybrid fusion | 1.4 | 5.0 | 96.6 | 98.4 | 96.6 |
| | PU | VulDeePecker [35] | 6.7 | 18.1 | 86.9 | 93.8 | 87.4 | | BVDetector [15] | 7.8 | 13.9 | 88.8 | 92.7 | 89.2 | | Early fusion | 1.1 | 5.0 | 96.8 | 98.9 | 96.8 | | Hybrid fusion | 1.3 | 4.5 | 97.0 | 98.6 | 97.0 |
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