From: Tackling imbalanced data in cybersecurity with transfer learning: a case with ROP payload detection
Source | Target | TP | FP | ||
---|---|---|---|---|---|
 | Baseline | Ours | Baseline | Ours | |
vsftpd | nginx | 3329 | 3324 | 60 | 57 |
vsftpd | httpd | 3157 | 3222 | 34 | 40 |
vsftpd | proftpd | 3351 | 3138 | 85 | 52 |
proftpd | nginx | 3435 | 3391 | 26 | 23 |
proftpd | httpd | 3417 | 3365 | 20 | 22 |
proftpd | vsftpd | 3154 | 3269 | 47 | 15 |
Total | 19,843 | 19,709 | 272 | 209 |