Research Article

PBDT: Python Backdoor Detection Model Based on Combined Features

Table 6

Performance comparison of different feature combinations.

FeaturesAccuracyPrecisionRecall (TPR)TNRF1-score

#1Call0.93420.88050.86960.95750.8750
#2Text0.93910.90260.86340.96640.8825
#3Opcode0.94410.87570.91930.95300.8970

#1+#20.95890.91460.93170.96870.9231
#1+#30.96380.92640.93790.97320.9321
#2+#30.94730.88170.92550.95530.9030

PBDT#1+#2+#30.97700.96230.95030.98660.9563