Compressed Firmware Classification Based on Extra Trees and Doc2Vec

Table 3

Evaluation result.

Model	Precision	Recall	F1-score
Random Forest + Doc2Vec	0.9670	0.9661	0.9648
Decision Tree + Doc2Vec	0.9180	0.9153	0.9162
XGBoost + Doc2Vec	0.9440	0.9435	0.9423
Extra Trees + Doc2Vec	0.9718	0.9718	0.9713
SVM + Doc2Vec	0.9168	0.9153	0.9143
Binwalk	0.9261	0.9261	0.9261

The bold values show the largest value in the corresponding column. The higher the value in each column, the better.