Journal of Cloud Computing

Advances, Systems and Applications

Table 10 Performance comparison of transfer learning methods with the proposed approach

From: A malware detection system using a hybrid approach of multi-heads attention-based control flow traces and image visualization

Reference	Methods	Accuracy (%)
Arslan et al. [15]	CNN	96.2
Kumar et al. [16]	Stacked Ensemble	98.34
Ma et al. [3]	CFG & Ensemble	98.98
Frenklach et al. [17]	App Similarity Graph (ASG)	97.5
Nguyen et al. [18]	Function-call Graph & DCNN	98.7
Pektas et al. [19]	API-call Graph & DNN	98.65
Our Proposed	Hybrid (CFG & multi-model image)	99.27

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