Datasets:

Amal340
/

phishing-framework-code

Model,Accuracy (%),Precision (%),Recall (%),Macro-F1 (%),ROC-AUC,FPR (%),FNR (%)
Unimodal URL Lexical,78.1,78.16,79.24,78.08,0.8656,23.08,20.76
Unimodal Standard HTML/DOM,88.6,87.87,90.11,88.59,0.9571,12.97,9.89
Unimodal Visual Identity (CNN),89.5,87.24,93.05,89.47,0.9633,14.2,6.95
Disentangled DOM + Hard-Mining,93.0,91.75,94.81,92.99,0.9838,8.89,5.19
Hybrid Multimodal (Supervised),95.3,93.12,98.04,95.29,0.9937,7.56,1.96
Proposed Framework (Multimodal + PhishSSL),99.0,98.73,99.31,99.0,0.9993,1.33,0.69

	Model,Accuracy (%),Precision (%),Recall (%),Macro-F1 (%),ROC-AUC,FPR (%),FNR (%)
	Unimodal URL Lexical,78.1,78.16,79.24,78.08,0.8656,23.08,20.76
	Unimodal Standard HTML/DOM,88.6,87.87,90.11,88.59,0.9571,12.97,9.89
	Unimodal Visual Identity (CNN),89.5,87.24,93.05,89.47,0.9633,14.2,6.95
	Disentangled DOM + Hard-Mining,93.0,91.75,94.81,92.99,0.9838,8.89,5.19
	Hybrid Multimodal (Supervised),95.3,93.12,98.04,95.29,0.9937,7.56,1.96
	Proposed Framework (Multimodal + PhishSSL),99.0,98.73,99.31,99.0,0.9993,1.33,0.69