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Malware Classification on CICMalDroid 2020

0.991Accuracy

HuBERT ⊞ ViT (FOCA)

Updated 4d ago

Evaluation Results

Method	Links
HuBERT ⊞ ViT (FOCA) 2026.01		0.991	0.9885
Yang et al. 2026.01		0.9852	0.9831
Samaneh et al. 2026.01		0.9673	0.9784
Vasan et al. 2026.01		0.9571	0.9646
Scott et al. 2026.01		0.9374	0.9181
Wav2Vec2 ⊗ ViT 2026.01		0.9321	0.919
Devnath et al. 2026.01		0.9274	0.0094
HuBERT ⊗ ViT 2026.01		0.9221	0.9189
Wav2Vec2 ⊞ ViT (FOCA) 2026.01		0.9121	0.899
Wav2Vec2 ⊗ VGG-19 2026.01		0.8868	0.8437
Wav2Vec2 ⊞ ResNet-50 (FOCA) 2026.01		0.8862	0.8735
WavLM ⊞ ViT (FOCA) 2026.01		0.8847	0.8723
Wav2Vec2 ⊞ VGG-19 (FOCA) 2026.01		0.8768	0.8643
WavLM ⊞ ResNet-50 (FOCA) 2026.01		0.8756	0.8634
HuBERT ⊞ ResNet-50 (FOCA) 2026.01		0.8756	0.8631
Wav2Vec2 ⊗ ResNet-50 2026.01		0.8752	0.8521
WavLM ⊞ VGG-19 (FOCA) 2026.01		0.8665	0.8541
HuBERT ⊞ VGG-19 (FOCA) 2026.01		0.8665	0.8542
WavLM ⊗ ViT 2026.01		0.8556	0.8525
HuBERT ⊗ VGG-19 2026.01		0.8475	0.8442
WavLM ⊗ VGG-19 2026.01		0.8423	0.8394
HuBERT ⊗ ResNet-50 2026.01		0.8394	0.8363
WavLM ⊗ ResNet-50 2026.01		0.8381	0.8351
Wav2Vec2 + ViT 2026.01		0.8221	0.819
HuBERT 2026.01		0.8098	0.788
HuBERT + ViT 2026.01		0.8016	0.7985
WavLM + ViT 2026.01		0.7974	0.7944
Wav2Vec2 + ResNet-50 2026.01		0.7974	0.7945
Wav2Vec2 + VGG-19 2026.01		0.7892	0.7863
HuBERT + VGG-19 2026.01		0.7892	0.7865
WavLM + VGG-19 2026.01		0.7853	0.7823
WavLM + ResNet-50 2026.01		0.781	0.7783
HuBERT + ResNet-50 2026.01		0.781	0.7785
Wav2Vec2 2026.01		0.7612	0.7407
ViT 2026.01		0.749	0.7448
WavLM 2026.01		0.7369	0.7171
VGG-19 2026.01		0.7265	0.7225
ResNet-50 2026.01		0.7118	0.7076