Comparative evaluation of VGG16, ResNet50, EfficientNetB0 and XceptionNet on fake-image detection yields 90-91% accuracy with VGG16 highest, but highlights bias from dataset imbalance.
Ensemble learning for deepfake detection using ResNet and Effi- cientNet,
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Comparative Evaluation of Deep Learning Models for Fake Image Detection
Comparative evaluation of VGG16, ResNet50, EfficientNetB0 and XceptionNet on fake-image detection yields 90-91% accuracy with VGG16 highest, but highlights bias from dataset imbalance.