Lightweight Convolutional Neural Networks (LightFFDNets) for Enhanced Speed and Accuracy in Facial Forgery Detection

This research introduces two novel lightweight Convolutional Neural Network (CNN) models, LightFFDNet v1 and LightFFDNet v2, designed for rapid and accurate detection of facial forgeries, demonstrating superior speed compared to existing architectures while maintaining high accuracy.