Deteksi Foto Profil Rekayasa Artificial Intelligence Menggunakan Metode Convolutional Neural Network

Abstract

Technology has reached a point where social media is the primary source of information for citizen, the ease of access has granted some rising digital crime, which is fake profile that used for scamming, some of profiles picture of the so called fake account may use Artificial Intelligence such as StyleGAN 2 generated picture since it’s untraceable in reverse image search, Using regular Convolutional Neural Network and no specific architecture while limiting the training method using Freely available online service such as Google Drive and Google Collab, it was found that regular CNN manages to discern between real picture and StyleGAN 2 Generated profile picture with up to 95% accuracy when the picture are preprocessed into resolution 640 x 640 pixels or less.