Litcius/Paper detail

Deepfake Video Detection Using Convolutional Neural Network

Aarti Karandikar

2020International Journal of Advanced Trends in Computer Science and Engineering47 citationsDOIOpen Access PDF

Abstract

With the advent of new technological enhancements in artificial intelligence, new sophisticated AI techniques are used to create fake videos. Such videos can pose a great threat to the society in various social and political ways and can be used for malicious purposes. These fake videos are called deepfakes. Deepfakes refer to manipulated videos, or other digital representations produced by sophisticated artificial intelligence, that yield fabricated images and sounds that appear to be real. A deep-learning system can produce a persuasive counterfeit by studying photographs and videos of a target person from multiple angles, and then mimicking its behaviour and speech patterns.

Topics & Concepts

Convolutional neural networkComputer scienceArtificial intelligencePattern recognition (psychology)Digital Media Forensic DetectionGenerative Adversarial Networks and Image Synthesis