Detecting Deepfake Videos Using Euler Video Magnification

by   Rashmiranjan Das, et al.

Recent advances in artificial intelligence make it progressively hard to distinguish between genuine and counterfeit media, especially images and videos. One recent development is the rise of deepfake videos, based on manipulating videos using advanced machine learning techniques. This involves replacing the face of an individual from a source video with the face of a second person, in the destination video. This idea is becoming progressively refined as deepfakes are getting progressively seamless and simpler to compute. Combined with the outreach and speed of social media, deepfakes could easily fool individuals when depicting someone saying things that never happened and thus could persuade people in believing fictional scenarios, creating distress, and spreading fake news. In this paper, we examine a technique for possible identification of deepfake videos. We use Euler video magnification which applies spatial decomposition and temporal filtering on video data to highlight and magnify hidden features like skin pulsation and subtle motions. Our approach uses features extracted from the Euler technique to train three models to classify counterfeit and unaltered videos and compare the results with existing techniques.


page 4

page 5


Learning Double-Compression Video Fingerprints Left from Social-Media Platforms

Social media and messaging apps have become major communication platform...

Deepfake Video Forensics based on Transfer Learning

Deeplearning has been used to solve complex problems in various domains....

Using Deep Learning to Detecting Deepfakes

In the recent years, social media has grown to become a major source of ...

Deepfake Detection of Occluded Images Using a Patch-based Approach

DeepFake involves the use of deep learning and artificial intelligence t...

Closed ASL Interpreting for Online Videos

Deaf individuals face great challenges in today's society. It can be ver...

Technical Report of the DAISY System -- Shooter Localization, Models, Interface, and Beyond

Nowadays a huge number of user-generated videos are uploaded to social m...

Please sign up or login with your details

Forgot password? Click here to reset