on whatsapp
play

on WhatsApp Kiran Garimella , Dean Eckles 1 WhatsApp Peer to peer - PowerPoint PPT Presentation

Image based Misinformation on WhatsApp Kiran Garimella , Dean Eckles 1 WhatsApp Peer to peer messaging platform 1.5 Billion monthly active users Multimedia heavy roughly 50% is images and video End-to-end encrypted Image


  1. Image based Misinformation on WhatsApp Kiran Garimella , Dean Eckles 1

  2. WhatsApp • Peer to peer messaging platform • 1.5 Billion monthly active users • Multimedia heavy – roughly 50% is images and video • End-to-end encrypted

  3. Image based misinformation • Much more powerful! • Almost no large scale studies. • Closed platforms are important! • Sense of intimacy and trust

  4. Dataset • WhatsApp • Over 6,000 public political groups from India • ~2 million images • Over 6 months starting December 2018

  5. Fact checked images • Fact checking websites • ~450 images • Manual annotation • 3 journalists • ~400 images

  6. 100 200 300 400 500 600 700 800 900 07/01/19 0 14/01/19 When were these images 21/01/19 28/01/19 04/02/19 11/02/19 18/02/19 25/02/19 Number of times fake images were shared 04/03/19 shared? 11/03/19 18/03/19 Mostly during the India-Pakistan 25/03/19 01/04/19 08/04/19 15/04/19 conflict! 22/04/19 29/04/19 06/05/19 13/05/19 20/05/19 27/05/19 03/06/19 10/06/19

  7. Primary Categories • Images taken out of context (~30%)

  8. Out of context images “Cheap fakes"

  9. Primary Categories • Images taken out of context (~30%) • Photoshopping (~20%)

  10. Photoshopped images

  11. Primary Categories • Images taken out of context (~30%) • Photoshopping (~20%) • False statistics and quotes (~10%)

  12. Fake Quotes/Stats

  13. Primary Categories • Images taken out of context (~30%) • Photoshopping (~20%) • False statistics and quotes (~10%) • Other

  14. Misinformation topics • Primarily political • Memes/Nationalism/Religion • Rumors/Urban legends • Feel good stuff • Health (roughly 15%!)

  15. Why is this important? • Automated fact checking • Out of context images • Photoshopped • Fake quotes/stats

  16. Why are they sharing these? • Caring about others • Low cost of forwarding (much easier than fact checking) • Lack of awareness • Personal belief in these networks • Malicious intent? (hard to identify) • Prejudice and ideology rather than out of ignorance or digital illiteracy.

  17. What could be done? • Only central authorities can make a difference! • Need to have a common repository

  18. Summary • Categorized image misinformation • Public groups • The same categorization generalizes across countries and platforms

  19. Thank you! @gvrkiran garimell@mit.edu 25

Download Presentation
Download Policy: The content available on the website is offered to you 'AS IS' for your personal information and use only. It cannot be commercialized, licensed, or distributed on other websites without prior consent from the author. To download a presentation, simply click this link. If you encounter any difficulties during the download process, it's possible that the publisher has removed the file from their server.

Recommend


More recommend