@inproceedings{9f9c02773a1547e1894815eaa96fd783,
title = "Survey on Vision based Fake News Detection and its Impact Analysis",
abstract = "Fake news is a post containing multimedia content and misrepresents the event that it is covering. A large number of fake news detection(FND) techniques rely on text analysis and very little attention has been paid to visual content-based detection. Deep learning-based generative models have increased the complexity by creating ultra-realistic phony media content and most detection techniques fail when dealing with such synthesized media. Therefore, the paper surveys the vision-based FND and improves our understanding of the role of visual content in detection. At the same time, it is important to study propagation characteristics and find an impact analysis of fake news. The existing review papers do not combine two parts - detection and impact analysis. Therefore, the proposed survey paper focuses on FND with face manipulation and also performs its impact analysis.",
keywords = "Computer Vision, Deep Fake, Deep Learning, Detection, Fake News, Impact Analysis",
author = "Raval, {Mehul S.} and Mohendra Roy and Minoru Kuribayashi",
note = "Funding Information: ACKNOWLEDGMENT This research was supported by the JSPS KAKENHI Grant Number 19K22846 and 22K19777, JST SICORP Grant Number JPMJSC20C3, and JST CREST Grant Number JP-MJCR20D3, Japan. Publisher Copyright: {\textcopyright} 2022 Asia-Pacific of Signal and Information Processing Association (APSIPA).; 2022 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2022 ; Conference date: 07-11-2022 Through 10-11-2022",
year = "2022",
doi = "10.23919/APSIPAASC55919.2022.9980089",
language = "English",
series = "Proceedings of 2022 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2022",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
pages = "1837--1841",
booktitle = "Proceedings of 2022 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2022",
}