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Individuals can be misled by fake news and spread it unintentionally without knowing it is false. This phenomenon has been frequently observed but has not been investigated. Our aim in this work is to assess the intent of fake news…

Social and Information Networks · Computer Science 2022-02-15 Xinyi Zhou , Kai Shu , Vir V. Phoha , Huan Liu , Reza Zafarani

The extensive use of social media in the diffusion of information has also laid a fertile ground for the spread of rumors, which could significantly affect the credibility of social media. An ever-increasing number of users post news…

Information Retrieval · Computer Science 2020-08-05 Abderrazek Azri , Cécile Favre , Nouria Harbi , Jérôme Darmont

Rapid advances in image processing capabilities have been seen across many domains, fostered by the application of machine learning algorithms to "big-data". However, within the realm of medical image analysis, advances have been curtailed,…

Computer Vision and Pattern Recognition · Computer Science 2019-09-05 Silas Ørting , Andrew Doyle , Arno van Hilten , Matthias Hirth , Oana Inel , Christopher R. Madan , Panagiotis Mavridis , Helen Spiers , Veronika Cheplygina

Typically crowdsourcing-based approaches to gather annotated data use inter-annotator agreement as a measure of quality. However, in many domains, there is ambiguity in the data, as well as a multitude of perspectives of the information…

Human-Computer Interaction · Computer Science 2018-08-21 Anca Dumitrache , Oana Inel , Lora Aroyo , Benjamin Timmermans , Chris Welty

Despite the influence that image-based communication has on online discourse, the role played by images in disinformation is still not well understood. In this paper, we present the first large-scale study of fauxtography, analyzing the use…

Social media platforms enable the rapid dissemination and consumption of information. However, users instantly consume such content regardless of the reliability of the shared data. Consequently, the latter crowdsourcing model is exposed to…

Computation and Language · Computer Science 2024-09-06 Francisco de Arriba-Pérez , Silvia García-Méndez , Fátima Leal , Benedita Malheiro , Juan Carlos Burguillo

Deepfake detection refers to detecting artificially generated or edited faces in images or videos, which plays an essential role in visual information security. Despite promising progress in recent years, Deepfake detection remains a…

Computer Vision and Pattern Recognition · Computer Science 2023-12-11 Chunlei Peng , Huiqing Guo , Decheng Liu , Nannan Wang , Ruimin Hu , Xinbo Gao

The rise of disinformation on social media, especially through the strategic manipulation or repurposing of images, paired with provocative text, presents a complex challenge for traditional fact-checking methods. In this paper, we…

Multimedia · Computer Science 2025-04-11 Arka Ujjal Dey , Artemis Llabrés , Ernest Valveny , Dimosthenis Karatzas

As any savvy online shopper knows, second-hand peer-to-peer marketplaces are filled with images of mixed quality. How does image quality impact marketplace outcomes, and can quality be automatically predicted? In this work, we conducted a…

Computer Vision and Pattern Recognition · Computer Science 2019-11-12 Xiao Ma , Lina Mezghani , Kimberly Wilber , Hui Hong , Robinson Piramuthu , Mor Naaman , Serge Belongie

Understanding the intent behind information is crucial. However, news as a medium of public discourse still lacks a structured investigation of perceived news intent and its application. To advance this field, this paper reviews…

Computation and Language · Computer Science 2025-06-18 Zhengjia Wang , Danding Wang , Qiang Sheng , Juan Cao , Siyuan Ma , Haonan Cheng

Detecting manipulated images has become a significant emerging challenge. The advent of image sharing platforms and the easy availability of advanced photo editing software have resulted in a large quantities of manipulated images being…

Computer Vision and Pattern Recognition · Computer Science 2019-11-26 Peng Zhou , Bor-Chun Chen , Xintong Han , Mahyar Najibi , Abhinav Shrivastava , Ser Nam Lim , Larry S. Davis

An image is worth a thousand words, conveying information that goes beyond the physical visual content therein. In this paper, we study the intent behind social media images with an aim to analyze how visual information can help the…

Computer Vision and Pattern Recognition · Computer Science 2021-03-30 Menglin Jia , Zuxuan Wu , Austin Reiter , Claire Cardie , Serge Belongie , Ser-Nam Lim

Unsupervised image-to-image translation methods aim to map images from one domain into plausible examples from another domain while preserving structures shared across two domains. In the many-to-many setting, an additional guidance example…

Computer Vision and Pattern Recognition · Computer Science 2021-11-29 Ben Usman , Dina Bashkirova , Kate Saenko

Information quality in social media is an increasingly important issue, but web-scale data hinders experts' ability to assess and correct much of the inaccurate content, or `fake news,' present in these platforms. This paper develops a…

Social and Information Networks · Computer Science 2018-06-01 Cody Buntain , Jennifer Golbeck

Despite the ubiquity and proliferation of images and videos in online news environments, much of the existing research on misinformation and its correction is solely focused on textual misinformation, and little is known about how ordinary…

Social and Information Networks · Computer Science 2023-03-10 Cuihua Shen , Mona Kasra , James O'Brien

In this paper, we study idea mining from crowdsourcing applications which encourage a group of people, who are usually undefined and very large sized, to generate ideas for new product development (NPD). In order to isolate the relatively…

Information Retrieval · Computer Science 2015-02-26 Thanh-Cong Dinh , Hyerim Bae , Jaehun Park , Joonsoo Bae

Most publicly available image quality databases have been created under highly controlled conditions by introducing graded simulated distortions onto high-quality photographs. However, images captured using typical real-world mobile camera…

Computer Vision and Pattern Recognition · Computer Science 2016-01-20 Deepti Ghadiyaram , Alan C. Bovik

The recent explosion of false claims in social media and on the Web in general has given rise to a lot of manual fact-checking initiatives. Unfortunately, the number of claims that need to be fact-checked is several orders of magnitude…

Computation and Language · Computer Science 2019-09-02 Dimitrina Zlatkova , Preslav Nakov , Ivan Koychev

In our generation, there is an undoubted rise in the use of social media and specifically photo and video sharing platforms. These sites have proved their ability to yield rich data sets through the users' interaction which can be used to…

Computers and Society · Computer Science 2023-07-06 Sofia Strukova , Rubén Gaspar Marco , José A. Ruipérez-Valiente , Félix Gómez Mármol

One main challenge in social media is to identify trustworthy information. If we cannot recognize information as trustworthy, that information may become useless or be lost. Opposite, we could consume wrong or fake information with major…

Social and Information Networks · Computer Science 2019-04-17 Jamal Al Qundus , Adrian Paschke