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Out-of-context and misattributed imagery is the leading form of media manipulation in today's misinformation and disinformation landscape. The existing methods attempting to detect this practice often only consider whether the semantics of…

计算与语言 · 计算机科学 2025-06-12 Tomas Peterka , Matyas Bohacek

Images are often more significant than only the pixels to human eyes, as we can infer, associate, and reason with contextual information from other sources to establish a more complete picture. For example, in Figure 1, we can find a way to…

计算机视觉与模式识别 · 计算机科学 2022-03-29 Xingyu Fu , Ben Zhou , Ishaan Preetam Chandratreya , Carl Vondrick , Dan Roth

Geocoding involves automatic extraction of location coordinates of incidents reported in news articles, and can be used for epidemic intelligence or disaster management. This paper introduces Retrieval-Augmented Coordinate Capture Of Online…

计算与语言 · 计算机科学 2025-01-22 Jonathan Lin , Aditya Joshi , Hye-young Paik , Tri Dung Doung , Deepti Gurdasani

Writers such as journalists often use automatic tools to find relevant content to include in their narratives. In this paper, we focus on supporting writers in the news domain to develop event-centric narratives. Given an incomplete…

计算与语言 · 计算机科学 2021-07-01 Nikos Voskarides , Edgar Meij , Sabrina Sauer , Maarten de Rijke

In scientific publications, citations allow readers to assess the authenticity of the presented information and verify it in the original context. News articles, however, do not contain citations and only rarely refer readers to further…

信息检索 · 计算机科学 2019-09-27 Felix Hamborg , Philipp Meschenmoser , Moritz Schubotz , Bela Gipp

News Image Captioning requires describing an image by leveraging additional context from a news article. Previous works only coarsely leverage the article to extract the necessary context, which makes it challenging for models to identify…

计算机视觉与模式识别 · 计算机科学 2022-12-05 Mingyang Zhou , Grace Luo , Anna Rohrbach , Zhou Yu

The most effective misinformation campaigns are multimodal, often combining text with images and videos taken out of context -- or fabricating them entirely -- to support a given narrative. Contemporary methods for detecting misinformation,…

计算与语言 · 计算机科学 2025-02-17 Tomas Peterka , Matyas Bohacek

Online misinformation is a prevalent societal issue, with adversaries relying on tools ranging from cheap fakes to sophisticated deep fakes. We are motivated by the threat scenario where an image is used out of context to support a certain…

计算机视觉与模式识别 · 计算机科学 2021-09-23 Grace Luo , Trevor Darrell , Anna Rohrbach

Building upon recent Deep Neural Network architectures, current approaches lying in the intersection of computer vision and natural language processing have achieved unprecedented breakthroughs in tasks like automatic captioning or image…

计算机视觉与模式识别 · 计算机科学 2016-03-24 Arnau Ramisa , Fei Yan , Francesc Moreno-Noguer , Krystian Mikolajczyk

Misinformation is now a major problem due to its potential high risks to our core democratic and societal values and orders. Out-of-context misinformation is one of the easiest and effective ways used by adversaries to spread viral false…

计算机视觉与模式识别 · 计算机科学 2022-03-22 Sahar Abdelnabi , Rakibul Hasan , Mario Fritz

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…

多媒体 · 计算机科学 2025-04-11 Arka Ujjal Dey , Artemis Llabrés , Ernest Valveny , Dimosthenis Karatzas

News Image Captioning aims to create captions from news articles and images, emphasizing the connection between textual context and visual elements. Recognizing the significance of human faces in news images and the face-name co-occurrence…

计算机视觉与模式识别 · 计算机科学 2024-03-22 Tingyu Qu , Tinne Tuytelaars , Marie-Francine Moens

This paper investigates sentence-level text reuse in multilingual journalism, analyzing where reused content occurs within articles. We present a weakly supervised method for detecting sentence-level cross-lingual reuse without requiring…

计算与语言 · 计算机科学 2026-04-01 Soveatin Kuntur , Nina Smirnova , Anna Wroblewska , Philipp Mayr , Sebastijan Razboršek Maček

As visual misinformation becomes increasingly prevalent, platform algorithms act as intermediaries that curate information for users' verification practices. Yet, it remains unclear how algorithmic gatekeeping tools, such as reverse image…

社会与信息网络 · 计算机科学 2026-03-11 Cong Lin , Yifei Chen , Jiangyue Chen , Yingdan Lu , Yilang Peng , Cuihua Shen

The verification of multimedia content over social media is one of the challenging and crucial issues in the current scenario and gaining prominence in an age where user-generated content and online social web platforms are the leading…

社会与信息网络 · 计算机科学 2021-09-22 Deepika Varshney , Dinesh Kumar Vishwakarma

Despite the recent attention to DeepFakes, one of the most prevalent ways to mislead audiences on social media is the use of unaltered images in a new but false context. To address these challenges and support fact-checkers, we propose a…

计算机视觉与模式识别 · 计算机科学 2021-04-23 Shivangi Aneja , Chris Bregler , Matthias Nießner

The exponential rise of social media and digital news in the past decade has had the unfortunate consequence of escalating what the United Nations has called a global topic of concern: the growing prevalence of disinformation. Given the…

计算与语言 · 计算机科学 2019-11-28 Chris Dulhanty , Jason L. Deglint , Ibrahim Ben Daya , Alexander Wong

Event-based image retrieval from free-form captions presents a significant challenge: models must understand not only visual features but also latent event semantics, context, and real-world knowledge. Conventional vision-language retrieval…

计算机视觉与模式识别 · 计算机科学 2025-09-03 Dinh-Khoi Vo , Van-Loc Nguyen , Minh-Triet Tran , Trung-Nghia Le

Fake information poses one of the major threats for society in the 21st century. Identifying misinformation has become a key challenge due to the amount of fake news that is published daily. Yet, no approach is established that addresses…

信息检索 · 计算机科学 2021-03-30 Vishwani Gupta , Katharina Beckh , Sven Giesselbach , Dennis Wegener , Tim Wirtz

Searching is an important tool of information gathering, if information is in the form of picture than it play a major role to take quick action and easy to memorize. This is a human tendency to retain more picture than text. The complexity…

信息检索 · 计算机科学 2011-12-12 Anamika Sharma
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