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Short video platforms, such as YouTube, Instagram, or TikTok, are used by billions of users globally. These platforms expose users to harmful content, ranging from clickbait or physical harms to misinformation or online hate. Yet, detecting…

多媒体 · 计算机科学 2024-11-12 Claire Wonjeong Jo , Miki Wesołowska , Magdalena Wojcieszak

Automatically identifying harmful content in video is an important task with a wide range of applications. However, there is a lack of professionally labeled open datasets available. In this work VidHarm, an open dataset of 3589 video clips…

计算机视觉与模式识别 · 计算机科学 2022-09-07 Johan Edstedt , Amanda Berg , Michael Felsberg , Johan Karlsson , Francisca Benavente , Anette Novak , Gustav Grund Pihlgren

Video-sharing social media platforms, such as TikTok, YouTube, and Instagram, implement content moderation policies aimed at reducing exposure to harmful videos among minor users. As video has become the dominant and most immersive form of…

Social media has become an essential part of the daily routines of children and adolescents. Moreover, enormous efforts have been made to ensure the psychological and emotional well-being of young users as well as their safety when…

计算机与社会 · 计算机科学 2021-03-17 Sultan Alshamrani , Ahmed Abusnaina , Mohammed Abuhamad , Daehun Nyang , David Mohaisen

The prevalence of short form video platforms, combined with the ineffectiveness of age verification mechanisms, raises concerns about the potential harms facing children and teenagers in an algorithm-moderated online environment. We…

With the rapid rise of short-form videos, TikTok has become one of the most influential platforms among children and teenagers, but also a source of harmful content that can affect their perception and behavior. Such content, often subtle…

计算与语言 · 计算机科学 2025-11-25 Dat Thanh Nguyen , Nguyen Hung Lam , Anh Hoang-Thi Nguyen , Trong-Hop Do

Detecting hate speech in videos remains challenging due to the complexity of multimodal content and the lack of fine-grained annotations in existing datasets. We present HateClipSeg, a large-scale multimodal dataset with both video-level…

计算机视觉与模式识别 · 计算机科学 2025-08-18 Han Wang , Zhuoran Wang , Roy Ka-Wei Lee

Unscrupulous content creators on YouTube employ deceptive techniques such as spam and clickbait to reach a broad audience and trick users into clicking on their videos to increase their advertisement revenue. Clickbait detection on YouTube…

社会与信息网络 · 计算机科学 2021-12-17 Peya Mowar , Mini Jain , Ruchika Goel , Dinesh Kumar Vishwakarma

The proliferation of harmful content shared online poses a threat to online information integrity and the integrity of discussion across platforms. Despite various moderation interventions adopted by social media platforms, researchers and…

社会与信息网络 · 计算机科学 2023-04-07 Valerio La Gatta , Luca Luceri , Francesco Fabbri , Emilio Ferrara

The Internet has become an essential part of children's and adolescents' daily life. Social media platforms are used as educational and entertainment resources on daily bases by young users, leading enormous efforts to ensure their safety…

社会与信息网络 · 计算机科学 2020-09-18 Sultan Alshamrani , Ahmed Abusnaina , David Mohaisen

Short-video platforms show an increasing impact on people's daily lives nowadays, with billions of active users spending plenty of time each day. The interactions between users and online platforms give rise to many scientific problems…

多媒体 · 计算机科学 2025-02-11 Yu Shang , Chen Gao , Nian Li , Yong Li

Violent threats remain a significant problem across social media platforms. Useful, high-quality data facilitates research into the understanding and detection of malicious content, including violence. In this paper, we introduce a…

During the COVID-19 pandemic, health-related misinformation and harmful content shared online had a significant adverse effect on society. To mitigate this adverse effect, mainstream social media platforms employed soft moderation…

社会与信息网络 · 计算机科学 2022-01-20 Chen Ling , Krishna P. Gummadi , Savvas Zannettou

Recent multi-media data such as images and videos have been rapidly spread out on various online services such as social network services (SNS). With the explosive growth of online media services, the number of image content that may harm…

计算机视觉与模式识别 · 计算机科学 2023-10-10 Eungyeom Ha , Heemook Kim , Sung Chul Hong , Dongbin Na

YouTube draws large number of users who contribute actively by uploading videos or commenting on existing videos. However, being a crowd sourced and large content pushed onto it, there is limited control over the content. This makes…

社会与信息网络 · 计算机科学 2016-08-23 Rishabh Kaushal , Srishty Saha , Payal Bajaj , Ponnurangam Kumaraguru

YouTube has revolutionized the way people discover and consume video. Although YouTube facilitates easy access to hundreds of well-produced and trustworthy videos, abhorrent, misinformative, and mistargeted content is also common. The…

计算机与社会 · 计算机科学 2021-05-21 Kostantinos Papadamou

A lack of demographic context in existing toxic speech datasets limits our understanding of how different age groups communicate online. In collaboration with funk, a German public service content network, this research introduces the first…

计算与语言 · 计算机科学 2025-09-01 Jan Fillies , Michael Peter Hoffmann , Rebecca Reichel , Roman Salzwedel , Sven Bodemer , Adrian Paschke

YouTube has become the second most popular website according to Alexa, and it represents an enticing platform for scammers to attract victims. Because of the computational difficulty of classifying multimedia, identifying scams on YouTube…

密码学与安全 · 计算机科学 2021-04-15 Elijah Bouma-Sims , Brad Reaves

Hate speech has become one of the most significant issues in modern society, having implications in both the online and the offline world. Due to this, hate speech research has recently gained a lot of traction. However, most of the work…

计算机视觉与模式识别 · 计算机科学 2023-05-09 Mithun Das , Rohit Raj , Punyajoy Saha , Binny Mathew , Manish Gupta , Animesh Mukherjee

Over one in five adults in the US lives with a mental illness. In the face of a shortage of mental health professionals and offline resources, online short-form video content has grown to serve as a crucial conduit for disseminating mental…

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