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Using a collection of publicly available links to short form video clips of an average of 6 seconds duration each, 1,275 users manually annotated each video multiple times to indicate both long-term and short-term memorability of the…

Memes are a widely popular tool for web users to express their thoughts using visual metaphors. Understanding memes requires recognizing and interpreting visual metaphors with respect to the text inside or around the meme, often while…

计算与语言 · 计算机科学 2023-05-24 EunJeong Hwang , Vered Shwartz

Text-to-video generation has surged in interest since Sora, yet open-source models still face a data bottleneck: there is no large, high-quality, easily obtainable video-text corpus. Existing public datasets typically require manual YouTube…

计算机视觉与模式识别 · 计算机科学 2025-11-25 Timing Yang , Sucheng Ren , Alan Yuille , Feng Wang

The demand for producing short-form videos for sharing on social media platforms has experienced significant growth in recent times. Despite notable advancements in the fields of video summarization and highlight detection, which can create…

计算机视觉与模式识别 · 计算机科学 2024-12-17 Yongliang Wu , Wenbo Zhu , Jiawang Cao , Yi Lu , Bozheng Li , Weiheng Chi , Zihan Qiu , Lirian Su , Haolin Zheng , Jay Wu , Xu Yang

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…

We present a large-scale video subtitle translation dataset, BigVideo, to facilitate the study of multi-modality machine translation. Compared with the widely used How2 and VaTeX datasets, BigVideo is more than 10 times larger, consisting…

计算机视觉与模式识别 · 计算机科学 2023-07-04 Liyan Kang , Luyang Huang , Ningxin Peng , Peihao Zhu , Zewei Sun , Shanbo Cheng , Mingxuan Wang , Degen Huang , Jinsong Su

This paper presents the TikTok 2024 U.S. Presidential Election Dataset, a large-scale, resource designed to advance research into political communication and social media dynamics. The dataset comprises 3.14 million videos published on…

社会与信息网络 · 计算机科学 2024-12-23 Gabriela Pinto , Charles Bickham , Tanishq Salkar , Joyston Menezes , Luca Luceri , Emilio Ferrara

Micro-videos are six-second videos popular on social media networks with several unique properties. Firstly, because of the authoring process, they contain significantly more diversity and narrative structure than existing collections of…

计算机视觉与模式识别 · 计算机科学 2016-04-04 Phuc Xuan Nguyen , Gregory Rogez , Charless Fowlkes , Deva Ramanan

In this work, we construct and release a multi-domain and multi-modality event dataset (MMED), containing 25,165 textual news articles collected from hundreds of news media sites (e.g., Yahoo News, Google News, CNN News.) and 76,516 image…

多媒体 · 计算机科学 2019-04-10 Zhenguo Yang , Zehang Lin , Min Cheng , Qing Li , Wenyin Liu

Telegram is a globally popular instant messaging platform known for its strong emphasis on security, privacy, and unique social networking features. It has recently emerged as the host for various cross-domain analysis and research works,…

社会与信息网络 · 计算机科学 2025-04-29 Susmita Gangopadhyay , Danilo Dessi , Dimitar Dimitrov , Stefan Dietze

YouTube is one of the most popular platforms for streaming of user-generated video. Nowadays, professional YouTubers are organized in so called multi-channel networks (MCNs). These networks offer services such as brand deals, equipment, and…

计算机视觉与模式识别 · 计算机科学 2018-05-08 Christian Koch , Moritz Lode , Denny Stohr , Amr Rizk , Ralf Steinmetz

We present the Multiview Extended Video with Activities (MEVA) dataset, a new and very-large-scale dataset for human activity recognition. Existing security datasets either focus on activity counts by aggregating public video disseminated…

计算机视觉与模式识别 · 计算机科学 2020-12-03 Kellie Corona , Katie Osterdahl , Roderic Collins , Anthony Hoogs

This paper contributes to the ongoing discussions on the scholarly access to social media data, discussing a case where this access is barred despite its value for understanding and countering online disinformation and despite the absence…

社会与信息网络 · 计算机科学 2022-10-04 Maria Castaldo , Paolo Frasca , Tommaso Venturini , Floriana Gargiulo

Scratch is a programming environment and an online community where young people can create, share, learn, and communicate. In collaboration with the Scratch Team at MIT, we created a longitudinal dataset of public activity in the Scratch…

计算机与社会 · 计算机科学 2017-02-07 Benjamin Mako Hill , Andrés Monroy-Hernández

YouTube is a major platform for information and entertainment, but its wide accessibility also makes it attractive for scammers to upload deceptive or malicious content. Prior detection approaches rely largely on textual or statistical…

密码学与安全 · 计算机科学 2026-04-02 Ummay Kulsum , Aafaq Sabir , Abhinaya S. B. , Anupam Das

YouTube Shorts, a new section launched by YouTube in 2021, is a direct competitor to short video platforms like TikTok. It reflects the rising demand for short video content among online users. Social media platforms are often flooded with…

社会与信息网络 · 计算机科学 2024-10-28 Qinglan Wei , Yaqi Zhou , Longhui Xiao , Yuan Zhang

Sentiment analysis using big data from YouTube videos metadata can be conducted to analyze public opinions on various political figures who represent political parties. This is possible because YouTube has become one of the platforms for…

计算与语言 · 计算机科学 2023-09-29 Danendra Athallariq Harya Putra , Arief Purnama Muharram

We present a new large-scale multilingual video description dataset, VATEX, which contains over 41,250 videos and 825,000 captions in both English and Chinese. Among the captions, there are over 206,000 English-Chinese parallel translation…

计算机视觉与模式识别 · 计算机科学 2020-06-18 Xin Wang , Jiawei Wu , Junkun Chen , Lei Li , Yuan-Fang Wang , William Yang Wang

Large datasets of paired images and text have become increasingly popular for learning generic representations for vision and vision-and-language tasks. Such datasets have been built by querying search engines or collecting HTML alt-text --…

计算机视觉与模式识别 · 计算机科学 2021-11-23 Karan Desai , Gaurav Kaul , Zubin Aysola , Justin Johnson

Recent years have seen remarkable advances in visual understanding. However, how to understand a story-based long video with artistic styles, e.g. movie, remains challenging. In this paper, we introduce MovieNet -- a holistic dataset for…

计算机视觉与模式识别 · 计算机科学 2020-07-22 Qingqiu Huang , Yu Xiong , Anyi Rao , Jiaze Wang , Dahua Lin