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In this work, we present TalkCuts, a large-scale dataset designed to facilitate the study of multi-shot human speech video generation. Unlike existing datasets that focus on single-shot, static viewpoints, TalkCuts offers 164k clips…

Computer Vision and Pattern Recognition · Computer Science 2025-10-14 Jiaben Chen , Zixin Wang , Ailing Zeng , Yang Fu , Xueyang Yu , Siyuan Cen , Julian Tanke , Yihang Chen , Koichi Saito , Yuki Mitsufuji , Chuang Gan

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…

Recent years have witnessed an increasing interest in image-based question-answering (QA) tasks. However, due to data limitations, there has been much less work on video-based QA. In this paper, we present TVQA, a large-scale video QA…

Computation and Language · Computer Science 2019-05-09 Jie Lei , Licheng Yu , Mohit Bansal , Tamara L. Berg

Predicting which specific parts of a video users will replay is important for several applications, including targeted advertisement placement on video platforms and assisting video creators. In this work, we explore whether it is possible…

Computer Vision and Pattern Recognition · Computer Science 2023-09-13 Alessandro Duico , Ombretta Strafforello , Jan van Gemert

The availability of high definition video content on the web has brought about a significant change in the characteristics of Internet video, but not many studies on characterizing video have been done after this change. Video…

Multimedia · Computer Science 2014-08-26 Saba Ahsan , Varun Singh , Jörg Ott

Sora's high-motion intensity and long consistent videos have significantly impacted the field of video generation, attracting unprecedented attention. However, existing publicly available datasets are inadequate for generating Sora-like…

Computer Vision and Pattern Recognition · Computer Science 2024-07-10 Xuan Ju , Yiming Gao , Zhaoyang Zhang , Ziyang Yuan , Xintao Wang , Ailing Zeng , Yu Xiong , Qiang Xu , Ying Shan

Publishing open-source academic video recordings is an emergent and prevalent approach to sharing knowledge online. Such videos carry rich multimodal information including speech, the facial and body movements of the speakers, as well as…

Computation and Language · Computer Science 2024-06-05 Zhe Chen , Heyang Liu , Wenyi Yu , Guangzhi Sun , Hongcheng Liu , Ji Wu , Chao Zhang , Yu Wang , Yanfeng Wang

Video lectures are becoming more popular and in demand as online classroom teaching is becoming more prevalent. Massive Open Online Courses (MOOCs), such as NPTEL, have been creating high-quality educational content that is freely…

Information Retrieval · Computer Science 2024-01-04 Shalika Kumbham , Abhijit Debnath , Krothapalli Sreenivasa Rao

Crowdsourced video systems like YouTube and Twitch.tv have been a major internet phenomenon and are nowadays entertaining over a billion users. In addition to video sharing and viewing, over the years they have developed new features to…

Social and Information Networks · Computer Science 2019-01-29 Adele Lu Jia , Xiaoxue Shen , Siqi Shen , Jun Xu

We combine user-centric Twitter data with video-centric YouTube data to analyze who watches and shares what on YouTube. Combination of two data sets, with 87k Twitter users, 5.6mln YouTube videos and 15mln video sharing events, allows rich…

Social and Information Networks · Computer Science 2016-02-23 Adiya Abisheva , Venkata Rama Kiran Garimella , David Garcia , Ingmar Weber

We present the first full description of Media Cloud, an open source platform based on crawling hyperlink structure in operation for over 10 years, that for many uses will be the best way to collect data for studying the media ecosystem on…

Hate speech is a pressing issue in modern society, with significant effects both online and offline. Recent research in hate speech detection has primarily centered on text-based media, largely overlooking multimodal content such as videos.…

Multimedia · Computer Science 2024-08-13 Han Wang , Tan Rui Yang , Usman Naseem , Roy Ka-Wei Lee

We describe an extension of the DeepMind Kinetics human action dataset from 600 classes to 700 classes, where for each class there are at least 600 video clips from different YouTube videos. This paper details the changes introduced for…

Computer Vision and Pattern Recognition · Computer Science 2022-10-19 Joao Carreira , Eric Noland , Chloe Hillier , Andrew Zisserman

Misleading video thumbnails on platforms like YouTube are a pervasive problem, undermining user trust and platform integrity. This paper proposes a novel multi-modal detection pipeline that uses Large Language Models (LLMs) to flag…

Social and Information Networks · Computer Science 2025-09-08 Wajiha Naveed , Zartash Afzal Uzmi , Zafar Ayyub Qazi

With the advancement in personal smart devices and pervasive network connectivity, users are no longer passive content consumers, but also contributors in producing new contents. This expansion in live services requires a detailed analysis…

Multimedia · Computer Science 2020-03-25 Emna Baccour , Aiman Erbad , Kashif Bilal , Amr Mohamed , Mohsen Guizani , Mounir Hamdi

Machine learning (ML) has gained much attention and been incorporated into our daily lives. While there are numerous publicly available ML projects on open source platforms such as GitHub, there have been limited attempts in filtering those…

Software Engineering · Computer Science 2023-03-14 Ratnadira Widyasari , Zhou Yang , Ferdian Thung , Sheng Qin Sim , Fiona Wee , Camellia Lok , Jack Phan , Haodi Qi , Constance Tan , Qijin Tay , David Lo

Hate speech represents a pervasive and detrimental form of online discourse, often manifested through an array of slurs, from hateful tweets to defamatory posts. As such speech proliferates, it connects people globally and poses significant…

Computation and Language · Computer Science 2025-05-06 Paloma Piot , Patricia Martín-Rodilla , Javier Parapar

We describe the 2020 edition of the DeepMind Kinetics human action dataset, which replenishes and extends the Kinetics-700 dataset. In this new version, there are at least 700 video clips from different YouTube videos for each of the 700…

Computer Vision and Pattern Recognition · Computer Science 2020-10-22 Lucas Smaira , João Carreira , Eric Noland , Ellen Clancy , Amy Wu , Andrew Zisserman

Action recognition is so far mainly focusing on the problem of classification of hand selected preclipped actions and reaching impressive results in this field. But with the performance even ceiling on current datasets, it also appears that…

Computer Vision and Pattern Recognition · Computer Science 2019-06-05 Hilde Kuehne , Ahsan Iqbal , Alexander Richard , Juergen Gall

As AI becomes more closely integrated with peoples' daily activities, socially intelligent AI that can understand and interact seamlessly with humans in daily lives is increasingly important. However, current works in AI social reasoning…

Computation and Language · Computer Science 2025-12-02 Hengzhi Li , Megan Tjandrasuwita , Yi R. Fung , Armando Solar-Lezama , Paul Pu Liang
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