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This study aims to investigate the comprehensive characterization of information content in multimedia (videos), particularly on YouTube. The research presents a multi-method framework for characterizing multimedia content by clustering…

多媒体 · 计算机科学 2024-03-01 Niloofar Yousefi , Mainuddin Shaik , Nitin Agarwal

Traditionally, psychophysical experiments are conducted by repeated measurements on a few well-trained participants under well-controlled conditions, often resulting in, if done properly, high quality data. In recent years, however,…

机器学习 · 计算机科学 2019-07-29 Siavash Haghiri , Patricia Rubisch , Robert Geirhos , Felix Wichmann , Ulrike von Luxburg

Fact-checking is one of the effective solutions in fighting online misinformation. However, traditional fact-checking is a process requiring scarce expert human resources, and thus does not scale well on social media because of the…

信息检索 · 计算机科学 2022-08-22 Mohammed Saeed , Nicolas Traub , Maelle Nicolas , Gianluca Demartini , Paolo Papotti

In recent years crowdsourcing has become the method of choice for gathering labeled training data for learning algorithms. Standard approaches to crowdsourcing view the process of acquiring labeled data separately from the process of…

机器学习 · 计算机科学 2017-04-17 Pranjal Awasthi , Avrim Blum , Nika Haghtalab , Yishay Mansour

The unprecedented demand for large amount of data has catalyzed the trend of combining human insights with machine learning techniques, which facilitate the use of crowdsourcing to enlist label information both effectively and efficiently.…

机器学习 · 统计学 2018-06-26 Yao Zhou , Jingrui He

To ensure quality results from crowdsourced tasks, requesters often aggregate worker responses and use one of a plethora of strategies to infer the correct answer from the set of noisy responses. However, all current models assume prior…

人工智能 · 计算机科学 2012-10-19 Christopher H. Lin , Mausam , Daniel Weld

The proliferation of video content on platforms like YouTube and Vimeo presents significant challenges in efficiently locating relevant information. Automatic video summarization aims to address this by extracting and presenting key content…

计算机视觉与模式识别 · 计算机科学 2024-08-28 Jia-Hong Huang

Quickly understanding lengthy lecture videos is essential for learners with limited time and interest in various topics to improve their learning efficiency. To this end, video summarization has been actively researched to enable users to…

计算机视觉与模式识别 · 计算机科学 2024-03-27 Kazuki Kawamura , Jun Rekimoto

This paper describes a system developed to help University students get more from their online lectures, tutorials, laboratory and other live sessions. We do this by logging their attention levels on their laptops during live Zoom sessions…

多媒体 · 计算机科学 2021-01-19 Hyowon Lee , Mingming Liu , Hamza Riaz , Navaneethan Rajasekaren , Michael Scriney , Alan F. Smeaton

Despite the number of currently available datasets on video question answering, there still remains a need for a dataset involving multi-step and non-factoid answers. Moreover, relying on video transcripts remains an under-explored topic.…

计算与语言 · 计算机科学 2020-06-02 Anthony Colas , Seokhwan Kim , Franck Dernoncourt , Siddhesh Gupte , Daisy Zhe Wang , Doo Soon Kim

Samples with ground truth labels may not always be available in numerous domains. While learning from crowdsourcing labels has been explored, existing models can still fail in the presence of sparse, unreliable, or diverging annotations.…

机器学习 · 计算机科学 2021-12-07 Mani Sotoodeh , Li Xiong , Joyce C. Ho

Traditional employment usually provides mechanisms for workers to improve their skills to access better opportunities. However, crowd work platforms like Amazon Mechanical Turk (AMT) generally do not support skill development (i.e.,…

人机交互 · 计算机科学 2018-11-14 Chun-Wei Chiang , Anna Kasunic , Saiph Savage

In this paper, we explore self-supervised audio-visual models that learn from instructional videos. Prior work has shown that these models can relate spoken words and sounds to visual content after training on a large-scale dataset of…

We present crowdsourcing as an additional modality to aid radiologists in the diagnosis of lung cancer from clinical chest computed tomography (CT) scans. More specifically, a complete workflow is introduced which can help maximize the…

计算机视觉与模式识别 · 计算机科学 2018-09-19 Saeed Boorboor , Saad Nadeem , Ji Hwan Park , Kevin Baker , Arie Kaufman

Crowdsourcing provides a practical way to obtain large amounts of labeled data at a low cost. However, the annotation quality of annotators varies considerably, which imposes new challenges in learning a high-quality model from the…

机器学习 · 计算机科学 2021-06-15 Zhendong Chu , Jing Ma , Hongning Wang

Live streaming platforms need to store a lot of recorded live videos on a daily basis. An important problem is how to automatically extract highlights (i.e., attractive short video clips) from these massive, long recorded live videos. One…

数据库 · 计算机科学 2019-10-29 Ruochen Jiang , Changbo Qu , Jiannan Wang , Chi Wang , Yudian Zheng

Vision videos are established for soliciting feedback and stimulating discussions in requirements engineering (RE) practices, such as focus groups. Different researchers motivated the transfer of these benefits into crowd-based RE (CrowdRE)…

软件工程 · 计算机科学 2021-08-05 Oliver Karras , Eklekta Kristo , Jil Klünder

In this paper we report the results of a pilot study comparing the older and younger adults' interaction with an Android TV application which enables users to detect errors in video subtitles. Overall, the interaction with the TV-mediated…

人机交互 · 计算机科学 2019-08-28 Kinga Skorupska , Manuel Núñez , Wiesław Kopeć , Radosław Nielek

We introduce OmniSource, a novel framework for leveraging web data to train video recognition models. OmniSource overcomes the barriers between data formats, such as images, short videos, and long untrimmed videos for webly-supervised…

计算机视觉与模式识别 · 计算机科学 2020-08-26 Haodong Duan , Yue Zhao , Yuanjun Xiong , Wentao Liu , Dahua Lin

Multimedia compression allows us to watch videos, see pictures and hear sounds within a limited bandwidth, which helps the flourish of the internet. During the past decades, multimedia compression has achieved great success using hand-craft…

多媒体 · 计算机科学 2023-08-21 Yuhao Cheng , Siru Zhang , Yiqiang Yan , Rong Chen , Yun Zhang