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The growing popularity of short-form video content, such as YouTube Shorts, has transformed user engagement on digital platforms, raising critical questions about the role of recommendation algorithms in shaping user experiences. These…

Information Retrieval · Computer Science 2025-07-30 Selimhan Dagtas , Mert Can Cakmak , Nitin Agarwal

With the development of multimedia data types and available bandwidth there is huge demand of video retrieval systems, as users shift from text based retrieval systems to content based retrieval systems. Selection of extracted features play…

Multimedia · Computer Science 2012-05-09 B V Patel , B B Meshram

People increasingly use videos on the Web as a source for learning. To support this way of learning, researchers and developers are continuously developing tools, proposing guidelines, analyzing data, and conducting experiments. However, it…

Multimedia · Computer Science 2023-08-15 Evelyn Navarrete , Andreas Nehring , Sascha Schanze , Ralph Ewerth , Anett Hoppe

Video summarization techniques have been proven to improve the overall user experience when it comes to accessing and comprehending video content. If the user's preference is known, video summarization can identify significant information…

Computer Vision and Pattern Recognition · Computer Science 2024-11-07 Brian Chen , Xiangyuan Zhao , Yingnan Zhu

Emerging short-video platforms like TikTok, Instagram Reels, and ShareChat present unique challenges for recommender systems, primarily originating from a continuous stream of new content. ShareChat alone receives approximately 2 million…

Information Retrieval · Computer Science 2024-05-29 Srijan Saket , Olivier Jeunen , Md. Danish Kalim

While short videos bring a lot of information and happiness to users, they also occupy users time and short videos gradually change peoples living habits. This paper studies the negative effects and negative emotions of users caused by…

Human-Computer Interaction · Computer Science 2024-01-24 Xusen Cheng , Xiaowei Su , Bo Yang , Alex Zarifis , Jian Mou

Recent advancements in diffusion models have significantly impacted content creation, leading to the emergence of Personalized Content Synthesis (PCS). By utilizing a small set of user-provided examples featuring the same subject, PCS aims…

Computer Vision and Pattern Recognition · Computer Science 2025-12-01 Xulu Zhang , Xiaoyong Wei , Wentao Hu , Jinlin Wu , Jiaxin Wu , Wengyu Zhang , Zhaoxiang Zhang , Zhen Lei , Qing Li

Short-form videos have become one of the most popular user-generated content formats nowadays. Popular short-video platforms use a simple streaming approach that preloads one or more videos in the recommendation list in advance. However,…

Multimedia · Computer Science 2026-03-25 Vu Thi Hai Yen , Duc V. Nguyen , Cao Anh Minh Huy , Truong Thu Huong

Short video streaming platforms have gained immense popularity in recent years, transforming the way users consume video content. A critical aspect of user interaction with these platforms is the swipe gesture, which allows users to…

Multimedia · Computer Science 2026-03-20 Duc V. Nguyen , Huyen T. T. Tran

The significance of estimating video watch time has been highlighted by the rising importance of (short) video recommendation, which has become a core product of mainstream social media platforms. Modeling video watch time, however, has…

Information Retrieval · Computer Science 2025-02-25 Shentao Yang , Haichuan Yang , Linna Du , Adithya Ganesh , Bo Peng , Boying Liu , Serena Li , Ji Liu

The Internet has recently witnessed the convergence of online social network services and online video services: users import videos from content sharing sites, and propagate them along the social connections by re-sharing them. Such social…

Multimedia · Computer Science 2015-06-29 Zhi Wang

Much of the delivery of University education is now by synchronous or asynchronous video. For students, one of the challenges is managing the sheer volume of such video material as video presentations of taught material are difficult to…

Multimedia · Computer Science 2021-06-28 Hyowon Lee , Mingming Liu , Michael Scriney , Alan F. Smeaton

As short videos have become the primary form of content consumption across various industries, accurately predicting their popularity has become key to enhancing user engagement and optimizing business strategies. This report presents a…

Multimedia · Computer Science 2025-02-25 Jiacheng Lu , Mingyuan Xiao , Weijian Wang , Yuxin Du , Zhengze Wu , Cheng Hua

Short video applications have attracted billions of users in recent years, fulfilling their various needs with diverse content. Users usually watch short videos on many topics on mobile devices in a short period of time, and give explicit…

Information Retrieval · Computer Science 2022-11-09 Xudong Gong , Qinlin Feng , Yuan Zhang , Jiangling Qin , Weijie Ding , Biao Li , Peng Jiang , Kun Gai

Established in 2005, YouTube has become the most successful Internet site providing a new generation of short video sharing service. Today, YouTube alone comprises approximately 20% of all HTTP traffic, or nearly 10% of all traffic on the…

Networking and Internet Architecture · Computer Science 2007-07-26 Xu Cheng , Cameron Dale , Jiangchuan Liu

With the broad growth of video capturing devices and applications on the web, it is more demanding to provide desired video content for users efficiently. Video summarization facilitates quickly grasping video content by creating a compact…

Computer Vision and Pattern Recognition · Computer Science 2022-10-24 Mayu Otani , Yale Song , Yang Wang

Technological advances in sensors have paved the way for digital cameras to become increasingly ubiquitous, which, in turn, led to the popularity of the self-recording culture. As a result, the amount of visual data on the Internet is…

Computer Vision and Pattern Recognition · Computer Science 2020-09-24 Michel Melo Silva , Washington Luis Souza Ramos , Mario Fernando Montenegro Campos , Erickson Rangel Nascimento

Now-a-days internet has become a vast source of entertainment & new services are available in quick succession which provides entertainment to the users. One of this service i.e. Video-on-Demand is most hyped service in this context.…

Multimedia · Computer Science 2010-10-13 Rachit Mohan Garg , Shipra Kapoor , Kapil Kumar , Mohd. Dilshad Ansari

Personalized video highlight detection aims to shorten a long video to interesting moments according to a user's preference, which has recently raised the community's attention. Current methods regard the user's history as holistic…

Computer Vision and Pattern Recognition · Computer Science 2021-09-07 Runnan Chen , Penghao Zhou , Wenzhe Wang , Nenglun Chen , Pai Peng , Xing Sun , Wenping Wang

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…

Computer Vision and Pattern Recognition · Computer Science 2016-04-04 Phuc Xuan Nguyen , Gregory Rogez , Charless Fowlkes , Deva Ramanan