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Due to the difficulty of automatically mapping visual features with semantic descriptors, state-of-the-art frameworks have exhibited poor performance in terms of coverage and effectiveness for indexing the visual content. This prompted us…

Multimedia · Computer Science 2020-04-28 M. Belkhatir

With the recent popularity of animated GIFs on social media, there is need for ways to index them with rich metadata. To advance research on animated GIF understanding, we collected a new dataset, Tumblr GIF (TGIF), with 100K animated GIFs…

Computer Vision and Pattern Recognition · Computer Science 2016-04-13 Yuncheng Li , Yale Song , Liangliang Cao , Joel Tetreault , Larry Goldberg , Alejandro Jaimes , Jiebo Luo

Existing video indexing and retrieval methods on popular web-based multimedia sharing websites are based on user-provided sparse tagging. This paper proposes a very specific way of searching for video clips, based on the content of the…

Information Retrieval · Computer Science 2019-11-21 Rahul Radhakrishnan Iyer , Sanjeel Parekh , Vikas Mohandoss , Anush Ramsurat , Bhiksha Raj , Rita Singh

Streamlining content discovery within media archives requires integrating advanced data representations and effective visualization techniques for clear communication of video topics to users. The proposed system addresses the challenge of…

Information Retrieval · Computer Science 2024-02-13 Oron Nir , Idan Vidra , Avi Neeman , Barak Kinarti , Ariel Shamir

Scientists always look for the most accurate and relevant answers to their queries in the literature. Traditional scholarly digital libraries list documents in search results, and therefore are unable to provide precise answers to search…

Digital Libraries · Computer Science 2021-07-13 Golsa Heidari , Ahmad Ramadan , Markus Stocker , Sören Auer

The technological evolution of the library in the academic environment brought a lot of information and documents that are available to access, but these systems do not always have mechanisms to search in an integrated way the relevant…

Information Retrieval · Computer Science 2023-12-15 Thiago Bellotti Furtado , Ahmed Esmin

Nowadays, online video platforms mostly recommend related videos by analyzing user-driven data such as viewing patterns, rather than the content of the videos. However, content is more important than any other element when videos aim to…

Social and Information Networks · Computer Science 2018-10-31 Jaehoon Oh , Injung Lee , Yeon Seonwoo , Simin Sung , Ilbong Kwon , Jae-Gil Lee

This study argues that metadata of library catalogs can stand autonomously, providing valuable information detached from the resources they point to and, therefore, could be used as data in the context of the Semantic Web. We present an…

Digital Libraries · Computer Science 2020-01-16 Manolis Peponakis

The evolution of autonomous agents is redefining information seeking, transitioning from passive retrieval to proactive, open-ended web research. However, a significant modality gap remains in processing the web's most dynamic and…

Computer Vision and Pattern Recognition · Computer Science 2026-01-19 Zhengyang Liang , Yan Shu , Xiangrui Liu , Minghao Qin , Kaixin Liang , Nicu Sebe , Zheng Liu , Lizi Liao

Many cultural institutions have made large digitized visual collections available online, often under permissible re-use licences. Creating interfaces for exploring and searching these collections is difficult, particularly in the absence…

Computer Vision and Pattern Recognition · Computer Science 2024-11-08 Taylor Arnold , Lauren Tilton

Short form video platforms are central sites for health advice, where alternative narratives mix useful, misleading, and harmful content. Rather than adjudicating truth, this study examines how credibility is packaged in nutrition and…

Social and Information Networks · Computer Science 2025-09-26 Mohammad Reza Zarei , Barbara Stead-Coyle , Michael Christensen , Sarah Everts , Majid Komeili

The technical complexity of research papers often limits their reach, necessitating more accessible formats like scientific videos to disseminate key insights through engaging narration. However, existing automated methods primarily focus…

Artificial Intelligence · Computer Science 2026-04-22 Xiao Liang , Bangxin Li , Zixuan Chen , Hanyue Zheng , Zhi Ma , Di Wang , Cong Tian , Quan Wang

Universal video understanding requires modeling fine-grained visual and audio information over time in diverse real-world scenarios. However, the performance of existing models is primarily constrained by video-instruction data that…

Computer Vision and Pattern Recognition · Computer Science 2026-02-16 Yunheng Li , Hengrui Zhang , Meng-Hao Guo , Wenzhao Gao , Shaoyong Jia , Shaohui Jiao , Qibin Hou , Ming-Ming Cheng

Effective learning with audiovisual content depends on many factors. Besides the quality of the learning resource's content, it is essential to discover the most relevant and suitable video in order to support the learning process most…

Multimedia · Computer Science 2019-12-24 Hang Zhou , Christian Otto , Ralph Ewerth

Learning a joint language-visual embedding has a number of very appealing properties and can result in variety of practical application, including natural language image/video annotation and search. In this work, we study three different…

Computer Vision and Pattern Recognition · Computer Science 2016-09-27 Atousa Torabi , Niket Tandon , Leonid Sigal

In this article, we create a system called AI-EVL. This is an annotated-based learning system. We extend AI to learning experience. If a user from the main YouTube page browses YouTube videos and a user from the AI-EVL system does the same,…

Information Retrieval · Computer Science 2022-03-22 Faeze Gholamrezaie , Melika Bahman-Abadi , M. B. Ghaznavi-Ghoushchi

Nowadays, most recommender systems exploit user-provided ratings to infer their preferences. However, the growing popularity of social and e-commerce websites has encouraged users to also share comments and opinions through textual reviews.…

Information Retrieval · Computer Science 2017-10-31 Iacopo Vagliano , Diego Monti , Ansgar Scherp , Maurizio Morisio

To retrieve and compare scientific data of simulations and experiments in materials science, data needs to be easily accessible and machine readable to qualify and quantify various materials science phenomena. The recent progress in open…

Materials Science · Physics 2025-03-25 Balduin Katzer , Steffen Klinder , Katrin Schulz

Video-text retrieval has been stuck in the information mismatch caused by personalized and inadequate textual descriptions of videos. The substantial information gap between the two modalities hinders an effective cross-modal representation…

Computer Vision and Pattern Recognition · Computer Science 2025-04-09 Baoyao Yang , Junxiang Chen , Wanyun Li , Wenbin Yao , Yang Zhou

Following the popularisation of media streaming, a number of video streaming services are continuously buying new video content to mine the potential profit from them. As such, the newly added content has to be handled well to be…

Information Retrieval · Computer Science 2022-01-04 Adolfo Almeida , Johan Pieter de Villiers , Allan De Freitas , Mergandran Velayudan