Video Summarization Techniques: A Comprehensive Review

Toqa Alaa, Ahmad Mongy, Assem Bakr, Mariam Diab, Walid Gomaa, Walid Gomaa

2024

Abstract

The rapid expansion of video content across various industries, including social media, education, entertainment, and surveillance, has made video summarization an essential field of study. This survey aims to explore the latest techniques and approaches developed for video summarization, with a focus on identifying their strengths and drawbacks to guide future improvements. Key strategies such as reinforcement learning, attention mechanisms, generative adversarial networks, and multi-modal learning are examined in detail, along with their real-world applications and challenges. The paper also covers the datasets commonly used to benchmark these techniques, providing a comprehensive understanding of the current state and future directions of video summarization research.

Paper Citation

in Harvard Style

Alaa T., Mongy A., Bakr A., Diab M. and Gomaa W. (2024). Video Summarization Techniques: A Comprehensive Review. In Proceedings of the 21st International Conference on Informatics in Control, Automation and Robotics - Volume 2: ICINCO; ISBN 978-989-758-717-7, SciTePress, pages 141-148. DOI: 10.5220/0012936400003822

in Bibtex Style

@conference{icinco24,
author={Toqa Alaa and Ahmad Mongy and Assem Bakr and Mariam Diab and Walid Gomaa},
title={Video Summarization Techniques: A Comprehensive Review},
booktitle={Proceedings of the 21st International Conference on Informatics in Control, Automation and Robotics - Volume 2: ICINCO},
year={2024},
pages={141-148},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0012936400003822},
isbn={978-989-758-717-7},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 21st International Conference on Informatics in Control, Automation and Robotics - Volume 2: ICINCO
TI - Video Summarization Techniques: A Comprehensive Review
SN - 978-989-758-717-7
AU - Alaa T.
AU - Mongy A.
AU - Bakr A.
AU - Diab M.
AU - Gomaa W.
PY - 2024
SP - 141
EP - 148
DO - 10.5220/0012936400003822
PB - SciTePress