Video summarization using deep neural networks: A survey

E Apostolidis, E Adamantidou, AI Metsai… - Proceedings of the …, 2021 - ieeexplore.ieee.org
Video summarization technologies aim to create a concise and complete synopsis by
selecting the most informative parts of the video content. Several approaches have been …

From video summarization to real time video summarization in smart cities and beyond: A survey

PG Shambharkar, R Goel - Frontiers in big Data, 2023 - frontiersin.org
With the massive expansion of videos on the internet, searching through millions of them
has become quite challenging. Smartphones, recording devices, and file sharing are all …

Performance over random: A robust evaluation protocol for video summarization methods

E Apostolidis, E Adamantidou, AI Metsai… - Proceedings of the 28th …, 2020 - dl.acm.org
This paper proposes a new evaluation approach for video summarization algorithms. We
start by studying the currently established evaluation protocol; this protocol, defined over the …

[PDF][PDF] Intelligent dynamic gesture recognition using CNN empowered by edit distance

S Saqib, A Ditta, MA Khan, SAR Kazmi… - Comput. Mater …, 2020 - academia.edu
Human activity detection and recognition is a challenging task. Video surveillance can
benefit greatly by advances in Internet of Things (IoT) and cloud computing. Artificial …

Multimodal stereoscopic movie summarization conforming to narrative characteristics

I Mademlis, A Tefas, N Nikolaidis… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
Video summarization is a timely and rapidly developing research field with broad
commercial interest, due to the increasing availability of massive video data. Relevant …

News video summarization combining surf and color histogram features

B Liang, N Li, Z He, Z Wang, Y Fu, T Lu - Entropy, 2021 - mdpi.com
Because the data volume of news videos is increasing exponentially, a way to quickly
browse a sketch of the video is important in various applications, such as news media …

Summarization of human activity videos using a salient dictionary

I Mademlis, A Tefas, I Pitas - 2017 IEEE International …, 2017 - ieeexplore.ieee.org
Video summarization has become more prominent during the last decade, due to the
massive amount of available digital video content. A video summarization algorithm is …

Dynamic graph neural network-based computational paradigm for video summarization

R Deepa, T Sree Sharmila, R Niruban - Multimedia Tools and Applications, 2024 - Springer
In recent times, there has been a significant amount of interest in video summary technology.
The reason behind video summarizing is to condense the information from the original video …

Regularized SVD-based video frame saliency for unsupervised activity video summarization

I Mademlis, A Tefas, I Pitas - 2018 IEEE International …, 2018 - ieeexplore.ieee.org
Storage, browsing and analysis of human activity videos can be significantly facilitated by
automated video summarization. Unsupervised key-frame extraction remains the most …

Temporal segmentation and keyframe selection methods for user-generated video search-based annotation

I González-Díaz, T Martínez-Cortés… - Expert systems with …, 2015 - Elsevier
In this paper we propose a temporal segmentation and a keyframe selection method for
User-Generated Video (UGV). Since UGV is rarely structured in shots and usually user's …