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 …

Video summarization using deep learning techniques: a detailed analysis and investigation

P Saini, K Kumar, S Kashid, A Saini, A Negi - Artificial Intelligence Review, 2023‏ - Springer
One of the critical multimedia analysis problems in today's digital world is video
summarization (VS). Many VS methods have been suggested based on deep learning …

VSUMM: A mechanism designed to produce static video summaries and a novel evaluation method

SEF De Avila, APB Lopes, A da Luz Jr… - Pattern recognition …, 2011‏ - Elsevier
The fast evolution of digital video has brought many new multimedia applications and, as a
consequence, has increased the amount of research into new technologies that aim at …

A novel key-frames selection framework for comprehensive video summarization

C Huang, H Wang - IEEE Transactions on Circuits and Systems …, 2019‏ - ieeexplore.ieee.org
Video summarization (VSUMM) has become a popular method in processing massive video
data. The key point of VSUMM is to select the key frames to represent the effective contents …

Static video summarization using video coding features with frame-level temporal subsampling and deep learning

O Issa, T Shanableh - Applied Sciences, 2023‏ - mdpi.com
There is an abundance of digital video content due to the cloud's phenomenal growth and
security footage; it is therefore essential to summarize these videos in data centers. This …

A study on various methods used for video summarization and moving object detection for video surveillance applications

A Senthil Murugan, K Suganya Devi… - Multimedia Tools and …, 2018‏ - Springer
With the advancement in digital video technology, video surveillance has been playing its
vital role for ensuring safety and security. The surveillance systems are deployed in wide …

Dual-level security based cyclic18 steganographic method and its application for secure transmission of keyframes during wireless capsule endoscopy

K Muhammad, M Sajjad, SW Baik - Journal of medical systems, 2016‏ - Springer
In this paper, the problem of secure transmission of sensitive contents over the public
network Internet is addressed by proposing a novel data hiding method in encrypted images …

Unsupervised video summarization using deep non-local video summarization networks

SS Zang, H Yu, Y Song, R Zeng - Neurocomputing, 2023‏ - Elsevier
Video summarization is to extract effective information from videos to quickly obtain the most
informative summary. Most of the existing video summarization methods use recurrent …

Efficient visual attention driven framework for key frames extraction from hysteroscopy videos

K Muhammad, M Sajjad, MY Lee, SW Baik - Biomedical Signal Processing …, 2017‏ - Elsevier
Recent years have shown enthusiastic research interests in diagnostic hysteroscopy (DH),
where various regions of the female reproductive system are visualized for diagnosing …

CNN and HEVC video coding features for static video summarization

O Issa, T Shanableh - IEEE Access, 2022‏ - ieeexplore.ieee.org
This study proposes a novel solution for the detection of keyframes for static video
summarization. We preprocessed the well-known video datasets by coding them using the …