A review on video summarization techniques

P Meena, H Kumar, SK Yadav - Engineering Applications of Artificial …, 2023 - Elsevier
The exponential growth of technology has resulted in a profusion of advanced imaging
devices and eases internet accessibility, leading to an increase in the creation and use of …

Survey of compressed domain video summarization techniques

M Basavarajaiah, P Sharma - ACM Computing Surveys (CSUR), 2019 - dl.acm.org
Video summarization is the method of extracting key frames or clips from a video to generate
a synopsis of the content of the video. Generally, video is compressed before storing or …

Explicit loss-error-aware quantization for low-bit deep neural networks

A Zhou, A Yao, K Wang, Y Chen - Proceedings of the IEEE …, 2018 - openaccess.thecvf.com
Benefiting from tens of millions of hierarchically stacked learnable parameters, Deep Neural
Networks (DNNs) have demonstrated overwhelming accuracy on a variety of artificial …

An effective video summarization framework based on the object of interest using deep learning

HB Ul Haq, M Asif, MB Ahmad, R Ashraf… - Mathematical …, 2022 - Wiley Online Library
The advancements in digital video technology have empowered video surveillance to play a
vital role in ensuring security and safety. Public and private enterprises use surveillance …

Catchlive: Real-time summarization of live streams with stream content and interaction data

S Yang, J Yim, J Kim, HV Shin - … of the 2022 CHI conference on human …, 2022 - dl.acm.org
Live streams usually last several hours with many viewers joining in the middle. Viewers
who join in the middle often want to understand what has happened in the stream. However …

A stepwise, label-based approach for improving the adversarial training in unsupervised video summarization

E Apostolidis, AI Metsai, E Adamantidou… - Proceedings of the 1st …, 2019 - dl.acm.org
In this paper we present our work on improving the efficiency of adversarial training for
unsupervised video summarization. Our starting point is the SUM-GAN model, which creates …

[HTML][HTML] Automatic prediction of presentation style and student engagement from videos

C Thomas, KAVP Sarma, SS Gajula… - Computers and Education …, 2022 - Elsevier
Presentation style is an important dimension to be considered for delivering lectures or
presentations. It affects the quality of the content delivery as well as the engagement of the …

[PDF][PDF] Video summarization techniques: a review

HBU Haq, M Asif, MB Ahmad - Int. J. Sci. Technol. Res, 2020 - researchgate.net
With the advancement of technology, the enormous amount of video data is generated on
the daily basis. The processing of such huge chunky videos requires high storage, high …

Fcn-lecturenet: extractive summarization of whiteboard and chalkboard lecture videos

K Davila, F Xu, S Setlur, V Govindaraju - IEEE Access, 2021 - ieeexplore.ieee.org
Recording and sharing of educational or lecture videos has increased in recent years.
Within these recordings, we find a large number of math-oriented lectures and tutorials …

GVSUM: generic video summarization using deep visual features

M Basavarajaiah, P Sharma - Multimedia Tools and Applications, 2021 - Springer
Video Summarization is the method of producing a summary of the video content. A generic
video summarization method named GVSUM is proposed in this paper. The generic …