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 …

Personalized Video Summarization: A Comprehensive Survey of Methods and Datasets

M Peronikolis, C Panagiotakis - Applied Sciences, 2024 - mdpi.com
In recent years, the scientific and technological developments have led to an explosion of
available videos on the web, increasing the necessity of fast and effective video analysis …

Recent Challenges and Opportunities in Video Summarization With Machine Learning Algorithms

P Kadam, D Vora, S Mishra, S Patil, K Kotecha… - IEEE …, 2022 - ieeexplore.ieee.org
The fast progress in digital technology has sparked the generation of the amount of
voluminous data from different social media platforms like Instagram, Facebook, YouTube …

Automatic highlight detection in videos of martial arts tricking

M Rodrigo, C Cuevas, D Berjón, N García - Multimedia Tools and …, 2024 - Springer
We propose a novel strategy for the automatic detection of highlight events in user-
generated tricking videos, to the best of our knowledge, the first one specifically tailored for …

Self-Attention Based Generative Adversarial Networks For Unsupervised Video Summarization

MN Minaidi, C Papaioannou… - 2023 31st European …, 2023 - ieeexplore.ieee.org
In this paper, we study the problem of producing a comprehensive video summary following
an unsupervised approach that relies on adversarial learning. We build on a popular …

Reconstructive network under contrastive graph rewards for video summarization

G Wu, S Song, X Wang, J Zhang - Expert Systems with Applications, 2024 - Elsevier
Video summarization aims to condense video content by extracting pivotal frames or shots.
Most existing methods focus on maximizing the intersection between predicted summary …

FIAS3: Frame Importance-Assisted Sparse Subset Selection to Summarize Wireless Capsule Endoscopy Videos

W Xie, Z Chen, Q Li, Q Ma, Y Wang, T Liu, Y Fang… - IEEE …, 2023 - ieeexplore.ieee.org
Wireless capsule endoscopy (WCE) is a recently developed tool that allows for the painless
and non-invasive examination of the entire gastrointestinal (GI) tract. The microcamera …

[PDF][PDF] A novel sketch based face recognition in unconstrained video for criminal investigation

N Lakshmi, MP Arakeri - International Journal of Electrical and Computer …, 2023 - core.ac.uk
Face recognition in video surveillance helps to identify an individual by comparing facial
features of given photograph or sketch with a video for criminal investigations. Generally …

A comparative analysis on major key-frame extraction techniques

J Sunuwar, S Borah - Multimedia Tools and Applications, 2024 - Springer
Real-time hand gesture recognition involves analyzing static and dynamic gesture videos.
Video is a sequential arrangement of images, captured and eventually displayed at a given …

Fuzzy C-mean clustering technique based visual features fusion for automatic video summarization method

ET Khalid, SA Jassim, S Saqaeeyan - Multimedia Tools and Applications, 2024 - Springer
Video Summarization is one of the most important processes in multimedia applications. It is
the process of taking a few segments of each scene to create a video summary that …