A comprehensive review on vision-based violence detection in surveillance videos

FUM Ullah, MS Obaidat, A Ullah, K Muhammad… - ACM Computing …, 2023 - dl.acm.org
Recent advancements in intelligent surveillance systems for video analysis have been a
topic of great interest in the research community due to the vast number of applications to …

Affect in multimedia: Benchmarking violent scenes detection

MG Constantin, LD Ştefan, B Ionescu… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
In this article, we report on the creation of a publicly available, common evaluation
framework for Violent Scenes Detection (VSD) in Hollywood and YouTube videos. We …

Detection of real-world fights in surveillance videos

M Perez, AC Kot, A Rocha - ICASSP 2019-2019 IEEE …, 2019 - ieeexplore.ieee.org
CCTVs have since long been used to enforce security, eg to detect fights arising from many
different situations. But their effectiveness is questionable, because they rely on continuous …

Revisiting vision-based violence detection in videos: A critical analysis

G Kaur, S Singh - Neurocomputing, 2024 - Elsevier
An ever-increasing installation of surveillance cameras at different places for ensuring public
safety, security and asset protection has triggered the need for intelligent video surveillance …

[HTML][HTML] Weakly supervised violence detection in surveillance video

D Choqueluque-Roman, G Camara-Chavez - Sensors, 2022 - mdpi.com
Automatic violence detection in video surveillance is essential for social and personal
security. Monitoring the large number of surveillance cameras used in public and private …

Violence detection and localization in surveillance video

DGC Roman, GC Chávez - 2020 33rd SIBGRAPI conference …, 2020 - ieeexplore.ieee.org
Automatic violence detection in video surveillance is crucial for social and personal security.
Due to the massive video data produced by surveillance cameras installed in different …

A safer youtube kids: An extra layer of content filtering using automated multimodal analysis

S Alghowinem - Intelligent Systems and Applications: Proceedings of …, 2019 - Springer
Acknowledging the advantages as well as the dangers of the internet content on kids
education and entertainment, YouTube Kids was created. Based on regulations for child …

Multi-level two-stream fusion-based spatio-temporal attention model for violence detection and localization

M Asad, H Jiang, J Yang, E Tu… - International Journal of …, 2022 - World Scientific
Detection of violent human behavior is necessary for public safety and monitoring. However,
it demands constant human observation and attention in human-based surveillance …

A survey of deep learning solutions for multimedia visual content analysis

MS Nadeem, VNL Franqueira, X Zhai… - IEEE Access, 2019 - ieeexplore.ieee.org
The increasing use of social media networks on handheld devices, especially smartphones
with powerful built-in cameras, and the widespread availability of fast and high bandwidth …

Two-stage complex action recognition framework for real-time surveillance automatic violence detection

DJD Lopez, CC Lien - Journal of Ambient Intelligence and Humanized …, 2023 - Springer
Violent action classification in community-based surveillance is a particularly challenging
concept in itself. The ambiguity of violence as a complex action can lead to the …