Audio surveillance: A systematic review

M Crocco, M Cristani, A Trucco, V Murino - ACM Computing Surveys …, 2016 - dl.acm.org
Despite surveillance systems becoming increasingly ubiquitous in our living environment,
automated surveillance, currently based on video sensory modality and machine …

Not only look, but also listen: Learning multimodal violence detection under weak supervision

P Wu, J Liu, Y Shi, Y Sun, F Shao, Z Wu… - Computer Vision–ECCV …, 2020 - Springer
Violence detection has been studied in computer vision for years. However, previous work
are either superficial, eg, classification of short-clips, and the single scenario, or …

Violence detection in video using computer vision techniques

E Bermejo Nievas, O Deniz Suarez… - Computer Analysis of …, 2011 - Springer
Whereas the action recognition community has focused mostly on detecting simple actions
like clap**, walking or jogging, the detection of fights or in general aggressive behaviors …

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 …

Multimodal fusion methods with deep neural networks and meta-information for aggression detection in surveillance

N Jaafar, Z Lachiri - Expert Systems with Applications, 2023 - Elsevier
Multimodal fusion has become one of the hottest topics in affective computing and other
research areas. Yet, this topic is less studied in surveillance systems. In general, it focused …

Fight recognition in video using hough forests and 2D convolutional neural network

I Serrano, O Deniz… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
While action recognition has become an important line of research in computer vision, the
recognition of particular events, such as aggressive behaviors, or fights, has been relatively …

A novel violent video detection scheme based on modified 3d convolutional neural networks

W Song, D Zhang, X Zhao, J Yu, R Zheng… - IEEE Access, 2019 - ieeexplore.ieee.org
Violent video constitutes a threat to public security, and effective detection algorithms are in
urgent need. In order to improve the detection accuracy of 3D convolutional neural networks …

Fast violence detection in video

O Deniz, I Serrano, G Bueno… - … conference on computer …, 2014 - ieeexplore.ieee.org
Whereas the action recognition problem has become a hot topic within computer vision, the
detection of fights or in general aggressive behavior has been comparatively less studied …

Violence detection in videos based on fusing visual and audio information

WF Pang, QH He, Y Hu, YX Li - ICASSP 2021-2021 IEEE …, 2021 - ieeexplore.ieee.org
Determining whether given video frames contain violent content is a basic problem in
violence detection. Visual and audio information are useful for detecting violence included in …

Fast fight detection

I Serrano Gracia, O Deniz Suarez, G Bueno Garcia… - PloS one, 2015 - journals.plos.org
Action recognition has become a hot topic within computer vision. However, the action
recognition community has focused mainly on relatively simple actions like clap** …