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 …

Binaural acoustic scene classification using wavelet scattering, parallel ensemble classifiers and nonlinear fusion

V Hajihashemi, AA Gharahbagh, PM Cruz, MC Ferreira… - Sensors, 2022 - mdpi.com
The analysis of ambient sounds can be very useful when develo** sound base intelligent
systems. Acoustic scene classification (ASC) is defined as identifying the area of a recorded …

Testing acoustic scene classifiers using Metamorphic Relations

D Moreira, AP Furtado… - 2020 IEEE International …, 2020 - ieeexplore.ieee.org
Context: Artificial Intelligence (AI) applications appear as one of the main demands for the
software industry nowadays; within this context, speech recognition and acoustic scene …

An audio-visual dataset and deep learning frameworks for crowded scene classification

L Pham, D Ngo, T Nguyen, P Nguyen… - Proceedings of the 19th …, 2022 - dl.acm.org
In this paper, we present the task of audio-visual scene classification (SC) where input
videos are classified into one of five real-life crowded scenes:'Riot','Noise-Street','Firework …

An ensemble based approach for violence detection in videos using deep transfer learning

G Kaur, S Singh - Multimedia Tools and Applications, 2024 - Springer
The detection of violence in videos has become an extremely valuable application in real-
life situations, which aim to maintain and protect people's safety. Despite the complexities …

[PDF][PDF] Classification of ontological violence content detection through audio features and supervised learning

Y Potharaju, M Kamsali, CR Kesavari - International Journal of …, 2019 - academia.edu
Violence detection is one of the important aspects, which can be used in different
applications. Based on the data format, the violence can be defined in many ways. This …

Audio based violent scene detection using extreme learning machine algorithm

MD Mahalle, DV Rojatkar - 2021 6th international conference …, 2021 - ieeexplore.ieee.org
In, this paper we proposed the work which addresses to a methodology for Audio Based
Violent Scene Detection by practicing distinct features and classifier using two different …

An acoustic scene classification approach involving domestic violence using machine learning

H Souto, R Mello, A Furtado - Anais do XVI Encontro Nacional de …, 2019 - sol.sbc.org.br
A classificação e detecção de cenas acústicas é uma área de pesquisa em rápido
desenvolvimento, pois o sinal produzido pelo som de um áudio contém informações que …

SynthSecureNet: An Improved Deep Learning Architecture with Application to Intelligent Violence Detection

N Zungu, P Olukanmi, P Bokoro - Algorithms, 2025 - search.proquest.com
We present a new deep learning architecture, named SynthSecureNet, which hybridizes two
popular architectures: MobileNetV2 and ResNetV2. The latter have been shown to be …

A 1d cnn-lstm using wav2vec 2.0 for violent scene discrimination

H Bak, S Lee - IEIE Transactions on Smart Processing & Computing, 2022 - dbpia.co.kr
In this paper, an effective system for discriminating violent scenes in movies from audio
signals alone is proposed. The technology for automatic discrimination of violent scenes is …