Deep Learning Based Detection Of Violent Scenes In Cartoon Movies

The MobileNetV2-LSTM Framework that has been sug-gested will be capable of identifying scenes of violence in cartoon videos. The Framework has been tested with respect to accuracy, generalization and computational efficiency. The Framework will also help to moderate content and use filters associated with/controlled by the parent. Future work may include: real time use; and more accurate identifying through use of multiple sources of media (i.e. text, audio, video).

[1]     N. F. Khan, S. U. Amin, Z. Jan and C. Yan, ”Detection of Violent Scenes in Cartoon Movies Using a Deep Learning Approach,” in IEEE Access, vol. 12, pp. 154080-154091, 2024 [2]     Q. Zhang, Z. Duan, D. Xiang, Y. Yu, and J. Tian, “The effects of prosocial cartoon examples on children’s donating behavior,” Psychol. Res. Behav. Manage., vol. 14, pp. 1257–1268, Aug. 2021. [3]     S. Gon¸calves, R. Ferreira, E. M. Concei¸c˜ao, C. Silva, P. P. P. Machado,E. Boyland, and A. Vaz, “The impact of exposure to cartoons promoting healthy eating on children’s food preferences and choices,” J. Nutrition Edu. Behav., vol. 50, no. 5, pp. 451 457, May 2018. [4]     A. Drummond, J. D. Sauer, C. J. Ferguson, P. R. Cannon, and L. C. Hall, “Violent and non violent virtual reality video games: Influences on affect, aggressive cogni tion, and aggressive behavior. Two pre registered experiments,” J. Experim. Social Psychol., vol. 95, Jul. 2021, Art. no. 104119. [5]     F. Craig, F. Tenuta, A. De Giacomo, A. Trabacca, and A. Costabile, “A systematic review of problematic video gameuseinpeoplewithautism spectrum disorders,” Res. Autism Spectr. Disorders, vol. 82, Apr. 2021, Art. no. 101726. [6]     F. Parvin and S. Islam, “The impact of cartoon programs on children’s physical health, intelligence, behavior and activities,” Eur. J. Physiother apy Rehabil. Stud., vol. 1, no. 1, pp. 647–648, 2020. [7]     P. Zhou, Q. Ding, H. Luo, and X. Hou, “Violent interaction detection in video based on deep learning,” J. Phys., Conf. Ser., vol. 844, Jun. 2017, Art. no. 012044. [8]     M. Khan, M. A. Tahir, and Z. Ahmed, “Detection of violent content in cartoon videos using multimedia content detection techniques,” in Proc. IEEE 21st Int. Multi Topic Conf. (INMIC), Nov. 2018, pp. 1–5. [9]     A. Krizhevsky, I. Sutskever, and G. E. Hinton, “ImageNet classification with deep convolutional neural networks,” in Proc. Adv. Neural Inf. Process. Syst., vol. 25, 2012, pp. 1097–1105. [10]    Y. LeCun, Y. Bengio, and G. Hinton, “Deep learning,” Nature, vol. 521, no. 7553, pp. 436–444, 2015.