journal article·2025Open access

Leveraging Federated Learning for Efficient Privacy-Enhancing Violent Activity Recognition from Videos

Moshiur Rahman Tonmoy, Md. Mithun Hossain, Mejdl Safran, Sultan Alfarhood, Dunren Che, M. F. Mridha

Computers, Materials & Continua· Volume 85· Issue 3

Abstract

No abstract is available for this record. The assistant can identify its topic from the title, but cannot infer the study’s results.

Source: Not provided · Quality: missing

Research context

OpenAlex topics: Internet Traffic Analysis and Secure E-voting · Privacy-Preserving Technologies in Data · Digital and Cyber Forensics

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

References (42)

Show source-provided references
1. Video based human crowd analysis using machine learning: a survey10.1080/21681163.2021.1986859 ↗
2. Convolutional neural networks for crowd behaviour analysis: a survey10.1007/s00371-018-1499-5 ↗
3. MarketsandMarkets. Video surveillance industry worth $88.71 billion by 2030; 2025 [Internet]. [cited 2025 Jul 22]. Available from: https://www.marketsandmarkets.com/PressReleases/global-video-surveillance-market.asp.
4. Opportunities, applications, and challenges of edge-ai enabled video analytics in smart cities: a systematic review10.1109/ACCESS.2023.3300658 ↗
5. Liu Y, Liu S, Zhu X, Li J, Yang H, Teng L, et al. Privacy-preserving video anomaly detection: a survey. arXiv:2411.14565. 2025.10.1109/TNNLS.2025.3600252 ↗
6. ElBaih M. The role of privacy regulations in AI development (A discussion of the ways in which privacy regulations can shape the development of AI). 2023. [cited 2025 Jul 22]. Available from: http://dx.doi.org/10.2139/ssrn.4589207.10.2139/ssrn.4589207 ↗
7. Safeguarding digital privacy with ai-driven solutions
8. A survey on video big data analytics: architecture, technologies, and open research challenges10.3390/app15148089 ↗
9. Federated machine learning: concept and applications10.1145/3298981 ↗
10. Federated learning in computer vision10.1109/ACCESS.2023.3310400 ↗
11. A security framework for cloud-based video surveillance system10.1007/s11042-017-4488-1 ↗
12. Lightweight cipher for H.264 videos in the Internet of multimedia things with encryption space ratio diagnostics10.3390/s19051228 ↗
13. Differential privacy has disparate impact on model accuracy
14. A lightweight visual font style recognition with quantized convolutional autoencoder10.1109/OJCS.2024.3378709 ↗
15. A comprehensive review on vision-based violence detection in surveillance videos10.1145/3561971 ↗
16. Human-centered attention-aware networks for action recognition10.1002/int.23029 ↗
17. CNN and BiLSTM based framework for real life violence detection from CCTV videos
18. Integrated violence and weapon detection using deep learning
19. Violence detection enhancement by involving convolutional block attention modules into various deep learning architectures: comprehensive case study for UBI-fights dataset10.1109/ACCESS.2023.3267409 ↗
20. Indoor violence detection using lightweight transformer model
21. Video violence recognition and localization using a semi-supervised hard attention model10.1016/j.eswa.2022.118791 ↗
22. Efficient violence detection in surveillance10.3390/s22062216 ↗
23. Secrets in motion: privacy-preserving video classification with built-in access control
24. X-stream: a flexible, adaptive video transformer for privacy-preserving video stream analytics
25. Real-time distributed video analytics for privacy-aware person search10.1016/j.cviu.2023.103749 ↗
26. Privacy-preserving early detection of epileptic seizures in videos
27. Singh S, Dewangan S, Krishna GS, Tyagi V, Reddy S, Medi PR. Video vision transformers for violence detection. arXiv:2209.03561. 2022.
28. Balancing accuracy and training time in federated learning for violence detection in surveillance videos: a study of neural network architectures10.1007/s11390-024-3702-7 ↗
29. Federated learning for physical violence detection in videos
30. McMahan · Proceedings of the 20th international conference on artificial intelligence and statistics · 2017 · 54 · 1273
31. Federated learning for medical image analysis: a survey10.1016/j.patcog.2024.110424 ↗
32. Mistry · Proceedings of the 2nd International Conference on Big Data, IoT and Machine Learning · 2024 · 96110.1007/978-981-99-8937-9_64 ↗
33. Federated optimization in heterogeneous networks
34. X-Brain: explainable recognition of brain tumors using robust deep attention CNN10.1016/j.bspc.2024.106988 ↗
35. Hendrycks D, Gimpel K. Gaussian error linear units (GELUs). arXiv:1606.08415. 2023.
36. Separable self-attention for mobile vision transformers
37. Bermejo Nievas · Computer analysis of images and patterns · 2011 · 332
38. Weapon violence dataset 2.0: a synthetic dataset for violence detection10.1016/j.dib.2024.110448 ↗
39. Firearm-related action recognition and object detection dataset for video surveillance systems10.1016/j.dib.2024.110030 ↗
40. Albumentations: fast and flexible image augmentations10.3390/info11020125 ↗
41. ViViT: a video vision transformer
42. Bertasius · Proceedings of the 38th international conference on machine learning · 2021 · 139 · 813