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Original Article

AI-Based Customer Behavior Monitoring and Suspicious Activity Detection in Retail Environments

  • Paper ID 430
  • Volume 6, Issue 6
  • Pages 153-164
  • Published Online: November-December 2026
Open Access Peer Reviewed Crossref DOI

Authors

  • Madhu B G1
  • Umare Lakshitvinay M2
  • Teju K R3
  • Shreyas P S4
  • Shaik Mohammad Shah Al Umar5

1 Associate professor, Department of Computer Science and Business Systems, Bapuji Institute of Engineering and Technology, Davangere, Karnataka, India. 2 3 4 5 Department of Computer Science and Business Systems, Bapuji Institute of Engineering and Technology, Davangere, Karnataka, India.

Article Information

Published Online
November-December 2026
Pages
153-164
Article Type
Original Article
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References

1. J. Redmon, S. Divvala, R. Girshick, and A. Farhadi, “You Only Look Once: Unified, Real-Time Object Detection,” in Proceedings
of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016, pp. 779–788.
2. N. Wojke, A. Bewley, and D. Paulus, “Simple Online and Realtime Tracking with a Deep Association Metric,” in Proceedings of
the IEEE International Conference on Image Processing (ICIP), 2017, pp. 3645–3649.
3. Y. Zhang, P. Sun, Y. Jiang, et al., “ByteTrack: Multi-Object Tracking by Associating Every Detection Box,” in Proceedings of the
European Conference on Computer Vision (ECCV), 2022.
4. C. Lugaresi, J. Tang, H. Nash, et al., “MediaPipe: A Framework for Building Perception Pipelines,” arXiv:1906.08172, 2019.
5. S. Yan, Y. Xiong, and D. Lin, “Spatial Temporal Graph Convolutional Networks for Skeleton-Based Action Recognition,” in
Proceedings of the AAAI Conference on Artificial Intelligence, 2018.
6. C. Feichtenhofer, H. Fan, J. Malik, and K. He, “SlowFast Networks for Video Recognition,” in Proceedings of the IEEE/CVF
International Conference on Computer Vision (ICCV), 2019.
7. Ultralytics, “Ultralytics YOLO Documentation and Software Repository.” Available: https://github.com/ultralytics/ultralytics.
8. G. Bradski, “The OpenCV Library,” Dr. Dobb’s Journal of Software Tools, 2000.
9. PyTorch Team, “PyTorch: An Open Source Machine Learning Framework.” Available: https://pytorch.org/.
10. Pallets Projects, “Flask Documentation.” Available: https://flask.palletsprojects.com/.
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  • CrossRef DOI
  • ISSN 2583-1240
  • Open Access
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