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Title: :  DEEP LEARNING AND EMBEDDED BASED ANOMALY DETECTION AND ALERT SYSTEM IN VIDEOS FOR THE PUBLIC SECURITY AND SURVEILLANCE
PaperId: :  27681
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 6 2025
DUI:    16.0415/IJARIIE-27681
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Prof. Farzana Parveen B.ASJM Institute of Technology Chitradurga
Mr.Sai Kiran.P SJM Institute of Technology, Chitradurga
Miss.Srushti.P.S SJM Institute of Technology, Chitradurga
Miss.Srusti.S.R SJM Institute of Technology, Chitradurga
Miss.Syeda BiBi Ayesha SJM Institute of Technology, Chitradurga

Abstract

Electronics and Communication Engineering
Deep learning, Anomaly detection, Video surveillance, Real-time detection, Embedded systems, Automated alerting.
This project aims to design a smart surveillance system that automatically detects unusual or suspicious activities in video streams using deep learning models combined with embedded hardware for real-time alerting. The system processes video data to identify anomalies—such as theft, unauthorized access, or abnormal behaviors—by classifying each frame with a trained neural network, and instantly notifies authorities or stakeholders when such events occur, thereby improving public safety and reducing reliance on manual monitoring.

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IJARIIE Prof. Farzana Parveen B.A, Mr.Sai Kiran.P , Miss.Srushti.P.S , Miss.Srusti.S.R , and Miss.Syeda BiBi Ayesha . "DEEP LEARNING AND EMBEDDED BASED ANOMALY DETECTION AND ALERT SYSTEM IN VIDEOS FOR THE PUBLIC SECURITY AND SURVEILLANCE" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 6 2025 Page 411-418
MLA Prof. Farzana Parveen B.A, Mr.Sai Kiran.P , Miss.Srushti.P.S , Miss.Srusti.S.R , and Miss.Syeda BiBi Ayesha . "DEEP LEARNING AND EMBEDDED BASED ANOMALY DETECTION AND ALERT SYSTEM IN VIDEOS FOR THE PUBLIC SECURITY AND SURVEILLANCE." International Journal Of Advance Research And Innovative Ideas In Education 11.6(2025) : 411-418.
APA Prof. Farzana Parveen B.A, Mr.Sai Kiran.P , Miss.Srushti.P.S , Miss.Srusti.S.R , & Miss.Syeda BiBi Ayesha . (2025). DEEP LEARNING AND EMBEDDED BASED ANOMALY DETECTION AND ALERT SYSTEM IN VIDEOS FOR THE PUBLIC SECURITY AND SURVEILLANCE. International Journal Of Advance Research And Innovative Ideas In Education, 11(6), 411-418.
Chicago Prof. Farzana Parveen B.A, Mr.Sai Kiran.P , Miss.Srushti.P.S , Miss.Srusti.S.R , and Miss.Syeda BiBi Ayesha . "DEEP LEARNING AND EMBEDDED BASED ANOMALY DETECTION AND ALERT SYSTEM IN VIDEOS FOR THE PUBLIC SECURITY AND SURVEILLANCE." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 6 (2025) : 411-418.
Oxford Prof. Farzana Parveen B.A, Mr.Sai Kiran.P , Miss.Srushti.P.S , Miss.Srusti.S.R , and Miss.Syeda BiBi Ayesha . 'DEEP LEARNING AND EMBEDDED BASED ANOMALY DETECTION AND ALERT SYSTEM IN VIDEOS FOR THE PUBLIC SECURITY AND SURVEILLANCE', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 6, 2025, p. 411-418. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/DEEP_LEARNING_AND_EMBEDDED_BASED_ANOMALY_DETECTION_AND_ALERT_SYSTEM_IN_VIDEOS_FOR_THE_PUBLIC_SECURITY_AND_SURVEILLANCE_ijariie27681.pdf (Accessed : ).
Harvard Prof. Farzana Parveen B.A, Mr.Sai Kiran.P , Miss.Srushti.P.S , Miss.Srusti.S.R , and Miss.Syeda BiBi Ayesha . (2025) 'DEEP LEARNING AND EMBEDDED BASED ANOMALY DETECTION AND ALERT SYSTEM IN VIDEOS FOR THE PUBLIC SECURITY AND SURVEILLANCE', International Journal Of Advance Research And Innovative Ideas In Education, 11(6), pp. 411-418IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/DEEP_LEARNING_AND_EMBEDDED_BASED_ANOMALY_DETECTION_AND_ALERT_SYSTEM_IN_VIDEOS_FOR_THE_PUBLIC_SECURITY_AND_SURVEILLANCE_ijariie27681.pdf (Accessed : )
IEEE Prof. Farzana Parveen B.A, Mr.Sai Kiran.P , Miss.Srushti.P.S , Miss.Srusti.S.R , and Miss.Syeda BiBi Ayesha , "DEEP LEARNING AND EMBEDDED BASED ANOMALY DETECTION AND ALERT SYSTEM IN VIDEOS FOR THE PUBLIC SECURITY AND SURVEILLANCE," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 6, pp. 411-418, Nov-Dec 2025. [Online]. Available: http://ijariie.com/AdminUploadPdf/DEEP_LEARNING_AND_EMBEDDED_BASED_ANOMALY_DETECTION_AND_ALERT_SYSTEM_IN_VIDEOS_FOR_THE_PUBLIC_SECURITY_AND_SURVEILLANCE_ijariie27681.pdf [Accessed : ].
Turabian Prof. Farzana Parveen B.A, Mr.Sai Kiran.P , Miss.Srushti.P.S , Miss.Srusti.S.R , and Miss.Syeda BiBi Ayesha . "DEEP LEARNING AND EMBEDDED BASED ANOMALY DETECTION AND ALERT SYSTEM IN VIDEOS FOR THE PUBLIC SECURITY AND SURVEILLANCE." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 6 ().
Vancouver Prof. Farzana Parveen B.A, Mr.Sai Kiran.P , Miss.Srushti.P.S , Miss.Srusti.S.R , and Miss.Syeda BiBi Ayesha . DEEP LEARNING AND EMBEDDED BASED ANOMALY DETECTION AND ALERT SYSTEM IN VIDEOS FOR THE PUBLIC SECURITY AND SURVEILLANCE. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(6) : 411-418. Available from: http://ijariie.com/AdminUploadPdf/DEEP_LEARNING_AND_EMBEDDED_BASED_ANOMALY_DETECTION_AND_ALERT_SYSTEM_IN_VIDEOS_FOR_THE_PUBLIC_SECURITY_AND_SURVEILLANCE_ijariie27681.pdf
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