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Title: :  NetCAM Intelligent Camera
PaperId: :  27390
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 4 2025
DUI:    16.0415/IJARIIE-27390
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Ranoelison Fahazavana ChristianNetPro Web SysAdmin Network (HostOptimal), University of Antananarivo (Computer Dept.), Antananarivo, Madagascar
Herindrainy ArnaudNetPro Web SysAdmin Network (HostOptimal), University of Antananarivo (Computer Dept.), Antananarivo, Madagascar
Ambininiavo Santatry Ny AinaNetPro Web SysAdmin Network (HostOptimal), University of Antananarivo (Computer Dept.), Antananarivo, Madagascar
Fidiniaina Franco RinoSchool of Computer Science and Technology, East China University of Science and Technology, Shanghai, China

Abstract

Computer Engineering
Intelligent Camera, Intrusion Detection, CNN, IoT, Cloud Storage, Real-Time Alerts, Automated Security Systems
Security is a critical concern across various domains, necessitating the development of robust and advanced systems to protect both physical assets and sensitive information. This project presents the design and implementation of an intelligent camera system that leverages cutting-edge technologies such as artificial intelligence, cloud computing, and IoT for comprehensive security monitoring. The proposed system integrates deep learning algorithms, specifically convolutional neural networks (CNNs), for accurate and real-time intrusion detection, coupled with seamless cloud-based storage that offers unlimited video recording capacity. The system's real-time alert mechanism ensures immediate notifications via SMS or phone call to both property owners and law enforcement, facilitating a swift response to potential threats. Moreover, automated response actions, managed by a Finite State Machine (FSM), further enhance the system's effectiveness in mitigating security risks. Performance evaluations demonstrate the system's high accuracy, with a precision rate of 98.7% in detecting intrusions, and its resilience under varying environmental conditions. The integration of cloud storage ensures nearly 100% data availability, while real-time alerts are dispatched with a median response time of 3.2 seconds. The system's architecture is designed for scalability, supporting large-scale deployment without compromising performance. Future enhancements could include the incorporation of advanced machine learning models for detecting complex intrusion patterns and the integration of edge computing to reduce latency further. Overall, the intelligent camera system represents a significant advancement in modern security technology, offering a proactive and reliable solution to evolving security challenges.

Citations

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IJARIIE Ranoelison Fahazavana Christian, Herindrainy Arnaud, Ambininiavo Santatry Ny Aina, and Fidiniaina Franco Rino. "NetCAM Intelligent Camera" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 4 2025 Page 4005-4011
MLA Ranoelison Fahazavana Christian, Herindrainy Arnaud, Ambininiavo Santatry Ny Aina, and Fidiniaina Franco Rino. "NetCAM Intelligent Camera." International Journal Of Advance Research And Innovative Ideas In Education 11.4(2025) : 4005-4011.
APA Ranoelison Fahazavana Christian, Herindrainy Arnaud, Ambininiavo Santatry Ny Aina, & Fidiniaina Franco Rino. (2025). NetCAM Intelligent Camera. International Journal Of Advance Research And Innovative Ideas In Education, 11(4), 4005-4011.
Chicago Ranoelison Fahazavana Christian, Herindrainy Arnaud, Ambininiavo Santatry Ny Aina, and Fidiniaina Franco Rino. "NetCAM Intelligent Camera." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 4 (2025) : 4005-4011.
Oxford Ranoelison Fahazavana Christian, Herindrainy Arnaud, Ambininiavo Santatry Ny Aina, and Fidiniaina Franco Rino. 'NetCAM Intelligent Camera', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 4, 2025, p. 4005-4011. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/NetCAM_Intelligent_Camera_ijariie27390.pdf (Accessed : 22 March 2026).
Harvard Ranoelison Fahazavana Christian, Herindrainy Arnaud, Ambininiavo Santatry Ny Aina, and Fidiniaina Franco Rino. (2025) 'NetCAM Intelligent Camera', International Journal Of Advance Research And Innovative Ideas In Education, 11(4), pp. 4005-4011IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/NetCAM_Intelligent_Camera_ijariie27390.pdf (Accessed : 22 March 2026)
IEEE Ranoelison Fahazavana Christian, Herindrainy Arnaud, Ambininiavo Santatry Ny Aina, and Fidiniaina Franco Rino, "NetCAM Intelligent Camera," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 4, pp. 4005-4011, Jul-Aug 2025. [Online]. Available: https://ijariie.com/AdminUploadPdf/NetCAM_Intelligent_Camera_ijariie27390.pdf [Accessed : 22 March 2026].
Turabian Ranoelison Fahazavana Christian, Herindrainy Arnaud, Ambininiavo Santatry Ny Aina, and Fidiniaina Franco Rino. "NetCAM Intelligent Camera." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 4 (22 March 2026).
Vancouver Ranoelison Fahazavana Christian, Herindrainy Arnaud, Ambininiavo Santatry Ny Aina, and Fidiniaina Franco Rino. NetCAM Intelligent Camera. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : 22 March 2026]; 11(4) : 4005-4011. Available from: https://ijariie.com/AdminUploadPdf/NetCAM_Intelligent_Camera_ijariie27390.pdf
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