NetCAM Intelligent Camera
Abstract & Details
Research Area
Computer Engineering
Keywords
Intelligent Camera
Intrusion Detection
CNN
IoT
Cloud Storage
Real-Time Alerts
Automated Security Systems
Abstract
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.
License
This work is licensed under a Creative
Commons
Attribution-ShareAlike 4.0 International License.
Author Information
| # | Name | Institute / Affiliation |
|---|---|---|
| 1 | Ranoelison Fahazavana Christian | NetPro Web SysAdmin Network (HostOptimal), University of Antananarivo (Computer Dept.), Antananarivo, Madagascar |
| 2 | Herindrainy Arnaud | NetPro Web SysAdmin Network (HostOptimal), University of Antananarivo (Computer Dept.), Antananarivo, Madagascar |
| 3 | Ambininiavo Santatry Ny Aina | NetPro Web SysAdmin Network (HostOptimal), University of Antananarivo (Computer Dept.), Antananarivo, Madagascar |
| 4 | Fidiniaina Franco Rino | School of Computer Science and Technology, East China University of Science and Technology, Shanghai, China |
How to Cite
Use the following formats to cite this article in your research.
APA Style
Christian, Ranoelison Fahazavana, Arnaud, Herindrainy, Aina, Ambininiavo Santatry Ny, & Rino, Fidiniaina Franco (2025). NetCAM Intelligent Camera. International Journal of Advance Research and Innovative Ideas In Education, 11(4), 4005-4011.
MLA Style
Christian, Ranoelison Fahazavana, et al. "NetCAM Intelligent Camera." International Journal of Advance Research and Innovative Ideas In Education, vol. 11, no. 4, 2025, pp. 4005-4011.
IEEE Style
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, 2025.
Vancouver Style
Christian Ranoelison Fahazavana, Arnaud Herindrainy, Aina Ambininiavo Santatry Ny, Rino Fidiniaina Franco. NetCAM Intelligent Camera. International Journal of Advance Research and Innovative Ideas In Education. 2025;11(4):4005-4011.
Harvard Style
Christian, Ranoelison Fahazavana, Arnaud, Herindrainy, Aina, Ambininiavo Santatry Ny, & Rino, Fidiniaina Franco (2025) 'NetCAM Intelligent Camera', International Journal of Advance Research and Innovative Ideas In Education, 11(4), pp. 4005-4011.
Chicago Style
Christian, Ranoelison Fahazavana, et al. "NetCAM Intelligent Camera." International Journal of Advance Research and Innovative Ideas In Education 11, no. 4 (2025): 4005-4011.
Turabian Style
Christian, Ranoelison Fahazavana, et al. "NetCAM Intelligent Camera." International Journal of Advance Research and Innovative Ideas In Education 11, no. 4 (2025): 4005-4011.
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