Abstract
This project details the development of a facial recognition system and the sending of alerts via email. To carry it out, the TensorFlow, Numpy and OpenCV libraries were used. In addition, a Pi camera V2 and a Raspberry Pi 3 B+. The libraries in charge of aligning the faces of the people to be detected and then using these "aligned" faces to train the neural network used in the application are TensorFlow and Numpy. OpenCV to initiate video capture and object detection in real time on a Raspberry Pi 3 environment, in charge of processing and storing the database with the photos of the faces. The alerts are sent via email for each undetected face and lighting a red LED. This facial recognition system was implemented with the objective of detecting faces that are not in the database. The authentication system was performed on the Raspberry Pi 3, with the help of TensorFlow, Numpy and OpenCV libraries, the results obtained in this study were favorable after an evaluation on the database of 10 people. This system works perfectly with the database, it studies, learns the captured faces and compares them with those stored in the database; and will alert when it detects a face not found.
| Translated title of the contribution | Detection of Unauthorized Personnel in the IT Department Using Convolutional Neural Networks in Real Time with Raspberry Pi 3 B+ |
|---|---|
| Original language | Spanish (Ecuador) |
| Pages (from-to) | 49-60 |
| Number of pages | 12 |
| Journal | Journal of Science and Research |
| Volume | 5 |
| Issue number | 5 |
| DOIs | |
| State | Published - 3 Jul 2020 |
Keywords
- Algorithms
- Deep learning
CACES Knowledge Areas
- 116A Computer Science
Fingerprint
Dive into the research topics of 'Detection of Unauthorized Personnel in the IT Department Using Convolutional Neural Networks in Real Time with Raspberry Pi 3 B+'. Together they form a unique fingerprint.Projects
- 1 Finished
-
Models for Person Recognition and Identification Using a Security Camera in Embedded Systems
Plua Moran, D. H. (Col), Valverde Landivar, G. E. (Col), Quiroz Martinez, M. A. (PI), Leon Veas, J. L. (Col), Leyva Vazquez, M. Y. (Col), Prieto Villamar, J. B. (Student) & Apupalo Del Rosario, L. F. (Student)
30/05/17 → 11/12/19
Project: Research and Development
Cite this
- APA
- Author
- BIBTEX
- Harvard
- Standard
- RIS
- Vancouver