COMPARATIVE STUDIES BETWEEN A FACIAL RECOGNITION SYSTEM AND A FINGERPRINT RECOGNITION SYSTEM FOR ACCESS CONTROL

Bopatriciat Boluma Mangata(1), Dominique Ilunga N’kashama(2), Parfum Bukanga Christian(3), Donatien Kadima Muamba(4),


(1) Faculty of Science and Technology, University of Kinshasa, Kinshasa
(2) Higher Institute of Arts and Crafts, Mbuji-Mayi
(3) Faculty of Science and Technology, University of Kinshasa, Kinshasa
(4) Faculty of Computer Science, University of Reverend Kim, Kinshasa
Corresponding Author

Abstract


This paper investigates the decisions made on two singles modal biometric systems based on facial recognition and fingerprints for access control. In order to carry out this study on the access control system based on fingerprint and facial recognition, we made biometric recognition systems based on fingerprints and facial recognition that interacts with an embedded system under Arduino to give us the possibility to assemble the performances of programming and electronics, more precisely, we programmed electronic systems for the automatic opening of doors without the action of a human being. In a sample of one hundred individuals composed of 40 females and 60 males, 75 of whom were enrolled and 25 of whom were not, our two singles modal access control systems each obtained the following results: 70 true positives, 5 false negatives, 8 false positives and 17 true negatives for the facial recognition system, compared to 73 true positives, 2 false negatives, 4 false positives and 21 true negatives for the fingerprint recognition system, which constitute our confusion matrix. From all the tests carried out, we can say that the decisions made by the fingerprint recognition system are better than the decisions made by the facial recognition system.

Keywords


Automation, Biometric Recognition, Biometrics, Embedded System, Pattern Recognition, Single Modal

References


Benaliouche, H., & Touahria, M., Comparative study of multimodal biometric recognition by fusion of iris and fingerprint. The Scientific World Journal, 2014.

Bopatriciat Boluma Mangata et al, Contribution of an Embedded and Biometric System in a Replicated Database for Access Control in a Multi-Entry Institution. International Journal of Science and Research (IJSR), Volume 10 (Issue 3), 2021.

Bopatriciat Boluma Mangata et al, Performance evaluation of a single access control system. Journal of research in engeneering and applied sciences. Volume 7 (Issue 01), 2022.

Bowers, D. M., Access control and personal identification systems. Butterworth-Heinemann, 2013.

Guizani, M., Zavala, M. L., & Funamizu, N., Assessment of endotoxin removal from reclaimed wastewater using coagulation-flocculation. Journal of Water Resource and Protection, 8(9), 855-864, 2016.

Markoulidakis, I., Rallis, I., Georgoulas, I., Kopsiaftis, G., Doulamis, A., and Doulamis, N., Multiclass Confusion Matrix Reduction Method and Its Application on Net Promoter Score Classification Problem. Technologies, 9(4), 81, 2021.

Melnykov, V., Chen, W. C., & Maitra, R., MixSim: An R package for simulating data to study performance of clustering algorithms. Journal of Statistical Software, 51, 1-25, 2012.

Miao, Y., Tian, Y., Peng, L., Hossain, M. S., & Muhammad, G., Research and implementation of ECG-based biological recognition parallelization. IEEE Access, 6, 4759-4766, 2017.

Williams-Young, D. B., De Jong, W. A., Van Dam, H. J., & Yang, C., On the Efficient Evaluation of the Exchange Correlation Potential on Graphics Processing Unit Clusters. Frontiers in chemistry, 951, 2020.

Mathivet, V., Artificial intelligence for developers: concepts and implementations in C#. Éditions ENI, 2017.

Norman, T. L., Electronic access control. Elsevier, 2011.

Tavara, S., Schliep, A., & Basu, D., Federated Learning of Oligonucleotide Drug Molecule Thermodynamics with Differentially Private ADMM-Based SVM. In Joint European Conference on Machine Learning and Knowledge Discovery in Databases (pp. 459-467). Springer, Cham, 2021, September.

Douaa, MECHTA, & Radhwane, GHERBI, AUTOMATION OF THE DOMOTIC TASKS OF A HOUSE WITH THE HELP OF AN ARDUINO AND LABVIEW MAP (Doctoral dissertation, UNIVERSITE MOHAMED BOUDIAF-M'SILA), 2019.

Wirotius, M., Authentication by handwritten signature on mobile media (Doctoral dissertation, Tours), 2005.


Full Text: PDF

Article Metrics

Abstract View : 333 times
PDF Download : 49 times

DOI: 10.56327/ijiscs.v6i2.1237

Refbacks