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Title: :  ENHANCING ATM SECURITY WITH FACE AUTHETICATION USING DEEP LEARNING
PaperId: :  23119
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 10 Issue 2 2024
DUI:    16.0415/IJARIIE-23119
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
YASWIN PAUL RBannari Amman Institute of Technology
YUKESHWARAN UBannari Amman Institute of Technology
SUBRAJA TBannari Amman Institute of Technology

Abstract

ARTIFICIAL INTELLIGENCE,DEEP LEARNING
ATM, biometric, GSM, Face recognition, Fingerprint Recognition, image processing, artificial intelligence.
The proliferation of Automated Teller Machines (ATMs) has revolutionized banking services, providing convenient access to financial transactions. However, the traditional methods of ATM authentication, such as PINs and cards, are susceptible to various security threats, including theft and fraud. In response, biometric authentication has emerged as a promising solution to enhance ATM security. Among biometric modalities, face recognition has garnered significant attention due to its non-intrusive nature and widespread availability of camera-equipped ATMs. This paper presents a novel approach to augment ATM security by integrating a face biometric authentication system with deep learning techniques. The proposed system leverages convolutional neural networks (CNNs) for robust and efficient face recognition. Through extensive experimentation, we demonstrate the effectiveness of deep learning in accurately identifying individuals based on facial features. Moreover, we explore various pre-processing techniques to enhance the performance of the face recognition system, including image normalization, alignment, and quality assessment. Additionally, we investigate the impact of different network architectures and training strategies on the overall authentication accuracy and computational efficiency.

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IJARIIE YASWIN PAUL R, YUKESHWARAN U, and SUBRAJA T. "ENHANCING ATM SECURITY WITH FACE AUTHETICATION USING DEEP LEARNING" International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 2 2024 Page 3041-3048
MLA YASWIN PAUL R, YUKESHWARAN U, and SUBRAJA T. "ENHANCING ATM SECURITY WITH FACE AUTHETICATION USING DEEP LEARNING." International Journal Of Advance Research And Innovative Ideas In Education 10.2(2024) : 3041-3048.
APA YASWIN PAUL R, YUKESHWARAN U, & SUBRAJA T. (2024). ENHANCING ATM SECURITY WITH FACE AUTHETICATION USING DEEP LEARNING. International Journal Of Advance Research And Innovative Ideas In Education, 10(2), 3041-3048.
Chicago YASWIN PAUL R, YUKESHWARAN U, and SUBRAJA T. "ENHANCING ATM SECURITY WITH FACE AUTHETICATION USING DEEP LEARNING." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 2 (2024) : 3041-3048.
Oxford YASWIN PAUL R, YUKESHWARAN U, and SUBRAJA T. 'ENHANCING ATM SECURITY WITH FACE AUTHETICATION USING DEEP LEARNING', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, 2024, p. 3041-3048. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/ENHANCING_ATM_SECURITY_WITH_FACE_AUTHETICATION_USING_DEEP__LEARNING_ijariie23119.pdf (Accessed : 05 July 2024).
Harvard YASWIN PAUL R, YUKESHWARAN U, and SUBRAJA T. (2024) 'ENHANCING ATM SECURITY WITH FACE AUTHETICATION USING DEEP LEARNING', International Journal Of Advance Research And Innovative Ideas In Education, 10(2), pp. 3041-3048IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/ENHANCING_ATM_SECURITY_WITH_FACE_AUTHETICATION_USING_DEEP__LEARNING_ijariie23119.pdf (Accessed : 05 July 2024)
IEEE YASWIN PAUL R, YUKESHWARAN U, and SUBRAJA T, "ENHANCING ATM SECURITY WITH FACE AUTHETICATION USING DEEP LEARNING," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, pp. 3041-3048, Mar-App 2024. [Online]. Available: http://ijariie.com/AdminUploadPdf/ENHANCING_ATM_SECURITY_WITH_FACE_AUTHETICATION_USING_DEEP__LEARNING_ijariie23119.pdf [Accessed : 05 July 2024].
Turabian YASWIN PAUL R, YUKESHWARAN U, and SUBRAJA T. "ENHANCING ATM SECURITY WITH FACE AUTHETICATION USING DEEP LEARNING." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 2 (05 July 2024).
Vancouver YASWIN PAUL R, YUKESHWARAN U, and SUBRAJA T. ENHANCING ATM SECURITY WITH FACE AUTHETICATION USING DEEP LEARNING. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : 05 July 2024]; 10(2) : 3041-3048. Available from: http://ijariie.com/AdminUploadPdf/ENHANCING_ATM_SECURITY_WITH_FACE_AUTHETICATION_USING_DEEP__LEARNING_ijariie23119.pdf
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