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Title: :  IDENTIFICATION OF FAKE INDIAN CURRENCY USING CONVOLUTIONAL NEURAL NETWORK
PaperId: :  26081
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 2 2025
DUI:    16.0415/IJARIIE-26081
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Pathuri Bharath Vasireddy Venkatadri Institute Of Technology
N.Durga Rao Vasireddy Venkatadri Institute Of Technology
Gopalam Lakshmi SivannarayanaVasireddy Venkatadri Institute Of Technology
Bogolu venkata Ramanji ReddyVasireddy Venkatadri Institute Of Technology
Ambati chaitanya krishna Vasireddy Venkatadri Institute Of Technology

Abstract

Computer Engineering
Counterfeits Detection, Convolutional Neural Networks, MobileNet, Support Vector Machines (SVM), Random Forest, Hybrid Model, Indian Currency, Image Classification, Machine Learning.
The proliferation of counterfeit currency poses a significant threat to economic stability, necessitating advanced methods for effective detection. This project, titled "Identification of Fake Indian Currency Using Convolutional Neural Networks," proposes a novel approach to counterfeit detection by leveraging deep learning techniques. It explores several models, including MobileNet, a hybrid of MobileNet with Support Vector Machines (SVM), and a variant integrating MobileNet with both SVM and Random Forest, along with VGG16 and VGG19 architectures. MobileNet, known for its efficiency and accuracy in image classification, is evaluated for its ability to distinguish genuine Indian currency from counterfeit notes. The hybrid models aim to enhance detection capabilities by combining the strengths of MobileNet with traditional classifiers like SVM and Random Forest, using ensemble learning techniques to improve classification performance. These models are assessed based on accuracy, precision, recall, and overall robustness in real-world scenarios, with results highlighting the potential of convolutional neural networks to significantly improve counterfeit currency detection systems and strengthen financial security measures.

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IJARIIE Pathuri Bharath , N.Durga Rao , Gopalam Lakshmi Sivannarayana, Bogolu venkata Ramanji Reddy, and Ambati chaitanya krishna . "IDENTIFICATION OF FAKE INDIAN CURRENCY USING CONVOLUTIONAL NEURAL NETWORK" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 2 2025 Page 1125-1133
MLA Pathuri Bharath , N.Durga Rao , Gopalam Lakshmi Sivannarayana, Bogolu venkata Ramanji Reddy, and Ambati chaitanya krishna . "IDENTIFICATION OF FAKE INDIAN CURRENCY USING CONVOLUTIONAL NEURAL NETWORK." International Journal Of Advance Research And Innovative Ideas In Education 11.2(2025) : 1125-1133.
APA Pathuri Bharath , N.Durga Rao , Gopalam Lakshmi Sivannarayana, Bogolu venkata Ramanji Reddy, & Ambati chaitanya krishna . (2025). IDENTIFICATION OF FAKE INDIAN CURRENCY USING CONVOLUTIONAL NEURAL NETWORK. International Journal Of Advance Research And Innovative Ideas In Education, 11(2), 1125-1133.
Chicago Pathuri Bharath , N.Durga Rao , Gopalam Lakshmi Sivannarayana, Bogolu venkata Ramanji Reddy, and Ambati chaitanya krishna . "IDENTIFICATION OF FAKE INDIAN CURRENCY USING CONVOLUTIONAL NEURAL NETWORK." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 2 (2025) : 1125-1133.
Oxford Pathuri Bharath , N.Durga Rao , Gopalam Lakshmi Sivannarayana, Bogolu venkata Ramanji Reddy, and Ambati chaitanya krishna . 'IDENTIFICATION OF FAKE INDIAN CURRENCY USING CONVOLUTIONAL NEURAL NETWORK', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 2, 2025, p. 1125-1133. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/IDENTIFICATION_OF_FAKE_INDIAN_CURRENCY_USING_CONVOLUTIONAL_NEURAL_NETWORK_ijariie26081.pdf (Accessed : ).
Harvard Pathuri Bharath , N.Durga Rao , Gopalam Lakshmi Sivannarayana, Bogolu venkata Ramanji Reddy, and Ambati chaitanya krishna . (2025) 'IDENTIFICATION OF FAKE INDIAN CURRENCY USING CONVOLUTIONAL NEURAL NETWORK', International Journal Of Advance Research And Innovative Ideas In Education, 11(2), pp. 1125-1133IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/IDENTIFICATION_OF_FAKE_INDIAN_CURRENCY_USING_CONVOLUTIONAL_NEURAL_NETWORK_ijariie26081.pdf (Accessed : )
IEEE Pathuri Bharath , N.Durga Rao , Gopalam Lakshmi Sivannarayana, Bogolu venkata Ramanji Reddy, and Ambati chaitanya krishna , "IDENTIFICATION OF FAKE INDIAN CURRENCY USING CONVOLUTIONAL NEURAL NETWORK," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 2, pp. 1125-1133, Mar-App 2025. [Online]. Available: http://ijariie.com/AdminUploadPdf/IDENTIFICATION_OF_FAKE_INDIAN_CURRENCY_USING_CONVOLUTIONAL_NEURAL_NETWORK_ijariie26081.pdf [Accessed : ].
Turabian Pathuri Bharath , N.Durga Rao , Gopalam Lakshmi Sivannarayana, Bogolu venkata Ramanji Reddy, and Ambati chaitanya krishna . "IDENTIFICATION OF FAKE INDIAN CURRENCY USING CONVOLUTIONAL NEURAL NETWORK." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 2 ().
Vancouver Pathuri Bharath , N.Durga Rao , Gopalam Lakshmi Sivannarayana, Bogolu venkata Ramanji Reddy, and Ambati chaitanya krishna . IDENTIFICATION OF FAKE INDIAN CURRENCY USING CONVOLUTIONAL NEURAL NETWORK. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(2) : 1125-1133. Available from: http://ijariie.com/AdminUploadPdf/IDENTIFICATION_OF_FAKE_INDIAN_CURRENCY_USING_CONVOLUTIONAL_NEURAL_NETWORK_ijariie26081.pdf
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