IDENTIFICATION OF FAKE INDIAN CURRENCY USING CONVOLUTIONAL NEURAL NETWORK

Pathuri Bharath; N.Durga Rao; Gopalam Lakshmi Sivannarayana; Bogolu venkata Ramanji Reddy; Ambati chaitanya krishna

IDENTIFICATION OF FAKE INDIAN CURRENCY USING CONVOLUTIONAL NEURAL NETWORK

April 2025

Vol-11, Issue-2

Paper ID: 26081

ISSN: 2395-4396

Downloads: 0

Abstract & Details

Research Area

Computer Engineering

Keywords

Counterfeits Detection Convolutional Neural Networks MobileNet Support Vector Machines (SVM) Random Forest Hybrid Model Indian Currency Image Classification Machine Learning.

Abstract

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.

License

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Author Information

#	Name	Institute / Affiliation
1	Pathuri Bharath	Vasireddy Venkatadri Institute Of Technology
2	N.Durga Rao	Vasireddy Venkatadri Institute Of Technology
3	Gopalam Lakshmi Sivannarayana	Vasireddy Venkatadri Institute Of Technology
4	Bogolu venkata Ramanji Reddy	Vasireddy Venkatadri Institute Of Technology
5	Ambati chaitanya krishna	Vasireddy Venkatadri Institute Of Technology

How to Cite

Use the following formats to cite this article in your research.

APA Style

Bharath, Pathuri, Rao, N.Durga, Sivannarayana, Gopalam Lakshmi, Reddy, Bogolu venkata Ramanji, & krishna, Ambati chaitanya (2025). IDENTIFICATION OF FAKE INDIAN CURRENCY USING CONVOLUTIONAL NEURAL NETWORK. International Journal of Advance Research and Innovative Ideas In Education, 11(2), 1125-1133.

MLA Style

Bharath, Pathuri, et al. "IDENTIFICATION OF FAKE INDIAN CURRENCY USING CONVOLUTIONAL NEURAL NETWORK." International Journal of Advance Research and Innovative Ideas In Education, vol. 11, no. 2, 2025, pp. 1125-1133.

IEEE Style

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, 2025.

Vancouver Style

Bharath Pathuri, Rao N.Durga, Sivannarayana Gopalam Lakshmi, Reddy Bogolu venkata Ramanji, krishna Ambati chaitanya. IDENTIFICATION OF FAKE INDIAN CURRENCY USING CONVOLUTIONAL NEURAL NETWORK. International Journal of Advance Research and Innovative Ideas In Education. 2025;11(2):1125-1133.

Harvard Style

Bharath, Pathuri, Rao, N.Durga, Sivannarayana, Gopalam Lakshmi, Reddy, Bogolu venkata Ramanji, & krishna, Ambati chaitanya (2025) 'IDENTIFICATION OF FAKE INDIAN CURRENCY USING CONVOLUTIONAL NEURAL NETWORK', International Journal of Advance Research and Innovative Ideas In Education, 11(2), pp. 1125-1133.

Chicago Style

Bharath, Pathuri, et al. "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.

Turabian Style

Bharath, Pathuri, et al. "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.