Banknote simulator for aging and soiling banknotes using Gaussian models and Perlin noise

Sangwook Baek; Sanghun Lee; Euison Choi; Yoonkil Baek; Chulhee Lee

doi:10.5220/0006112402890292

Banknote simulator for aging and soiling banknotes using Gaussian models and Perlin noise

Sangwook Baek, Sanghun Lee, Euison Choi, Yoonkil Baek, Chulhee Lee

Department of Electrical and Electronic Engineering

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

2 Citations (Scopus)

Abstract

In this paper, we propose a banknote simulator that generates aged and soiled banknotes. By analyzing the characteristics of circulating banknotes, we developed Gaussian brightness models for gray level changes of circulating banknotes. In addition, the Perlin noise model was used to simulate soiling. The proposed algorithm was tested using US Dollars (USD) and the experimental results show that the proposed method effectively simulated soiled banknote images from new banknote images.

Original language	English
Title of host publication	ICPRAM 2017 - Proceedings of the 6th International Conference on Pattern Recognition Applications and Methods
Editors	Maria De De Marsico, Gabriella Sanniti di Baja, Ana Fred
Publisher	SciTePress
Pages	289-292
Number of pages	4
ISBN (Electronic)	9789897582226
DOIs	https://doi.org/10.5220/0006112402890292
Publication status	Published - 2017
Event	6th International Conference on Pattern Recognition Applications and Methods, ICPRAM 2017 - Porto, Portugal Duration: 2017 Feb 24 → 2017 Feb 26

Publication series

Name	ICPRAM 2017 - Proceedings of the 6th International Conference on Pattern Recognition Applications and Methods
Volume	2017-January

Other

Other	6th International Conference on Pattern Recognition Applications and Methods, ICPRAM 2017
Country/Territory	Portugal
City	Porto
Period	17/2/24 → 17/2/26

Bibliographical note

Publisher Copyright:
Copyright © 2017 by SCITEPRESS - Science and Technology Publications, Lda. All rights reserved.

All Science Journal Classification (ASJC) codes

Computer Vision and Pattern Recognition

Access to Document

10.5220/0006112402890292

Cite this

Baek, S., Lee, S., Choi, E., Baek, Y., & Lee, C. (2017). Banknote simulator for aging and soiling banknotes using Gaussian models and Perlin noise. In M. D. De Marsico, G. S. di Baja, & A. Fred (Eds.), ICPRAM 2017 - Proceedings of the 6th International Conference on Pattern Recognition Applications and Methods (pp. 289-292). (ICPRAM 2017 - Proceedings of the 6th International Conference on Pattern Recognition Applications and Methods; Vol. 2017-January). SciTePress. https://doi.org/10.5220/0006112402890292

Baek, Sangwook ; Lee, Sanghun ; Choi, Euison et al. / Banknote simulator for aging and soiling banknotes using Gaussian models and Perlin noise. ICPRAM 2017 - Proceedings of the 6th International Conference on Pattern Recognition Applications and Methods. editor / Maria De De Marsico ; Gabriella Sanniti di Baja ; Ana Fred. SciTePress, 2017. pp. 289-292 (ICPRAM 2017 - Proceedings of the 6th International Conference on Pattern Recognition Applications and Methods).

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title = "Banknote simulator for aging and soiling banknotes using Gaussian models and Perlin noise",

abstract = "In this paper, we propose a banknote simulator that generates aged and soiled banknotes. By analyzing the characteristics of circulating banknotes, we developed Gaussian brightness models for gray level changes of circulating banknotes. In addition, the Perlin noise model was used to simulate soiling. The proposed algorithm was tested using US Dollars (USD) and the experimental results show that the proposed method effectively simulated soiled banknote images from new banknote images.",

author = "Sangwook Baek and Sanghun Lee and Euison Choi and Yoonkil Baek and Chulhee Lee",

note = "Publisher Copyright: Copyright {\textcopyright} 2017 by SCITEPRESS - Science and Technology Publications, Lda. All rights reserved.; 6th International Conference on Pattern Recognition Applications and Methods, ICPRAM 2017 ; Conference date: 24-02-2017 Through 26-02-2017",

year = "2017",

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language = "English",

series = "ICPRAM 2017 - Proceedings of the 6th International Conference on Pattern Recognition Applications and Methods",

publisher = "SciTePress",

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Baek, S, Lee, S, Choi, E, Baek, Y & Lee, C 2017, Banknote simulator for aging and soiling banknotes using Gaussian models and Perlin noise. in MD De Marsico, GS di Baja & A Fred (eds), ICPRAM 2017 - Proceedings of the 6th International Conference on Pattern Recognition Applications and Methods. ICPRAM 2017 - Proceedings of the 6th International Conference on Pattern Recognition Applications and Methods, vol. 2017-January, SciTePress, pp. 289-292, 6th International Conference on Pattern Recognition Applications and Methods, ICPRAM 2017, Porto, Portugal, 17/2/24. https://doi.org/10.5220/0006112402890292

Banknote simulator for aging and soiling banknotes using Gaussian models and Perlin noise. / Baek, Sangwook; Lee, Sanghun; Choi, Euison et al.

ICPRAM 2017 - Proceedings of the 6th International Conference on Pattern Recognition Applications and Methods. ed. / Maria De De Marsico; Gabriella Sanniti di Baja; Ana Fred. SciTePress, 2017. p. 289-292 (ICPRAM 2017 - Proceedings of the 6th International Conference on Pattern Recognition Applications and Methods; Vol. 2017-January).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

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Baek S, Lee S, Choi E, Baek Y, Lee C. Banknote simulator for aging and soiling banknotes using Gaussian models and Perlin noise. In De Marsico MD, di Baja GS, Fred A, editors, ICPRAM 2017 - Proceedings of the 6th International Conference on Pattern Recognition Applications and Methods. SciTePress. 2017. p. 289-292. (ICPRAM 2017 - Proceedings of the 6th International Conference on Pattern Recognition Applications and Methods). doi: 10.5220/0006112402890292

Banknote simulator for aging and soiling banknotes using Gaussian models and Perlin noise

Abstract

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