Research Article

MODERN LEARNING TECHNIQUES AND PLANT IMAGE CLASSIFICATION

Volume: 62 Number: 2 December 31, 2020
EN

MODERN LEARNING TECHNIQUES AND PLANT IMAGE CLASSIFICATION

Abstract

The intelligent machines concept is born in sci-fi scenarios. Today it seems to be we are much closer to realizing this idea than ever before. By imitating the human nervous system, machines can learn many things. This paper explains modern learning techniques like artificial neural networks, transfer learning. Later purposes an experiment to classify plant seedling images to test the transfer learning with two different CNN architectures. Although the architects were not actually created for this task, result were quite accurate for a different classification task. 

Keywords

References

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Details

Primary Language

English

Subjects

Engineering

Journal Section

Research Article

Publication Date

December 31, 2020

Submission Date

October 1, 2019

Acceptance Date

August 26, 2020

Published in Issue

Year 1970 Volume: 62 Number: 2

APA
Ünal, M., Bostanci, E., Guzel, M. S., & Aydın, A. (2020). MODERN LEARNING TECHNIQUES AND PLANT IMAGE CLASSIFICATION. Communications Faculty of Sciences University of Ankara Series A2-A3 Physical Sciences and Engineering, 62(2), 153-163. https://doi.org/10.33769/aupse.627897
AMA
1.Ünal M, Bostanci E, Guzel MS, Aydın A. MODERN LEARNING TECHNIQUES AND PLANT IMAGE CLASSIFICATION. Commun.Fac.Sci.Univ.Ank.Series A2-A3: Phys.Sci. and Eng. 2020;62(2):153-163. doi:10.33769/aupse.627897
Chicago
Ünal, Metehan, Erkan Bostanci, Mehmet Serdar Guzel, and Ayhan Aydın. 2020. “MODERN LEARNING TECHNIQUES AND PLANT IMAGE CLASSIFICATION”. Communications Faculty of Sciences University of Ankara Series A2-A3 Physical Sciences and Engineering 62 (2): 153-63. https://doi.org/10.33769/aupse.627897.
EndNote
Ünal M, Bostanci E, Guzel MS, Aydın A (December 1, 2020) MODERN LEARNING TECHNIQUES AND PLANT IMAGE CLASSIFICATION. Communications Faculty of Sciences University of Ankara Series A2-A3 Physical Sciences and Engineering 62 2 153–163.
IEEE
[1]M. Ünal, E. Bostanci, M. S. Guzel, and A. Aydın, “MODERN LEARNING TECHNIQUES AND PLANT IMAGE CLASSIFICATION”, Commun.Fac.Sci.Univ.Ank.Series A2-A3: Phys.Sci. and Eng., vol. 62, no. 2, pp. 153–163, Dec. 2020, doi: 10.33769/aupse.627897.
ISNAD
Ünal, Metehan - Bostanci, Erkan - Guzel, Mehmet Serdar - Aydın, Ayhan. “MODERN LEARNING TECHNIQUES AND PLANT IMAGE CLASSIFICATION”. Communications Faculty of Sciences University of Ankara Series A2-A3 Physical Sciences and Engineering 62/2 (December 1, 2020): 153-163. https://doi.org/10.33769/aupse.627897.
JAMA
1.Ünal M, Bostanci E, Guzel MS, Aydın A. MODERN LEARNING TECHNIQUES AND PLANT IMAGE CLASSIFICATION. Commun.Fac.Sci.Univ.Ank.Series A2-A3: Phys.Sci. and Eng. 2020;62:153–163.
MLA
Ünal, Metehan, et al. “MODERN LEARNING TECHNIQUES AND PLANT IMAGE CLASSIFICATION”. Communications Faculty of Sciences University of Ankara Series A2-A3 Physical Sciences and Engineering, vol. 62, no. 2, Dec. 2020, pp. 153-6, doi:10.33769/aupse.627897.
Vancouver
1.Metehan Ünal, Erkan Bostanci, Mehmet Serdar Guzel, Ayhan Aydın. MODERN LEARNING TECHNIQUES AND PLANT IMAGE CLASSIFICATION. Commun.Fac.Sci.Univ.Ank.Series A2-A3: Phys.Sci. and Eng. 2020 Dec. 1;62(2):153-6. doi:10.33769/aupse.627897

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