Proceedings of the 2022 Brawijaya International Conference (BIC 2022)

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Large Scale Image Classification of Exotic Fruits in Indonesia Using Transfer Learning Method with MobileNet Model

Authors
Asyora Dewi Prabandani1, Novanto Yudistira1, *, Ayu Raisa Khairun Nisa2
1Informatics Engineering, Faculty of Computer Science, Brawijaya University, Malang, Indonesia
2Aibi Store, Jakarta, Indonesia
*Corresponding author. Email: yudistira@ub.ac.id
Corresponding Author
Novanto Yudistira
Available Online 30 April 2023.
DOI
10.2991/978-94-6463-140-1_68How to use a DOI?
Keywords
CNN; exotic fruit; image classification; transfer learning
Abstract

Exotic fruit is a fruit that is not widely known to the public. In Indonesia, there are many exotic fruits such as rambutan, passion fruit, mangosteen, longan, guava, and many more. Classification of exotic fruit images is needed because of the lack of knowledge from outsiders about exotic fruits in Indonesia. To his end, developing robust artificial intelligence using deep learning is necessary. CNN is the development of the Multilayer Perceptron (MLP) which is designed to process two-dimensional data and in the type of Deep Neural Network because of the high network depth and widely applied to image data. By utilizing the transfer learning method and a little fine-tuning, the efficient model like MobileNet expected to be better than without transfer learning in FruitNet model. Our contribution is applying efficient transfer learning MobileNet for Exotix Fruits in Indonesia which achieves 87% accuracy in average using more than 1000 images. The model performs better than previous model of FruitNet which only reaches 43% accuracy in average.

Copyright
© 2023 The Author(s)
Open Access
Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.

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Volume Title
Proceedings of the 2022 Brawijaya International Conference (BIC 2022)
Series
Advances in Economics, Business and Management Research
Publication Date
30 April 2023
ISBN
10.2991/978-94-6463-140-1_68
ISSN
2352-5428
DOI
10.2991/978-94-6463-140-1_68How to use a DOI?
Copyright
© 2023 The Author(s)
Open Access
Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.

Cite this article

risenwbib
TY  - CONF
AU  - Asyora Dewi Prabandani
AU  - Novanto Yudistira
AU  - Ayu Raisa Khairun Nisa
PY  - 2023
DA  - 2023/04/30
TI  - Large Scale Image Classification of Exotic Fruits in Indonesia Using Transfer Learning Method with MobileNet Model
BT  - Proceedings of the 2022 Brawijaya International Conference (BIC 2022)
PB  - Atlantis Press
SP  - 675
EP  - 685
SN  - 2352-5428
UR  - https://doi.org/10.2991/978-94-6463-140-1_68
DO  - 10.2991/978-94-6463-140-1_68
ID  - Prabandani2023
ER  -