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Journal : Insyst : Journal of Intelligent System and Computation

Comparison of CNN Transfer Learning in Detecting Superior Local Fruit Types in Bali Purnama, Nyoman
Intelligent System and Computation Vol 6 No 1 (2024): INSYST: Journal of Intelligent System and Computation
Publisher : Institut Sains dan Teknologi Terpadu Surabaya (d/h Sekolah Tinggi Teknik Surabaya)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52985/insyst.v6i1.389

Abstract

Bali Province is an island that has unique geographical conditions, as well as the diversity of fruit it has. The specialty of local fruit is not only of economic value for food needs but also for religious ceremonial needs. Bali provincial government is currently actively promoting local fruit so that it can be used as consumption for Bali's increasingly rapid tourism. Several superior fruits were developed as an effort to raise the potential of local fruit in the tourism sector. Some of the superior fruits are Balinese snake fruit and sapodilla. However, snake fruit is one of the superior local fruits in Bali which has not experienced degradation over time. This research aims to detect the types of snake fruit in Indonesia. This fruit is not popular compared to imported fruit. Therefore, an application is needed to recognize this type of snake fruit automatically. This research uses a deep learning method with the CNN (Convolutional Neural Network) algorithm. This algorithm is able to recognize and classify an image well. The fruit images used were 400 fruits for 4 types of snake fruit. Where the training data for snake fruit is special because it has different skin and fruit contents. In this research, 2 transfer learning models from the CNN algorithm were also compared, namely mobilenetv2 and ResNet152. Based on the test results, it was found that the best level of accuracy was obtained using the ResNet152 model with an accuracy value of 92% in identifying images of Balinese snake fruit.
Co-Authors )I Gede Juliana Eka Putra A. A. Istri Ita Paramitha A. A. Istri Ita Paramitha A.A. Ayu Putri Ardyanti A.A. Ayu Putri Ardyanti A.A. Istri Ita Paramitha A.A.A Putri Ardyanti, A.A.A Putri A.M. Adi Putra Jaya AAA Putri Ardyanti Abdullah, Mikail Adi Paramartha Putra, Made Anak Agung Ayu Putri Ardyanti Athazaina, Naudy Taj Dede Andika Putra, Putu Dharma, Eddy Muntina Estiyanti, Ni Made Fajriyatul Aisyah Gananta, I Made Gede Agus Darma Yoga Gussanda, Wiwan I Dewa Putu Ade Permana Putra I Gede Darma Antara Yadnya I Gede Juliana Eka Putra I Gede Juliana Eka Putra I Gede Juliana Eka Putra I Gede Juliana Eka Putra Eka Putra I Gede Prana Yoga I Gede Putu Krisna Juliharta I Gusti Ayu Aris Dwiyanti I GUSTI BAGUS MADE WIRADHARMA I Gusti Bagus Made Wiradharma I K. G. Wawan Darmawan I ketut Gede Darma Putra I Made Dwi Hita Darmawan I Made Dwi Kariawan I Made Harma Sastra I Made Pande Muliada I Nyoman Wiyana I Nyoman Yudi Anggara Wijaya I Putu Agung Bayupati I Putu Agus Aryawan I Putu Eka Indrayana I Putu Gede Saskara I Putu Gede Widiastawa Adiputra I Putu Restu Prajna I Putu Risky Arya Juniartha I Wayan Ady Purnawibawa Ida Bagus Gede Arga Kusuma IGAN Indra Adnyana Juliana Eka Putra, I Gede Ketut Queena Fredlina Ketut Queena Fredlina Komang Tri Werthi Kresna Aditya Angga Siswanto Luh Putu Nestri Evayanti, Ni Muntina Dharma, Eddy Nandika, I Putu Prema Nengah Widya Utami Nengah Widya Utami Nengah Widya Utami Nengah Widya Utami Nengah Widya Utami Nengah Widya Utami Ni Kadek Sekar Waras Sari Ni Luh Nyajentari, Ni Luh Ni Luh Putu Purnama Dewi Ni Luh Putu Purnama Dewi Ni Made Estiyanti Ni Made Satvika Iswari Ni Nengah Widya Utami Ni Putu Noviyanti Kusuma Ni Putu Risma Suantari Ni Wayan Ayu Megantari Paramitha, A A Istri Ita Paramitha, A.A. Istri Ita PERMANA, LEON FARREL AGUNG Prayoga, I Made Ari Putra, I Gede Aldi Kusuma Putra, I Gede Julana Eka Putra, I Gede Juliana Eka Putra, Made Adi Paramartha Putri Anugrah Cahya Dewi Putu Divya Febriyanti Putu Krisna Juliharta, I Gede Putu Kusuma Negara Putu Trisna Hady Permana Putu Trisna Hady Permana S Queena Fredlina, Ketut Sudiatmika, Ida Bagus Kresna Sukariada, I Komang Sutresna, I Made Tania Koentjoro, Jessica Utama, I Komang Ram Pramartha Utami, Nengah Widya Widya Utami, Nengah