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Journal : Indonesian Journal of Artificial Intelligence and Data Mining

Identification of Little Tuna Species Using Convolutional Neural Networks (CNN) Method and ResNet-50 Architecture Pusparani, Diah Ayu; Kesiman, Made Windu Antara; Aryanto, Kadek Yota Ernanda
Indonesian Journal of Artificial Intelligence and Data Mining Vol 8, No 1 (2025): March 2025
Publisher : Universitas Islam Negeri Sultan Syarif Kasim Riau

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24014/ijaidm.v8i1.31620

Abstract

Indonesia is home to a vast array of biodiversity, including various species of little tuna. However, the process of identifying little tuna species is still challenging due to their diversity. The Indonesian Society and Fisheries Foundation (MDPI), which has the task of collecting fisheries data manually, is prone to significant identification errors. Therefore, the author proposes the utilization of Deep Learning, a Machine Learning method due to its ability to model various complex data such as images or pictures and sounds. This approach can facilitate the identification process of little tuna. In this research, the Resnet-50 architecture is utilised in the modelling process with the original dataset of 500 images. In this study, several test scenarios were also applied. The best results obtained are global accuracy of 91% and matrix accuracy value of 95%. These results were obtained using an augmented dataset with some parameter adjustments to the model built. With these good accurate identification, the MDPI Foundation is expected to better manage fisheries data and use it to support sustainable fisheries management.
Co-Authors A. A. Istri Ita Paramitha Adhi Suarjana, I Kadek Adi Saputra Yasa, I Gede Adi Yoga Dewantara, I Made Adnyana, I Putu Wandra Agung Istri Ariningrat, I Gusti Agus Eka Wilantara, Putu Agus Jayadi Putra, Kadek Agus Kamiana Agus Kristiawan, I Gde Made Agus Nyoman Reditya Ary Prasetya Agus Sutrisna, I Kadek Ajeng Wulandari Pratama Ajiwerdhi, Anak Agung Gde Putra Alfin Nur Anak Agung Gde Putra Ajiwerdhi Ananta Satriadi, Kadek Andika, I Gede Andreana, I Made Dwi Anggara, I Made Dika Ardipa, Gede Sukra Ari Kamelia Dewi, Ni Made Ari Mahendra, I Komang Ari Putra, Ida Bagus Gede Arimbawa, I Gusti Ngurah Putra Arisma Dewi, Komang Ayu Ary Wahyuningsih, Ni Made Ayu Ary Widayanti, Putu Aryasih, Putu Putri Asmara, I Wayan Dana Astuti, Ni Putu Pasek Wida Ayu Nirma Lestari, Gusti Bagus Maha Putra, I Gusti Bunga Anindya, Made Candra Adi Pranata, Gede Chrisnapati, Padma Nyoman Chrisnapati, Padma Nyoman Cipta, I Putu Agus Eka Yatna David Setiawan David Setiawan, David Dessy Seri Wahyuni Dewa Gede Hendra Divayana, Dewa Gede Hendra Dewa Putu Doniawan Dewi, Made Sulatri Dewi, Ni Putu Dita Ariani Sukma Dewi, Ni Putu Sri Indra Padma Doniawan, Dewa Putu Dwi Purniyati, Gusti Ayu Dwi Suparyanta, Kadek Eka Saptaridevi, Ni Luh Endra Wiartika P, I Made Evi Wellyastini, Kadek Fikri Haikal Gd Tuning Somara Putra Gde Angga Putra Sutanjaya Gede Aditra Pradnyana Gede Agus Putra Yasa Gede Candra Adi Pranata Gede Indrawan Gede Saindra Santyadiputra Gede Saindra Santyadiputra, Gede Saindra Gede Sukra Ardipa Gede Widiartana Yasa Gusti Ayu Dwi Purniyati Gusti Ayu Nirma Lestari Hady Permana S, Putu Trisna Haryantara, I Nyoman I DEWA AYU MADE SARTINI I Gde Made Agus Kristiawan I Gede Adi Saputra Yasa I Gede Adi Saputra Yasa I Gede Agus Pebriana I Gede Aris Gunadi I Gede Arya Sudarmayana I Gede Bendesa Subawa I Gede Bintang Arya Budaya I Gede Hendrayana I Gede Mahendra Darmawiguna I Gede Rusdy Mahayana Putra I Gede Sastra Kurniawan I Gede Sudirta I Gede Sudirta, I Gede I Gede Sudirtha I Gusti Agung Istri Ariningrat I Gusti Ayu Agung Diatri Indradewi I Gusti Bagus Maha Putra I Gusti Ngurah Bagus Putra Asmara I Kadek Adhi Suarjana I Kadek Agus Sutrisna I Kadek Yostab Mariyantoni I Ketut Resika Arthana I km. Lanang Oka Wiryawan I Komang Ari Mahendra I Komang Hendra Trinium Jaya I Made Adi Yoga Dewantara I Made Agus Wirahadi Putra I Made Angga Darma Putra I Made Ardwi Pradnyana I Made Arya Riananda Putra I Made Dika Anggara I Made Dwi Andreana I Made Endra Wiartika P I Made Gede Sunarya I Made Putrama I Made Restu Arta Jaya I Made Yoga Yudisthira Sandra I Md. Dendi Maysanjaya I Nyoman Haryantara I Putu Agus Eka Yatna Cipta I Putu Gede Karwina Styawan I Putu Sujana Atmaja I PUTU WANDRA ADNYANA I Putu Wira Adnyana I Wayan Dana Asmara I Wayan Pandu Wibawa S I Wayan Pio Pratama Ida Ayu Putu Purnami Ida Ayu Widiyanthi Ida Bagus Gede Ari Putra Ida Bagus Redy Santiawan Ida Purnamasari, Putu Ika Hendriana, Komang Indradewi, Gusti Ayu Agung Diatri Intan Pebriyanti Jaya, I Made Restu Arta Juliawan, Komang Gede Satria Kaban, Ekinnisura Kadek Agus Jayadi Putra Kadek Ananta Satriadi Kadek Dwi Suparyanta Kadek Evi Wellyastini Kadek Oky Sanjaya Kadek Wikan Paramasila Kadek Yota Ernanda Aryanto Kamiana, Agus Karwina Styawan, I Putu Gede Ketut Agustini Ketut Gede Widia Pratama Putra Ketut Satria Ketut Tri Sutrisna Oka Ketut Widiantara Komang Ayu Arisma Dewi Komang Gede Satria Juliawan Komang Ika Hendriana Komang Jepri Kusuma Jaya Komang Sudana Yasa Pande Komang Sudana Yasa Pande Kurniansyah, Adrian Lanang Nugraha, Made Luh Putu Eka Damayanthi Luh Putu Eka Damayanthi Luh Sri Darmaningsih M.Cs S.Kom I Made Agus Wirawan . Made Bunga Anindya Made Lanang Nugraha Made Sulatri Dewi Mahendri Pramadewi, Pande Made Mariyantoni, I Kadek Yostab Maryati, Ni Made Rai Mika Karmila, Ni Komang Ni Kadek Pande Dwika Liona Ni Komang Mika Karmila Ni Komang Oktari Permata Sari Ni Komang Sriasih Ni Luh Kadek Tristiana Pratiwi Ni Luh Nita Sari Ni Luh Putu Kurniawati Ni Made Ari Kamelia Dewi Ni Made Ayu Ary Wahyuningsih Ni Made Rai Maryati Ni Made Yeni Dwi Rahayu Ni Nyoman Sugihartini Ni Putu Bali Pratiwi Ni Putu Pasek Wida Astuti Nining Rahayuningsih Niti, Made Ayu Asri Nugrahini, Ni Putu Prita Nur, Alfin Nyoman C, Padma Nyoman C, Padma Nyoman Chrisnapati, Padma Nyoman Juli Budiartawan Oka Wiryawan, I km. Lanang Oky Sanjaya, Kadek P. WAYAN ARTA SUYASA Padama Nyoman Crisnapati Padma Nyoman C Padma Nyoman Chrisnapati Padma Nyoman Crisnapati Padma Nyoman Crisnapati Pande Dwika Liona, Ni Kadek Pande Made Mahendri Pramadewi Pandu Wibawa S, I Wayan Pebriana, I Gede Agus Pebriyanti, Intan Permana S, Putu Trisna Hady Pramadewi, Pande Made Mahendri Pratama, Putu Gilang Pratiwi, Ni Putu Bali Prianka Vedanty, Putu Pusparani, Diah Ayu Putra Yasa, Gede Agus Putra, Gd Tuning Somara Putra, Kadek Agus Jayadi Putu Agus Eka Wilantara Putu Angga Sudyatmika Putu Ary Widayanti Putu Ayu Puspitawati Putu Hendra Suputra Putu Ida Purnamasari Putu Putri Aryasih Putu Soni Ermawati Putu Trisna Hady Permana S Putu Yuditia Riani Putu Yuli Krisnawati Rahayuningsih, Nining rahmi, rugayatur Reditya Ary Prasetya, Agus Nyoman Redy Santiawan, Ida Bagus Rinaldi Munir rugayatur rahmi Saputri, Tesya Saragih, Andi Siaputra Sari, Ni Luh Nita Sariyasa . Sartini, I Dewa Ayu Made Sastra Kurniawan, I Gede Satria Juliawan, Komang Gede Satria, Ketut Sindu, I Gede Partha Soni Ermawati, Putu Sri Darmaningsih, Luh Sriasih, Ni Komang Sudarmayana, I Gede Arya Sujaya, Made Agus Panji Sulatri Dewi, Made Sumantara, I Gusti Lanang Trisna Suputra, I Komang Hery Abdi Surya Diputra, I Gusti Nyoman Anton Sutanjaya, Gde Angga Putra Sutrisna Oka, Ketut Tri Taufik Ismail Taufik Ismail Tristiana Pratiwi, Ni Luh Kadek Wiartika P, I Made Endra Widiantara, Ketut Widiantara, Ketut Widiyanthi, Ida Ayu Wikan Paramasila, Kadek Wira Adnyana, I Putu Wismawan, Komang Hendra Wulandari Pratama, Ajeng Yasa, Gede Widiartana Yoga Yudisthira Sandra, I Made Yogi Aditya Yostab Mariyantoni, I Kadek Yuditia Riani, Putu Yuli Krisnawati, Putu