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All Journal International Journal of Electrical and Computer Engineering IAES International Journal of Artificial Intelligence (IJ-AI) Jurnal Ilmiah Teknik Elektro Komputer dan Informatika (JITEKI) Proceeding of the Electrical Engineering Computer Science and Informatics E-Dimas: Jurnal Pengabdian kepada Masyarakat Informatika Mulawarman: Jurnal Ilmiah Ilmu Komputer Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) International Journal of Artificial Intelligence Research SISFOTENIKA JURNAL INTEGRASI IT JOURNAL RESEARCH AND DEVELOPMENT JURNAL REKAYASA TEKNOLOGI INFORMASI JURNAL PENGABDI ILKOM Jurnal Ilmiah METHODIKA: Jurnal Teknik Informatika dan Sistem Informasi Digital Zone: Jurnal Teknologi Informasi dan Komunikasi MIND (Multimedia Artificial Intelligent Networking Database) Journal JURNAL TEKNOLOGI DAN ILMU KOMPUTER PRIMA (JUTIKOMP) Prosiding SAKTI (Seminar Ilmu Komputer dan Teknologi Informasi) EXPLORE METIK JURNAL JISKa (Jurnal Informatika Sunan Kalijaga) Sains, Aplikasi, Komputasi dan Teknologi Informasi JUKI : Jurnal Komputer dan Informatika Infotek : Jurnal Informatika dan Teknologi Innovation in Research of Informatics (INNOVATICS) Jurnal Kesehatan Saintika Meditory JUSTIN (Jurnal Sistem dan Teknologi Informasi) Transformasi EXPLORE Journal of Technology Research in Information System and Engineering Data Sciences Indonesia (DSI) Adopsi Teknologi dan Sistem Informasi Jurnal Pengabdian Pada Masyarakat Journal of Computer Science and Information Technology Inovasi Teknologi Masyarakat
Wati, Masna
Program Studi Informatika, Fakultas Teknik, Universitas Mulawarman
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Journal : International Journal of Electrical and Computer Engineering

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Dipterocarpaceae trunk texture classification using two-stage convolutional neural network-based transfer learning model Wati, Masna; Puspitasari, Novianti; Hairah, Ummul; Widians, Joan Angelina; Tjikoa, Ade Fiqri
International Journal of Electrical and Computer Engineering (IJECE) Vol 14, No 6: December 2024
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijece.v14i6.pp6874-6882

Abstract

The importance of plant identification has been recognized by academia and industry. There have been several attempts to utilize leaves and flowers for identification. However, the trunk can also be helpful, especially for tall trees. In Borneo, the Dipterocarpaceae family are the main constituents of the tropical rainforest ecosystem. This research focuses on the classification of the dipterocarp family, which can reach a height of between 70 and 85 m. Leveraging convolutional neural network (CNN) models, this research proposes a two-stage transfer learning strategy. In the first stage, the pre-trained CNN models are refined by only modifying the classification layer while keeping the feature layer frozen. The second stage involves selecting and freezing several convolutional layers to adapt the model to classify dipterocarp stems. The dataset consists of 857 images of different dipterocarp species. Experiments show that the VGG16 model with a two-stage transfer learning strategy achieves a high accuracy of 98.246%. This study aims to accurately identify species, benefiting conservation and ecological studies by enabling fast and reliable tree species classification based on stem texture images.
Co-Authors -, Haviluddin Abdul Hadi Ade Chrisvitandy Adelowys Sinaga AHMAD ANSYORI Ahmad Nur Fauzan Aiman, Ahmad Zuhair Nur Ajay, Muhammad Akhmad Masyudi Alameka, Faza Alfajriani Alfajriani Ali Sholihin Alifah, Nur Juzieatul Alqarani, Hudzaifah Ambon, Matelda Yunanta Andi Maulana Andi Maulana, Andi Anggari, Ricky Anindita Septiarini, Anindita Anton Prafanto Arabi, Muhammad Amin Quthbi Asmita, Rizka Awang Harsa Kridalaksana Awang Zheri Rhesvianur Ayu Rusnawati A’yuni, Qurrata Bahtiar , Andi Alfian Bambang Cahyono Bambang Cahyono Bandhaso, Victor Bramantyo, Dimas Ari Brins Leonard Pailan Budiman, Edy Burhandenny, Aji Ery Cahyani, Oktari Indi Davina Putri Ananta Delvina Dwiani Samjar Didit Suprihanto, Didit Dwi Kinasih Widiyati Engla Despahari Eny Maria Ervan, Muhamad Gusti Keyandi Evi Wildana Fadli Suandi Farisha Rizky Amalia Fauzan, Ammar Nabil Faza Alameka Faza Alameka Fenny Indar Ferry Miechel Lubis Firdaus, Ardhifa Firdaus, Muhammad Firdaus, Muhammad Bambang Gading, Fazri Rahmad Nor Geni, Siti Putri Lenggo Hairah, Ummul Hairah, Ummul Hamdani Hamdani Hamdani Hamdani Hariati Hariati Hatta, Heliza Rahmania Haviluddin , Haviluddin Haviluddin Haviluddin Heliza Rahmania Hatta, Heliza Rahmania Hendi Hidayat, Irfan Arman Hijratul Aini Hutagalung, Wilson Boyaron Hutapea, Vedra Dian Sierrafina Ifandi, Muhammad Iin Nurkarima Islamiyah Islamiyah Joan Angelina Widians, Joan Angelina Julius Rinaldi Simanungkalit Kesuma, Muhammad Afrizal Lili, Juniver Veronika Lubis, Ferry Miechel Manik, Filipus Adriel Masyudi, Akhmad Medi Taruk Mega Yoalifa Merry, Felisitas Mewengkang, Alfrina Mochammad Taufiq As'arie Muhammad Abdillah Muhammad Bambang Firdaus Muhammad Firdaus Muhammad Ifandi Muhammad Rafif Hanif Mu’nisah Assisi Nanda Arianto Nggotu, Antonieta Aryuka Paskalia Novianti Puspitasari Nugraha, Cellia Auzia Nupa, Joy Disanto Nur Madia Nurkarima, Iin Nurmadewi, Dita Nuzulan, Alan Olivia Octavia Pakpahan, Herman Santoso Pebianoor, Pebianoor Prano Pebri Ansari Pratama, Arief Ardi Puspitasari, Novianti Putri, Septi Aulia Rasid, Khairul Rayner Alfred Razan, Muhammad Arya Fayyadh Reviansa Fakhruddin Aththar Rizqi Saputra Rosmasari, Rosmasari Sadewa, Bintang Putra Safitri, Hersa Salsabila, Nur Maya Saragih, Muhammad Nabil Sari, Lili Kurnia Sembiring, Wahyu Harry Saputra Septiani, Afra Amelia Setiawan, Maulana Agus Setyadi, Hario Jati Shiva Mutia Maffirotin Simanungkalit, Julius Rinaldi Simbolon, R.H. Kimebmen Sitompul, Tua Delima soleha, leha Syahputra, Andra Syarah, May Siti Taruk, Medi Tejawati, Andi Tjikoa, Ade Fiqri Vicky Pranandika Wijaksana Vina Zahrotun Kamila Viny Christanti M Wandi, Faizul Anwar Widians, Joan Angelina Wijaya, M Rangga Yaqub Wiji Astuti Yudi Kurniawan Yunus, Marlina Yusran, Sartiah Zahra Ayu Qalbina Zainal Arifin