Article Per Year (5 Year)
p-Index From 2020 - 2025
7.971
P-Index
This Author published in this journals
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 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) Jurnal Pengabdian Pada Masyarakat Journal of Computer Science and Information Technology Inovasi Teknologi Masyarakat
Wati, Masna
Program Studi Informatika, Fakultas Teknik, Universitas Mulawarman
Religion Aerospace Engineering Agriculture, Biological Sciences & Forestry Arts Humanities Astronomy Automotive Engineering Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Immunology & microbiology Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Medicine & Pharmacology Neuroscience Nursing Physics Public Health Social Sciences Transportation Veterinary Other

Published : 67 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : International Journal of Electrical and Computer Engineering

 1 
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 Afra Amelia Septiani AHMAD ANSYORI Ahmad Nur Fauzan Aiman, Ahmad Zuhair Nur Ajay, Muhammad Aji Ery Burhandenny Akhmad Masyudi Alameka, Faza Alan Nuzulan Alfajriani Alfajriani Alfrina Mewengkang Ali Sholihin Alifah, Nur Juzieatul Alqarani, Hudzaifah Andi Alfian Bahtiar Andi Maulana Andi Maulana, Andi Anggari, Ricky Anindita Septiarini, Anindita Anton Prafanto Arabi, Muhammad Amin Quthbi Arief Ardi Pratama Asmita, Rizka Awang Harsa Kridalaksana Awang Zheri Rhesvianur Ayu Rusnawati A’yuni, Qurrata Bambang Cahyono Bambang Cahyono Bramantyo, Dimas Ari Brins Leonard Pailan Budiman, Edy Cahyani, Oktari Indi Delvina Dwiani Samjar Didit Suprihanto, Didit Dwi Kinasih Widiyati Engla Despahari Eny Maria Evi Wildana Fadli Suandi Farisha Rizky Amalia Fauzan, Ammar Nabil Faza Alameka Faza Alameka Fazri Rahmad Nor Gading Fenny Indar Ferry Miechel Lubis Firdaus, Ardhifa Firdaus, Muhammad Firdaus, Muhammad Bambang Geni, Siti Putri Lenggo Hairah, Ummul Hairah, Ummul Hamdani Hamdani Hamdani Hamdani Hariati Hariati Hatta, Heliza Rahmania Haviluddin , Haviluddin Haviluddin Haviluddin Heliza Rahmania Hatta Hendi Hidayat, Irfan Arman Hijratul Aini Hutapea, Vedra Dian Sierrafina Ifandi, Muhammad Iin Nurkarima Islamiyah Islamiyah Joan Angelina Widians, Joan Angelina Julius Rinaldi Simanungkalit Kesuma, Muhammad Afrizal Lubis, Ferry Miechel Manik, Filipus Adriel Medi Taruk Mega Yoalifa Merry, Felisitas Mochammad Taufiq As'arie Muhamad Gusti Keyandi Ervan Muhammad Abdillah Muhammad Bambang Firdaus Muhammad Firdaus Muhammad Ifandi Mu’nisah Assisi Nanda Arianto Nggotu, Antonieta Aryuka Paskalia Novianti Puspitasari Nugraha, Cellia Auzia Nupa, Joy Disanto Nur Madia Nurkarima, Iin Nurmadewi, Dita Olivia Octavia Pakpahan, Herman Santoso Pebianoor Pebianoor Prano Pebri Ansari Puspitasari, Novianti Putri, Septi Aulia Rasid, Khairul Rayner Alfred Razan, Muhammad Arya Fayyadh Reviansa Fakhruddin Aththar Rizqi Saputra Rosmasari Rosmasari Safitri, Hersa Salsabila, Nur Maya Saragih, Muhammad Nabil Sari, Lili Kurnia Sartiah Yusran Setiawan, Maulana Agus Setyadi, Hario Jati Shiva Mutia Maffirotin Simanungkalit, Julius Rinaldi Simbolon, R.H. Kimebmen soleha, leha Syahputra, Andra Syarah, May Siti Taruk, Medi Tejawati, Andi Tjikoa, Ade Fiqri Vicky Pranandika Wijaksana Vina Zahrotun Kamila Viny Christanti M Wahyu Harry Saputra Sembiring Wandi, Faizul Anwar Widians, Joan Angelina Wijaya, M Rangga Yaqub Wiji Astuti Yudi Kurniawan Yunus, Marlina Zahra Ayu Qalbina Zainal Arifin