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All Journal Jurnal Ilmiah Informatika Komputer Majalah Kedokteran JKBM (JURNAL KONSEP BISNIS DAN MANAJEMEN) JURTEKSI JURNAL MANAJEMEN BISNIS JURNAL EKONOMI SAKTI (JES) Jurnal Ilmiah Akuntansi Manajemen Amnesty: Jurnal Riset Perpajakan Indonesian Values and Character Education Journal Jurnal FASILKOM (teknologi inFormASi dan ILmu KOMputer) Jurnal Ekonomi Bisnis, Manajemen dan Akuntansi (JEBMA) Bulletin of Computer Science Research Journal of Information Technology (JIfoTech) Jurnal Pengabdian Kepada Masyarakat Patikala INVOICE : JURNAL ILMU AKUNTANSI Journal of Medical Science; Jurnal Ilmu Medis Rumah Sakit Umum Daerah dr. Zainoel Abidin, Banda Aceh Jurnal Teknologi dan Manajemen Industri Terapan Empowerment Jurnal Mahasiswa Psikologi Universitas Buana Perjuangan Karawang Jurnal Komunikasi, Sains dan Teknologi (JKST) Jurnal Pengabdian Masyarakat UNIPOL Jurnal Profita : Akuntansi dan Manajemen AL-QIBLAH: Jurnal Studi Islam dan Bahasa Arab GIAT: Teknologi untuk Masyarakat Instink: Inovasi Pendidikan, Teknologi Informasi dan Komputer Jurnal Ekonomi dan Bisnis International Journal of Sustainability in Research (IJSR) Jurnal Ilmiah Pembelajaran Sekolah Dasar Jurnal Ilmiah Manajemen Ekonomi Dan Akuntansi (JIMEA) Jurnal Novem Medika Farmasi MAXIMAL AT-TAKLIM: Jurnal Pendidikan Multidisiplin Mores: Jurnal Pendidikan Hukum, Politik dan Kewarganegaran PENDIMAS
Mira
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Journal : Jurnal Ilmiah Informatika Komputer

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Implementasi Metode CNN Berbasis Transfer Learning dengan Arsitektur MobileNetV2 dalam Klasifikasi dan Pemetaan Tempat Wisata Mira; Cahyaningtyas, Christian; Sari, Maya; Yuliana
Jurnal Ilmiah Informatika Komputer Vol. 30 No. 3 (2025)
Publisher : Universitas Gunadarma

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35760/ik.2025.v30i3.56

Abstract

The growth of tourism in the digital era encourages the use of social media as a source of visual data for destination analysis. This study aims to classify and map tourist attractions in West Kalimantan using a transfer learning-based Convolutional Neural Network (CNN) method with the MobileNetV2 architecture. A total of 454 images were collected through web scraping from the Instagram account @enjoykalbar, then through a process of elimination, augmentation, normalization, and manual labeling based on the West Kalimantan Disporapar tourism categories, namely Hills, Beaches, Cascades, Culture, Lakes, Rivers, Caves, and Forests. The dataset was divided into training data (70%), validation (20%), and test (10%). The model was built by freezing the initial layers of MobileNetV2 and adding a classification head, then drilled for 20 epochs using the Adam Optimizer and EarlyStopping and ReduceLROnPlateau callbacks. The training results showed a training accuracy of 95.8%, validation accuracy of 88.1%, and test accuracy of 80%. Further evaluation using the classification report yielded an overall accuracy of 89%, with an average precision of 0.93, a recall of 0.86, and an F1-score of 0.88. The model was then integrated into a category- and coordinate-based interactive mapping system to display the distribution of tourist attractions across 12 districts and 2 cities. The results demonstrate that the CNN transfer learning approach is effective for tourism image classification and supports spatial visualization in tourism promotion and planning.
Co-Authors . . . A. Tenri Syahriani Abdullah Adoe, Thomas H. Adrienta Ahmad Muhlis Aisyah Haris Dalle, Sitti Alexander Jerry andi nur zam zam Aprilianti M, Firda Arifin Rani Baharuddin, Suci Maulidya Bambang Tjahjadi Bhisma Murti Cahyaningtyas, Christian Delima, Rika Dewi, Anita Candra Dina S. Daliyanti, Dina S. Diva Aulia Septiana Fenni Rosa Fernandez, Glenn Gabriella, Hana Grace Gudiato, Candra Hadi Kusuma Hajar, Nurwahyuni Halimah, Lili Hindriyanto Dwi Purnomo Hutagalung, Vania N. Ichsan, Muhammad Farichul Indrayani, Syarthini Irmawati Irwan Sembiring Jonial Jovito, Axel Jumria Junaidi, Ahmad Syafa'at Karmelia, Mila kmal Saleh, Muh. I Kusnanto La Rabani Laele, Muhammad Afdhal Lisa Ardaniyati Lisa Emilda Mansyur M. Masrullah, Masrullah Maya Angel Rahayu Maya Sari Mega Retina Mille Joss Muhaimin Munandar, Isra Agustina Al Muryani Arsal Mustafa, Sitti Aisyah Muttiarni Nazaruddin niken, niken merna Nindya, Mutiara Nobertus Juliandro Noviyanti P Noviyanti P. Nur Afni Rahmadani Nur Azizah Nur Fadillah Safitri Nurdiani Nurlina P, Noviyanti Rahardian Yudistra Rahma, St Rasyid, Nadir Resky Andriyanto Hasanuddin Rismayanti Rohmawaty, Evy Nur Rosmiati Rosnidar, Rosnidar Sabilah, Adina Safrudin Salam Sarifa Sembiring, Kevin C. Shaleh, R. Komarudin Silalahi, Charles A. Situmorang, Bornok Sopiah, Sopiah Suarni, Agusdiwana Tabah Aris Nurjaman Trixie, Joue A. Ulandari, Meli Uli, Ivana E.S. wahyuni wahyuni Wishnuwardhana, Mas Yanti, Tri Yasir, Yasnidar Yuliana Yuliana Zulaeha, Sitti