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All Journal Jurnal Simetris Jurnal Informatika JSiI (Jurnal Sistem Informasi) Jurnal Teknologi dan Informasi PengabdianMu: Jurnal Ilmiah Pengabdian kepada Masyarakat JURPIKAT (Jurnal Pengabdian Kepada Masyarakat)
Agus Nursikuwagus
University of Computer Indonesian (UNIKOM)
Agriculture, Biological Sciences & Forestry Computer Science & IT Decision Sciences, Operations Research & Management Dentistry Economics, Econometrics & Finance Education Law, Crime, Criminology & Criminal Justice Public Health Social Sciences

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Hyper Parameter Tuning of Multilayer Convolutional Network and Augmentation Method for Classification Motive of Batik Nursikuwagus, Agus; hartono, tono; Nurwicaksono, M A; Choir, M M; Saputri, M A
Jurnal Informatika Vol. 17 No. 1 (2023): January 2023
Publisher : Universitas Ahmad Dahlan

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Abstract

The purpose of this research is to create a batik motive image classification system to make it easier for the public to know the name of a type of batik motive. In carrying out this research, a quantitative method was used with seven kinds of batik motives that were augmented first, where 70% of the dataset was used for training and 30% for testing so that the accuracy and precision of the system were obtained. The result of this research is that the accuracy and precision of the system in classifying batik motive images is 0.985 or 98.5%. This high accuracy and precision were obtained because the quality of the previous dataset was improved by augmenting geometric and photometric. The machine learning method used was a Convolutional Neural Network which in previous studies also provided the highest accuracy and precision. The results of this study can be used for various purposes such as marketing, cultural reservation, and science.
Co-Authors Choir, M M Dadang Munandar Dimitri Mahayana Djamaludin, Irsyad Fitriawati, Mia Hendry Gunawan, Hendry Hikmawati, Erna Ilham Alamsyah Mauluddin, Syahrul Munggana, Wira Nurwicaksono, M A Saputri, M A Sidik, Rangga Siti Kurnia Rahayu Suherman Syahrul Mauluddin Taufik Juliana, Taufik Tono Hartono, Tono Umi Narimawati Untari Novia Wisesty