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Journal : Scientific Journal of Informatics

Classification of Traditional Batik Motifs in Central Java using Gabor Filter andBackpropagationNeural Network Isnanto, R Rizal; Triwiyatno, Aris
Scientific Journal of Informatics Vol 7, No 2 (2020): November 2020
Publisher : Universitas Negeri Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15294/sji.v7i2.26215

Abstract

Batik has a variety of varied motifs, each region in Indonesia has certain characteristics on batik motifs. Based on literature studies theuse of backpropagation neural network methods to recognize complex patterns has a satisfactory rate of success. The purpose of this research is to develop and apply neural networks that are fast, precise and accurate to classify batik designs and patterns. Types of batik motifs typical of Central Java that are used include; Truntum from Solo, Warak Ngendhog from Semarang, Sekar Jagad from Lasem, Burnt from Pati, and Jlamprang from Pekalongan. The image first undergoes RGB color feature extraction based on mean values of R, G, and B, and Gabor filter texture characteristics. The tests were carried out using 90 batik images, 60 batik images for training data and 30 batik images for testing data. The results of the study concluded that the best parameter settings were, the number of hidden layer 30 neurons in the first layer and 15 in the second layer, with 6 input layers and 5 output layers. Gabor filter with 90º orientation angle and wavelength 4 become the best combination in this study. From the results of training and testing results obtained an average accuracy of 93.3% in all batik classes in Central Java.
Classification of Traditional Batik Motifs in Central Java using Gabor Filter andBackpropagationNeural Network Isnanto, R Rizal; Triwiyatno, Aris
Scientific Journal of Informatics Vol 7, No 2 (2020): November 2020
Publisher : Universitas Negeri Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15294/sji.v7i2.26215

Abstract

Batik has a variety of varied motifs, each region in Indonesia has certain characteristics on batik motifs. Based on literature studies theuse of backpropagation neural network methods to recognize complex patterns has a satisfactory rate of success. The purpose of this research is to develop and apply neural networks that are fast, precise and accurate to classify batik designs and patterns. Types of batik motifs typical of Central Java that are used include; Truntum from Solo, Warak Ngendhog from Semarang, Sekar Jagad from Lasem, Burnt from Pati, and Jlamprang from Pekalongan. The image first undergoes RGB color feature extraction based on mean values of R, G, and B, and Gabor filter texture characteristics. The tests were carried out using 90 batik images, 60 batik images for training data and 30 batik images for testing data. The results of the study concluded that the best parameter settings were, the number of hidden layer 30 neurons in the first layer and 15 in the second layer, with 6 input layers and 5 output layers. Gabor filter with 90º orientation angle and wavelength 4 become the best combination in this study. From the results of training and testing results obtained an average accuracy of 93.3% in all batik classes in Central Java.
Co-Authors . Widayat Achmad Abdul Jabbar Achmad Hidayatno Aditya Eka Mulyono Adrian Bela Widodo, Adrian Bela Afif Rohiki Makhtum Annas, Afif Rohiki Makhtum Afrino, Rendi Afrisal, Hadha Aghus Sofwan Agung Imam Rahmanto, Agung Imam Airlangga, Fatoni Gea Akbar, Muhamad Rizqi Al Vandy Reactor Muhammad Albab, Muhamad Edwin Aldo Dwi Yuniar, Aldo Dwi Alfrian Dwi Vamiko Amali, Fariz Nur Andhika Dwipradipta Andreas Surya, Andreas Andrianto, Novian Anggita P. Septiani Antonius Rajagukguk, Antonius Ari Santoso Ari Santoso Ari Santoso Arie Wibowo Arif Fadllullah Arif Widagdo Arifyanto, Aziz Nur Arigusman, Revalgi Ilham Aristya Panggi Wijaya Arnes Yuli Vandika arnoto arnoto Arsyad Arsyad ashegaf, farhan taufiqurrahman Azis, Muhammad Abdul Bagus Okto Tetuko Prasetyawan Bambang Winardi Bambang Winardi Bayu Gigih Prasetyo Bimantoro, Benediktus Bryan Budi Setiyono Budi Setiyono Budiman, Achmad Catur Ardy Bayu Pamungkas Darjat Darjat Dino Budi Prakoso, Dino Budi Ditya Satriya Nugroho Hadi Edo Herwinantyo, Edo Enda Wista Sinuraya Erwin Nashrullah Esa Apriaskar Ezufatrin Ezufatrin, Ezufatrin Fadilah, Aldi Nur Fahmi Rezza Djuliandri, Fahmi Rezza Fahreza Yusril Mahendra Fatimah Avtur Alifia Fauzan Akbar Fergy Romadhany Gunawan, Khoe Happy Habiby, Jawwad Sulthon Hafidz Aly Hidayat Hanif, Muhammad Harisuddin Helmi, Andy Saputra I Nyoman Sutantra I Nyoman Sutantra Ilham Bayu Pratama Putra IMAM SANTOSO Iwan Setiawan Iwan Setiawan Judijanto, Loso Junaedi Junaedi Karnoto Karnoto . Kartojo, Ismail Hartanto Kurniawan Kurniawan Kurniawan Nur Aryadi, Kurniawan Nur Kurniawan, Akhmad Riko Kurniawan, Yuniar Dwi Aman Laksmita, Aurelia Ketawang Tunjung Lanang Febriramadhan, Lanang Lathifah Alfat, Lathifah Luthfi Gani Hakim M Arif Syukur D Mado, Ismit Maman Soemantri, Maman Meilia Safitri Mochammad Facta Mohammad Adhitama Mohammad Nuh Muarif Fandhi A, Muarif Fandhi Muhamad Iqbal Muhammad Aminullah, Muhammad Muhammad Danang Nuralamsyah Muhammad Fadli Nasution Muhammad Fajri Nur Reimansyah Muhammad Fathul Faris Muhammad Manshur, Muhammad Muhammad Supono Kurniawan Mulyono, Aditya Eka Munawar Agus Riyadi Naipospos, Bonaventura Naipospos, Bonaventura Ananda Daniel Nasution, Ali Napiah Novita Siti Lestari Nugroho, Wisnu Dyan Oddy Permana Putra Sinaga, Oddy Permana Oka Danil Saputra Oni Bagus Pardomuan, Andre Parsada, Hamka Putra Perdana, Atha’ Dwira Pradana, Anindita Panji Pradipta Megantara Praptiandari Raras Puspitasari, Praptiandari Raras Pratama, Syahrizal Yudha Edhi Puguh Gambiro Putra, Dhamastya Adhi Putri Ade Riswanti R Rizal Isnanto R. Rizal Isnanto R. Sapto Hendri Boedi Soesatyo Raditya Naufal Fathoni Ragil Aji Prastomo Rahardian, Sekardwita Rahmadani, Taufik Reimansyah, Muhammad Fajri Nur Reza Dwi Imami Ridla Setya Nur Armina Rio Agung Prabowo Rio Agung Prabowo Risyandi, Deri Rizky Adi Nugraha Rizqi Prayogo Pangestu, Rizqi Prayogo Rofiq Cahyo Prayogo, Rofiq Cahyo Rosdiana Fajar Mardhika, Rosdiana Fajar Rr. Kartika Kusuma Winahyu, Rr. Kartika Kusuma Saktian, Farsa Adhy Sapto Nisworo Scenda Bernados Purba Seftalia, Tania Silvano, Kennaldo Soelistianto, Farida Arinie Sofyan Sofyan Solichudin Solichudin Sonya Fitri Situmorang, Sonya Fitri Sucron Handoko Sudjadi Sudjadi Sumardi . Supriyo Supriyo Susatyo Handoko Susdarminasari Taini TATI NURHAYATI Taufiq Rachmadi Putra Tejawijaya, Dennis Trias Andromeda Trio Bowo Setiyo Vega Pradana Rachim Wahyudi Wahyudi Wicaksono, Andika Dwi Yoga Adi Candra, Yoga Adi Yonatan Riyaneka Putra Yosua Alvin Adi Soetrisno Yulyanto Adi Prabowo Yuslam Aditya Medikantoro, Yuslam Aditya Yusuf Yusuf Zulkarnain Zulkarnain