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Ali Akbar
Universitas Gunadarma
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Journal : SmartComp

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Optimasi Klasifikasi Buah Anggur Menggunakan Data Augmentasi dan Convolutional Neural Network Nana Nana; Dadang Iskandar Mulyana; Ali Akbar; Muhammad Zikri
Smart Comp :Jurnalnya Orang Pintar Komputer Vol 11, No 2 (2022): Smart Comp: Jurnalnya Orang Pintar Komputer
Publisher : Politeknik Harapan Bersama

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30591/smartcomp.v11i2.3527

Abstract

Grapes are a popular fruit and can be easily found almost anywhere in the world. Many will be amazed by the sweet and delicious taste of this grape. Grapes not only brings extraordinary delicacy to our taste buds but also bring special benefits to human health. Therefore, the researchers tried to make a grape image recognition program that uses Data Augmentation and Convolutional Neural Network algorithms. It is a convolutional activity that combines some preparatory processing with several components moving together through a biological sensor system. The grapes used are Champagne, Concord, Cotton Candy, Chris Monceedless, Gewürztraminer, Grenora, Kyoho, Moondrops, Pinot Noir, Riesling, Sultana, Sweet Jubilee and Valiant. Classification optimization was carried out on grape images using two test models, namely the sequential model and the on-top VGG16 model, which operate on the Google Collaboratory Website application and Keras. The test data for this observation on training data are 2400 images and test data as many as 480 images that create a value for the sequential model with an accuracy of 98.54% and a loss of 0.027%, for the on top model VGG16 the accuracy value is 99.37% and a loss value is 0.029%
Co-Authors . Mansur . Saifuddin Abdul Hakim Abdul Malik Azila Abdul Wahid Adrian Fauzan Agus Aris Munandar Agus Basri Ahlun Ansar Ahmad Budiaman Ahmad Fachri Agustian Ahmad Jaeni Aji Pangestu Akhir Saleh Pulungan Albetris, Albetris Alfiana Ananda Fathur Rahman Andi Pamungkas Andra Nugraha Angga Kharisma Putra Anisa Fitriyani Anisatuzzuhriah Anisatuzzuhriah Anjelly Puspa Sari Annida Siregar Anwar, Anas Iswanto Arkan Maulana Utama Arna Suryani Arta Yasa Sugiyanto Ary Iswanto Wibowo Arya Suryani Askar Nur Asmullah Aulia Karimatul Ma'rifat Aura Aqilla Ayu Yuliani Azis Beru Gani Bahraeni Burhanuddin Abdullah Chelsea Andreana Natasha Dadang Iskandar Mulyana` Dalimunthe, Albir Hanif Debby Hatmalyakin Defa Arisandi Destia Vani Dipa Teruna Awaludin Dwi Martiningsih Edi Hermanto Edi Widodo Elsya Meida Arif Enny Nazrah Pulungan Fakhrul Rozi Yamali Fauzan Alfikrie Ferdi Hasayangan Dalimunthe Fitri Sucia Fitria Dwi Wahyuningsih Fitriyani Ghina Adilah Guslina Siregar Gusti Muhammad Abdurrahman Yahya Ayyasy Gustio Aprilda Hana Rofifah Harits Fadlly Heru Suparman Hilya Mahfuza Hudzaifah, M. Ihsan Angga Anjarwadi Ikhlash Hidayatullah Ikrar Hakiki Ilham Arif Imam Arif Purnawan Imam Suseno Indira Ramadhani Irpan Saputra Harahap Irvan Mohammad Regent Irwan Irwan Istiana Istiana Iswantir M Iswanto Iswanto Izzi Munaya Putri Jefri Arian Syahputra Joesoef Roepajadi Jonni Syatri Kaysa Billah Khairul Umam Khairun Nisa Khoirunnisa Az-Zahra Kristian Kristian Kuni Nadliroh Lasminiasih Lasminiasih - Lely Prananingrum Luh Putu Ratna Sundari Luthfi, Muhammad M Yusri M. Azmi Ubaidillah M. Fahrurrozi M. Jefriadi Mais M. Zahari M. Zaki Juliansyah M. Ziyan Adabi Mahmud Muda Hasibuan Mariza Sanubari Marwin Marwin Mayla Faiza Hanum Mhd Irpan Nasution Mhd Raihan Khairi Miftah Andriansyah Miftah Andriansyah Mimi Mimi Amaludin Muchamad Rizal Afandi Muchlis Muhammad Hanafi Muhamad Saleh Muhammad Ali Hanafi Muhammad Alwi HS Muhammad Farhan Rozi Muhammad Iqbal Arrasid Muhammad Nahdan Syabil Muhammad Qadafi Muhammad Raffin Althafullayya Muhammad Zikri MULYADI Mustopa Mustopa Nabarian, Tifanny Naila Agnia Ramadhani NANA NANA Naufal Maulana Naurah Fachrani Saragih Nazipawati Nazipawati Nelly Al Audhah Nilla Sari Noor Farikhah Haneda Novegya Ratih Primanda Novie Al Muhariah Nur Annisa Nur Laila lubis Nur Lela Hasibuan Nurhadiyanti Nurhadiyanti Nurlisana Shidqi Saili Nurpratiwi Nurwijayanti Osep Hijuzaman Osrita Hapsara Pantun Bukit Pramesti, Yasinta Sindy Putri, Izzi Munaya R Adisetiawan R. Adisetiawan Rachmat, Firdaus Rafikah Marhani Hsb Raflis Tanjung Rahmahyani Raju Alfah Rezi Raldy Hendrianu Rangga Agusta Wijaya Raudatul Ilmi Rehan Fazalia Ananda Ridha Ahida Rila Apriana Wati Rindu Permatasari Rizka Fadzillah Roma Rizkina Fatimah Pulungan Rooswhan B Utomo Rooswhan Budhi Utomo rosid apriandik, Rifky Rr. Artiana Krestianti Sadzali, Asyhadi Mufsi Safitri Hasibuan Said Azren Qadraini Saima Putri Nurfatimah Nst Saiyid Syeikh Saiyid Syekh Salsa Rahma Kumala Salsabila Padang Salsabila Putri Zalianty Sandhi Prajaka Sandhi Prajaka Saptaning Ruju Paminto Sefti Sri Amanda Selly Fitriani Selviana Setia Abikusna Sinar Maito Nasution Sindi Nadirah Siti Maryam Nst Siti Ramadhani Suci Cahyani SUWANTO, LUCKI APRIANSYAH Syahrul Jamil Syaifullah Syaifullah Syamsiar, Syamsiar Syamsul Bahri Tanjung, Khairil Candra Tiara Hidayah B Tiara Patrin Tri Fitri Yanti Tulus Fiqram Hamawi Usman Uti Rusdian Hidayat Vensy Vidya Wahdi , Nirsetyo Wahyu Rizky Andhifani Wanwan Jamaludin Wedra Aprison Winda Kustiawan Wiyono Wulan Aryati Yayi Suryo Prabandari Yogi Ardiansyah Yoziearni Aulia Yuanita FD Sidabutar Yulan permata sari Yunan Surono Yunita Elianda Zaenal Arifin Madzkur Zara Zaskia Meila Amanda Zuli Iskandar Zur Rahman