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Journal : Bulletin of Electrical Engineering and Informatics

Road surface classification based on LBP and GLCM features using kNN classifier Arthur Ahmad Fauzi; Fitri Utaminingrum; Fatwa Ramdani
Bulletin of Electrical Engineering and Informatics Vol 9, No 4: August 2020
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (667.28 KB) | DOI: 10.11591/eei.v9i4.2348

Abstract

Autonomous Ground Vehicle (UGV) technology has shown a fast development this past year and proven to be useful. The use of UGV technology is restricted on a particular road condition. Classification of the road is an essential process in UGV, especially to control the autonomous vehicle. For example, the speed could be adjusted by referring to the road type, these process require a fast computational time. This research focuses on finding the most discriminant feature while keeping the number of features into a minimum to obtain fast computational time and accurate classification result. One can experiences difficulties because the condition of the road varies, this research proposes a combination of Gray Level Co-occurrence Matrix (GLCM) a statistical method to extract feature and Local Binary Pattern (LBP) feature to improve the robustness of the features. The kNN classifier is used to do the classification with the accuracy of 98% and 12 picture processed per second.
Retinal blood vessel segmentation using multiple line operator-based methods Randy Cahya Wihandika; Putra Pandu Adikara; Sigit Adinugroho; Yuita Arum Sari; Fitri Utaminingrum
Bulletin of Electrical Engineering and Informatics Vol 11, No 3: June 2022
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/eei.v11i3.3026

Abstract

The morphological alterations of the retinal blood vessels are important indicators that can be utilized to diagnose and track the progression of a number of disorders. Diabetic retinopathy (DR) is a condition that destroys the retina and is the major cause of visual loss caused by high blood glucose levels. One of the retinal objects impacted by DR is the blood vessel. By regularly monitoring changes in the retinal blood vessels, severe DR or even vision loss can be avoided. The condition of the blood vessel can be examined by segmenting the blood vessel area from a digital fundus image. Segmenting retinal blood vessels manually, on the other hand, is time-consuming and tedious, and especially when dealing with a high number of photographs. As a result, a system for segmenting retinal blood vessels automatically is crucial. Furthermore, methods for automatically segmenting retinal blood vessels are useful for person authentication systems based on the retina. Blood vessel segmentation can be accomplished in a number of ways. Based on the prior line operator method, an improved version of the line operator method is proposed in this paper. The proposed method demonstrates an improvement in accuracy over the previous method, with an accuracy of 94.61%.
Co-Authors Abdan Idza Hurmuzi Abiyyu Herwanto Achmad Dinda Basofi Sudirman Achmad Jafar Al Kadafi Achmad Rizqi Ilham Shaleh Adinugroho, Sigit Aditia Reza Nugraha Afdy Clinton Afrizal Rivaldi Agung Setia Budi Agung Setia Budi Agung Setia Budi Agus Wahyu Widodo Ahmad Wali Satria Bahari Johan Ahmad Wildan Farras Mumtaz Ainandafiq Muhammad Alqadri Aisyah Awalina Akbar Dicky Purwanto Akbar Wira Bramantya Alfan Rafi'uddin Ardhani Alfianto Palebangan Aliffandi Purnama Putra Alrynto Alrynto Alvin Evaldo Darmawan Amalia Septi Mulyani Andika Bayhaki Al Rasyid Syah Andika Kalvin Simarmata Andrika Wahyu Wicaksono Anugrah Zeputra Arthur Ahmad Fauzi Asep Ranta Munajat Asfar Triyadi Audrey Athallah Asyam Fauzan Aufa Nizar Faiz Auliya Firdaus Bagas Nur Rahman Bagus Septian Aditya Wijayanto Barlian Henryranu Prasetio Beryl Labique Ahmadie Blessius Sheldo Putra Laksono Budi Atmoko Burhan, M.Shochibul Choirul Huda Constantius Leonardo Pratama Dahnial Syauqy Daris Muhammad Yafi Desy Marinda Oktavia Sitinjak Dewi Amalia Dimas Rizqi Firmansyah Dony Satrio Wibowo Duwi Purnama Sidik Dzakwan Daffa Ramdhana Edita Rosana Widasari Eko Setiawan Eko Setiawan Enny Trisnawati Ervin Yohannes Ervin Yohannes Ester Nadya Fiorentina Lumban Gaol Faris Chandra Febrianto Fatwa Ramdani, Fatwa Figo Ramadhan Hendri Fitra A. Bachtiar Fitra A. Bachtiar Fitra Abdurrachman Bachtiar Fitrahadi Surya Dharma Fitria Indriani Fitriyah, Hurriyatul Fitriyatul Qomariyah Frihandhika Permana Gabe Siringoringo Gagana Ghifary Ilham Gembong Edhi Setyawan Guruh Adi Purnomo Herman Tolle Herman Tolle Herman Tolle Hernanda Agung Saputra Hilman Syihan Ghifari Hilmy Bahy Hakim Huda Ahmad Hidayatullah Hurriyatul Fitriyah Ichlasuning Diah Amaliah Ichsan Ali Rachimi Ida Yusnilawati Ihwanudien Hasan Robbani Ikhsan Rahmad Ilham Imam Cholissodin Imam Faris Intan Fatmawati Irnayanti Dwi Kusuma Issa Arwani Joan Chandra Kustijono Juniman Arief Kelvin Himawan Eka Maulana Kezia Amelia Putri Kirana Sekar Ayu Krisna Pinasthika Lailil Muflikhah Laksono Trisnantoro Leina Alimi Zain Lilo Nofrizal Akbar Linda Silvya Putri Lita Nur Fitriani M. Ali Fauzi M. Fiqhi Hidayatulah M.Shochibul Burhan Marsha Nur Shafira Masyita Lionirahmada Meidiana Adinda Prasanty Mela Tri Audina Misran Misran Mochammad Bustanul Ilmi Mochammad Hannats Hanafi Ichsan Mohammad Andy Purwanto Mohammad Isya Alfian Mohammad Sezar Nusti Ilhami Muchlas Muchlas Muhamad Fauzan Alfiandi Muhammad Amin Nurdin Muhammad Arga Farrel Arkaan Muhammad Fadhel Haidar Muhammad Hafid Khoirul Muhammad Ibrahim Kumail Muhammad Nazrenda Ramadhan Muhammad Pandu Dwi Cahyo Muhammad Rafi Zaman Muhammad Raihan Wardana Budiarto Muhammad Rizky Rais Muhammad Sulthon Yazid Basthomi Muhammad Tri Buwana Zulfikar Ardi Muhammad Wafi Muzammilatul Jamiilah Nico Dian Nugraha Niko Aji Nugroho Noza Trisnasari Alqoria Nugraheny Wahyu Try Nyoman Kresna Aditya Wiraatmaja Olivia Rumiris Sitanggang Onky Soerya Nugroho Utomo Ovy Rochmawanti Paulus Ojak Parasian Putra Pandu Adikara Putra, Firnanda Al Islama Achyunda Qonita Luthfiyani Qurrotul A'yun Rachmad Jibril Al Kautsar Rahma Tiara Puteri Rahmatul Bijak Nur Kholis Rakhmadina Noviyanti Randy Cahya Wihandika Randy Cahya Wihandika Renaldi Primaswara Praetya Renita Leluxy Sofiana Rhaka Gemilang Sentosa Ringga Aulia Primahayu Riyandi Banovbi Putera Irsal Rizal Maulana Rizal Maulana, Rizal Rizdania Dermawi Rizka Husnun Zakiyyah Rizky Haris Risaldi Rizky Teguh Nursetyawan Samuel Andika Slamet Arifmawan Sri Mayena Syahrul Yoga Pradana Tiara Sri Mulati Tibyani Tibyani Timothy K. Shih Tobias Sion Julian Versa Christian Wijaya Virza Audy Ervanda Wahyu Adi Prijono Waskitha Wijaya waskitha wijaya Wayan Firdaus Mahmudy Wijaya Kurniawan William Hutamaputra Willy Andika Putra Wisik Dewa Maulana Yoke Kusuma Arbawa Yongki Pratama Yuita Arum Sari Yuita Arum Sari Yuita Arum Sari Zamaliq Zamaliq Zhuliand Rachman Zulfina Kharisma Frimananda