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Journal : Computer Engineering and Applications Journal

Feature Extraction for Retina Image Based on Difference Approaches Erwin, Erwin; Saparudin, Saparudin; Putri, Arum Cantika; Hidayat, Hidayat; Hariyani, Fifi
Computer Engineering and Applications Journal Vol 7 No 3 (2018)
Publisher : Universitas Sriwijaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.18495/comengapp.v7i3.275

Abstract

Automatic disease diagnosis using biometric images is a difficult job due to image distortion, such as the presence of artifacts, less or excessive light, narrow vessel visibility and differences in inter-camera variability that affect the performance of an approaches. Almost all extraction methods in the blood vessels in the retina produce the main part of the vessel with no patalogical environment. However, an important problem for this method is that extraction errors occur if they are too focused on the thin vessels, the wide vessels will be more detectable and also artificial vessels that may appear a lot. In addition, when focusing on a wide vessel, the extraction of thin vessels tends to disappear and is low. Based on our research, different treatments are needed to extract thin vessels and wide vessels both visually and in contrast. This study aims to adopt feature extraction strategies with different techniques. The method proposed in segmentation and extraction with three different approaches, namely the pattern of shape, color, and texture. Testing segmentation and feature extraction using STARE datasets with five classes of diseases namely Choroidal Neovascularization, Branch Retinal Vein Occlusion, Histoplasmosis, Myelinated Nerve Fibers, and Coats. Image enhancement on Myelinated Nerve disease Fiber is the best result from the image of other diseases with the highest value of PSNR of 35.4933 dB and the lowest MSE of 0.0003 means that the technique is able to repair objects well. The main significance of this work is to increase the quality of segmentation results by applying the Otsu method. Testing of segmentation results shows improvements with the proposed method compared to other methods. Furthermore, the application of different feature extraction methods will get information on disease classification features based on patterns of suitable shapes, colors, and textures.
Co-Authors . Amiruddin . Rusli A. A. R, Muhammad Taufik A. A. R, Muhammad Taufik Abdul Rahim Abdul Rohman Afif Bintoro Agung, Putra Sunan Ahmad Fali Oklilas Ahmad Heryanto, Ahmad Ahmad Siswantara, Ahmad Ajib Susanto Al Azhar Alexander A. S. Gunawan, Alexander A. S. Alexander Richard, Alexander Alfian Noor Alimuddin Alimuddin Aman Sentosa Panggabean Amiruddin Amiruddin An Nisa, Redda Andayani, Ratih Diah Anderes Gui, Anderes Andy Andy Anjora, Septiana Antonius Surbakti Antoro, Marwin Didik Ari Pristiana Dewi Ariusmedi, Ariusmedi Arman Sayuti Arneliwati, Arneliwati Arsindho, Yoarga Arsindho, Yoarga Asdi Agustar Asmayanti, Andi Nur Atmoko, Doni Prio Azhari Azhari Badillah, Clara Fin Bayhakki Bayhakki, Bayhakki Bohari Yusuf budianto panjaitan Bukhory, M Ilham Al Burhanuddin, Ilham Chairul Saleh Daniel Daniel Darmizah, Zihni Sharfina Day, Diasttri Wahyu Rahmah DENI NOVIANA Deris Stiawan Desvita, Yenny Dewi Fatma Dewi, Tri Isyani Tungga Dian Masyitha Effendi Effendi Eka Srimulyati, Eka Eko Harry Susanto Elsavira, Radhika Erina Erina Erlina, Junia Etriwati, . Eva Marliana, Eva Eviliony, Eviliony Fadillah Irwansyah, Fadillah Fathra Annis Nauli Fauzi, Maulidya Hafsari Fauzi, Maulidya Hafsari febriyanti, eka Firman, H Fitri, Yanuari Eka Florensa Rosani Purba Frastantie, Dilla Frengky, Frengky Gaanty Pragas Maniam, Gaanty Pragas Gamya Tri Utami Gohzali, Hernawati Gunanti Gunanti, Gunanti Gunawan Wibisono Hafiz, Khoirul Hamdan Hamdan Hamdan, Suhaivi Hamdani Hamdani Hamsina Hamsina Harison, Alya Nathasya Hariyani, Fifi Harjum Muharam Hasneli, Yesi Henri D. Henri, Henri D. Hidayat Asta, Hidayat Hidayat Hidayat Hutabarat, Utami Maulina Hutagalung, Sandi Christopher Hutagalung, Sandi Christopher Ibnu Utomo Ichsan, Tahayati Imam Imam Irawan W Kusuma, Irawan W Irawan Wijaya Kusuma, Irawan Wijaya Isna’im, Isna’im Jendrius Jendrius Jimmy G. Jimmy, Jimmy G. Jumaini, Jumaini Juniar Ernawaty Khoiri, Kms. M. Shofuan Kiyatmoko, Tomi Konadi, Alfian Krisman Krisman, Krisman Kurniawan, Rizal Eko Kusuma, Afif Yuda Kusuma, Irawan W. Kusuma, Irawan W. Laili, Miftachul Larasati, Indah Kurnia Laraswati, Yeni Lavintang, Mutiara Lazuardi, Auzan Leo Satya Phangestu, Leo Satya Ligaya Ita Tumbelaka Liniawati, Septi Roro Maharani, Anizza Dyah Kartika Mardiana Mardiana Margarettha, Sitorus Anna Marinda, Hening Ayu Maulia, Rahmi Maulizar, Ria Mokhamad Fakhrul Ulum Monita Olivia morow, meutya silviana Muhammad Fachrurrozi Muhammad Fajri Muhammad Syaipul Hayat Mulyadi Adam, Mulyadi Mustafa Sabri Muttaqien Muttaqien, Muttaqien Nainggolan, Maria Sonya Nauli Nastiti, Mahardika Nastiti, Mahardika Niniarty Z. Djamal, Niniarty Z. Nirwana, Nirwana Noor Hindryawati, Noor Nora Vera Amanda, Nora Vera Noviyanti, Dea Sella Nunuk Hariani Soekamto Nuraedah Nuraedah Nurchayati, Sofiana Nurjanah, Laras Azrisa Nurul Huda Nuryadi, Dedi Nuzul Asmilia Onggo, Jeffrey Pabita, Octariana Toding Pasuluran, Nirwanto Pasuluran, Nirwanto Permana, I Pratiwi, Noviara Sindi Prima, Benny Putra, I Gusti Agung Ngurah Arphan Eka Putra, Sandra Utama Putri, Arum Cantika RAHMAT GUNAWAN Rahmawati Rahmawati Ramadhana, Cut Erika Ramalis, T R Ramalis, TR Ramandhan, Akbar Ramandhan, Akbar Ramandhan Reza Firsandaya Malik Reza, Reza Rilla Gantino Rinidar Rinidar, Rinidar Riri Novayelinda Robert Faber Rosmiati Rosmiati Rossi Passarella rusita rusita Rusli Rusli Rustaman, N Y Rustaman, NY Safitroh, MHD. Ali Saktioto Saktioto, Saktioto salomo, Salomo Salomo, Salomo Saparudin Saparudin Sari, Reny Pamela Sariningrum, Arlita Sarmayanta Sembiring Satria, Neti Sella, Nur Sembiring, Anatasya Sikumbang, Dinda Jasmal Sinta, Dwi Siti Anisatur Rofiqah, Siti Anisatur Siti Rahmalia Sitinjak, Tumpal J. R Sitra, Elian Sofyan, Suhikma Sri Angky Soekanto Sri Maryani Sudirman Sudirman Sugandi Yahdin Sugito Sugito Suib Awrus Sunario Megawan Sunit Hendrana Susanto, Ari Murti Susilawati, Tri Susita, Farida Sutarno Sutarno Syafitri, Syafitri Syafruddin Syafruddin Syahadat, Rachmat Syakbaniah Syakbaniah, Syakbaniah Syarief, Firman T Armansyah, T tasmi, cut nila Tasruddin Tasruddin, Tasruddin Tejawati, Untari Teuku Reza Ferasyi Thoha Firdaus, Thoha Tjodi Harlim Tresna Soemardi, Tresna Triva Murtina Lubis Ulfa, Ruvida Umbu, Dany Usman Malik Usman Usman Utami, Ghiena Rifka Utari, Heta Vivi Oktaviani Wahdana Kusuma Sari, Wahdana Kusuma Wahid Gunarto, Wahid Wasisto Utomo Widodo Budiharto Widya Sari Wijanarto Wijanarto Winni Astuti, Winni Wisdiarman, Wisdiarman Woferst, Rismadefi Wolfgang Straka Wong Foek Tjong Wongso, Calista Wulandari Saputri, Wulandari Yanuar Yanuar, Yanuar Yulia Irvani Dewi YUNALDI, HEFRI Yurika, Yurika Yusmeri, Yusmeri Zoelkaranain, M Dicky Zuhendri, Zuhendri Zulfan Saam Zuliani, Nur Endah Zulkarnaen Zulkarnaen Zulnuraini, Zulnuraini Zuraidawati Zuraidawati, Zuraidawati