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Siti Nur Aisah
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Journal : JOURNAL OF APPLIED INFORMATICS AND COMPUTING

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Detection of Diabetic Retinopathy Using Hybrid InceptionResNetV2-KELM Method Musfiroh, Musfiroh; Novitasari, Dian C Rini; Hakim, Lutfi; Damayanti, Adelia; Haq, Dina Zatusiva; Aisah, Siti Nur
Journal of Applied Informatics and Computing Vol. 10 No. 1 (2026): February 2026
Publisher : Politeknik Negeri Batam

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30871/jaic.v10i1.11967

Abstract

Diabetic Retinopathy (DR) is a complication of Diabetes Mellitus (DM), both type 1 and type 2 DM. Based on its severity, DR is divided into mild DR, moderate DR, severe DR, and proliferative DR stages. Manual detection is difficult because there is a fairly small difference between normal and DR. The Computer-Aided Diagnosis (CAD) system is a solution for detecting the severity of DR quickly and accurately so that DR sufferers do not get worse, which can cause blindness. This study uses fundus images from the Mesindor dataset consisting of four classes, namely normal, mild DR, moderate DR, and severe DR, with the InceptionResNetV2-KELM hybrid method. InceptionResNetV2 is used as a feature extraction and Kernel Extreme Learning Machine (KELM) as its classification. Several types of kernels are applied as model trials. The results show the highest sensitivity lies in the polynomial kernel experiment with a sensitivity value of 99.88%, an accuracy of 99.88%, and a specificity of 99.96%. The method used is able to detect very well and is quite time-effective compared to conventional CNN.
Co-Authors Achmad Solechan Afifudin Afifudin Agus Mukmin Agussalim Agustin, Abelia Ahadiyah, Latifatul Ahirotunisa, Suci Ahmad Pucuk Maksum Andi Sani Angelina Angelina Ari Suseno Arliandi Pramadika Atmanegara, Stivaniyanti Bahtiar Efendi Bisir Syauqi Chyntia Ambar Wulan Citra, Nina Fajriyah Damarsha, Adrian Bagas Damayanti, Adelia Depi Putri Dhiva Mariska Diah Puspitasari Dian C. Rini, Dian C. Elce Purwandari Errika Febriyana Fauzi, Yusuf Rizal Feranita, Fani Fina Ardiana Maharani Gigih Kenanga Sari Hafid, Muhammad Fachry Hafitzah, Nur Haq, Dina Zatusiva Hariyono, Eko Heka, Akbar Ela Heri Purwanto Hidayah, Attinia Jarjayus, Muhammad Kertarajasa, Astro Yudha Khan, Habiburrahman Ahmad Lutfi Hakim Luthfia Ayu Karina M. Trihudiyatmanto Marlina Marlina Maula, Muhammad Nafi' Maula, Nur Ishmatul Maulana, Muhammad Iqbal Mawazin, Khusnul Maya Cobalt Angio Septianingtyas Mia Fitria Mochammad Mirza Moh. Amin Musfiroh Musfiroh, Musfiroh Mutiara Lusiana Annisa Nadi Suprapto Nadiyah, Chika Nafitasari, Siti Dia Novitasari, Dian C Rini Nurcahyani, Anisa Nurhayati, Eni Candra Nuruzzaman, Muhammad Efrizal Zahid Purnama, Satria Sa'ban Purnama, Yayan Yudha Putri, Armelia Army Putri, Liza Agista Syafana Rama, Adi Reni Kusumawati Revita, Nasya Regi Rohman, Qodratur Sabila, Asfyani Maiza Salsabila, Adiba Nisa Sari, Dian Candra Rini Novita Sartika Sartika Seli Lediana Sitompul, Surya Rezeki Sukma Fitria Putri Sulistiyani, Tina Syakilah, Siti Nur SYAMSU ALAM Tati Sri Uswati Tina Sulistiyani Tiwi Nurjannati Utami Wafa, Muhammad Ali Wulandari, Yessy Putri Yuda Mahendra, I Dewa Made Yuniar Farida, Yuniar YUNIARTI, SETIAFITRIE Yusuf Rizal Fauzi Zahratin, Nur Zuikrufullah, Moch Aloef