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Journal : Journal of Advanced Health Informatics Research

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Potential Use of U-Net and Fuzzy Logic in Diabetic Foot Ulcer Segmentation: A Comprehensive Review Rachman Hidayat; Annastasya Nabila Elsa Wulandari; Purwono, Purwono; Khoirun Nisa
Journal of Advanced Health Informatics Research Vol. 2 No. 3 (2024)
Publisher : Peneliti Teknologi Teknik Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59247/jahir.v2i3.299

Abstract

Diabetic foot ulcer (DFU) image segmentation is still an interesting concern of researchers. Various new deep learning-based methods have been proposed to handle this image segmentation problem. Some research problems that are still faced by many researchers are dataset problems that are considered limited and need further clinical trials. The challenges of data problems include heterogeneity and image quality variations in the shape of skin lesions and subjectivity when annotating. The evaluation results from previous studies also show a considerable difference where there are still low accuracy results, but also too high accuracy is still found so that it is considered to have the potential for overfitting. As a result of the review of various related studies, there is an interesting potential of applying fuzzy logic to the U-Net architecture. This architecture has become very popular because it is widely used in medical image segmentation. The application of fuzzy logic can be applied to the U-Net architecture such as encoder, decoder, skip connection to adjust various U-Net parameters.
Co-Authors Abdul Fattah Nasution Adib Ahmada Agisca Arifien Ahmad Sulaiman Ahmad Syihabuddin A.F Ainul Padilah Aji Pramudya Akbar Rafsanjani Alip Laila Bintar Wati Amalia Wahyuningtyas Amaluddin Tanjung Anastasia Wheni Indrianingsih Andra Abel Guvinda Angel Vionika Saharani Anika Ardila Annastasya Nabila Elsa Wulandari Anzilly Ifadatun Ummah Arimbi Syahkila Simangunsong Aslikhatun Khoiriyah Auffah Yumni Aulia Utami Aripin Ayu Lucy Larassaty Ayu Shaumina Mubarokah Ayuda Dyah Nurekawati Baihakil Aziz carmidah carmidah Chusnul Chotimah Cici Darsih Deberina Syurfi Yunina Dede Cahyati Sahrir Dedi Kuswandi Dedi Masri Deny Tri Prasetia Devy Kusuma Dian Andani DEWI LEYLA RAHMAH Diardana Prima Sintasari Dina Oktapia Dina Oktavia Dina Tri Mulyani Een Juhriah Elva Meilani Sagita Eva Ulfiana Dewi Fajarwati, Salsabila Fani Laffanillah Fara Amalia Dewi Fatimatus Zahro Fiki Khoirotussiha Firdatul Izza Fithriyani, Dina Frida Aprilia Gentio Harsono H. Moeljadi Haq, Furqonul Hendra Kurniawan Hendri Stiawan Ika Ika Iksan Adi Nugroho Ilvi Mawaddah Imron Arifin Inom Nasution Irma Tussa’diah Hasibuan Ismatul Izzah Iva Nur Zakiya Ivan Ilham Riyandi Izzatun Nafis Kale Khairi Putik Nurikhwani Kenconojati, Hapsari Khairun A Roni Khotimatul Husna Kormil Saputra Lenni Khairani Lestari Yusuf Lulu Nazma Lailatul Muchlis M. Mun’im M. Yunus Abu Bakar Manik, Santini Mauliana, Metatia Intan Maulidayani Maulidayani Mega Dewi Ambarwati Mela Safitri Situmorang Meysah Wanda Sari Mia Indriyani Minsih Mochamad Rizal Yulianto Mochamad Wahyudi Moh. Hafidh Ubaidillah Al Hasan Moh. Mahmud Moh. Rofiki Mohammad Ahyar Ma'arif Mohammad Falahuddin Muhammad Aidil Fitri Muhammad Alfiansyah Muhammad Kasran Munawaroh Munirul Abidin Mursyidan Auliya Nasution MUZAYANAH Nafia Ilhama Qurratu’aini Narwikah Narwikah Nashihin Naswa Ika Febrianty Nihayatus Sakhiyah Niken Eriana Azzahra Fauzi Noly Shifiyah Nor Anisa Novelya Aleena Rofani Novi Arilia Safitri Novrina Feronita Br.Sibuea NUR HASANAH Nur Izzah Nur Subekti Nurheny Rahmawati Nurul Lathifatul Fithriya Purwono Purwono, Purwono Putri Syafaatun Qoni'ah Nur Wijayani Qurrotul A’yuni Rachman Hidayat Ratih Puji Astuti Reni Endrawat Retno Septiwulan Riani Nur Azizah Ridlotun Nuvi Setyan Rina Devianty Riska Nur Aini Riska Suaibah Rismadefi - Woferst Riziq Syehab Salwa Nabila Damanik Septi Nurhayati Shalvena Aura Azzura Sholihah Roekhana Silma Zulfaika Sibli Siti Anisah Siti Fatimah, Eva Sofyan Syamsuddin Sri Wahyuni Subhi Indriyani Subi anto Sukendra Martha Supriyanta Supriyanta Susan Widianingsih Tengku Darmansyah Tina Novi Lestari Vita Taufika Rosyida Wahyu Eko Pujianto Wahyu Ningsih Waluyo, Dangan Winih Budiarti Wisnu Panggah Setyono Wiwin Eka Kristina Wuri Apriyana Yayuk Sri Kasiani Yesi Hasneli Yudhi Novriansyah Yumi Kholifah Yunianita Rahmawati Zahro Ulfaturrohmatiririn Zakiyatun Nabila Zenni Khairani Putri zulfatun anisah