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Fauzi Kurniawan
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Journal : Communication and Information Journal

 1 
Pendekatan Hybrid Untuk Deteksi Tepi Citra Menggunakan Algoritma Pembelajaran Mendalam DAM Pemrosesan Berbasis Morfologi Supiyandi; Luthfiah Azzahra Irhanda; Lili Wilandari; Zul fiqr; Fauzi Kurniawan
Comit: Communication, Information and Technology Journal Vol. 3 No. 1 (2025): Comit: Communication and Information Journal
Publisher : IAI Nasional Laa Roiba Bogor

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47467/comit.v3i1.3584

Abstract

In the digital era, image edge detection plays an important role in various image processing applications such as medical analysis and object recognition. This research develops a hybrid model that combines the high accuracy of deep learning with the efficiency and robustness to noise of morphological processing to improve edge detection performance. The method used involves deep learning models for image feature extraction and morphological processing techniques to improve detection results. The research results show that this hybrid model is able to overcome the weaknesses of traditional methods and pure deep learning by producing edge detection that is smoother and more continuous, and more efficient in processing time. Tests on the BSDS500 dataset and medical images show that this model provides consistent performance in a variety of image conditions, including images with high noise and low contrast. This hybrid approach offers a practical and effective solution for a variety of image processing applications.
Co-Authors Afriza, Miranda Amelia, Dita Nurva Angel Chasita Sagala Anggoro, Dimas Istiqo Anifah Anifah Anifah Anifah Aprilia, Fira Arkan, Syaukani Ali Astri Mawarni asvera, cristina Aulia, Zizyah Ayuning, Vista Bagas, Yohanes Bangun, Melly Batubara, Santi Nurhasana Br Sinuhaji, Ester Mega Rani Br. Nadeak, Sonya Febiola Brema Pardamean Gultom Bukit, Septa Ria Br damanik, anggita Devista, Devista Dwi Amalia Zati El Akmal, Mukhaira Elena Agnesia Tambunan Esabella Sinaga fadillah fasha, fadillah Fadillah, M. Rizky Farraz, Rahmad Fitria Anjani, Fitria Ginting, Teovilla Grace Natasia Br Harliani, Sri Hasibuan, Muthoma Innah Ihsan, Wahyu Nur Imron, Moch Jeta Amina Siahaan Jubaidah Hasibuan Khairul Azis Kudadiri, Rian Sahputra Lidya Natasyia Sitompul Lili Wilandari Listiani, Nisa Listiani Lumbantoruan, Kisah Luthfiah Azzahra Irhanda M Thoha B Sampoerna Jaya Malau, Sentia Br Mariah, Silvia Mariah, Silvia Mariah, Silvia Mariana Sinaga Marsella Pascha Sidabutar Maulidina, Naser Maulidina Mhd Ikhsan Rifki Muhammad Takwin Machmud Nababan, Sonya Letare Nainggolan, Elizon Nainggolan, Elizon Nainggolan, Elizon Nainggolan, Felicya P Purwanto Panjaitan, Muhammad Sa’ban Pansri, Omthajit Pasaribu, Ennaria Amelia Paskah Aritonang Simare-Mare Patunnisa, Tari Prastika, Intan Yudha Putri, Adis Adela Rachel Nadia S B Banjarnahor Rahmad Farras Fawwazi Rajagukguk, Roberta Riasri Br Ribka Eirene Zai Safira, Mita Saragih, Esra Haniarta Sentia Br Malau Shafa, Aliyyah Mahira Sianipar, Joane Janette Sidebang, Desy Greace Simanjuntak, Ayu Simatupang, Lestania Simatupang, Yonatan Simbolon, Cindi Kezia Simorangkir, Faber Simorangkir, Faber Siregar, Ayu Wulandari Siregar, Tri Oktavia Sitanggang, Reny Sitti Subaedah Situmorang, Apryanti Sofwatun, Sofwatun Sudirman Sudirman Sulton Djasmi Suparman, Rio Supiyandi Supiyandi sutanti sutanti syahfitri, Ratih Tamasya Mercy Raja Guk Guk Tambunan, Elialam Taruli Tarihoran, Winda Togatorop, Mikael Yeremia Afrianto Manalu Yulianti, Novita Yusnadi Zati, Dwi Amalia Zebua, Asri Suryani Zendrato, Serasi Zul fiqr