Article Per Year (5 Year)
p-Index From 2021 - 2026
3.946
P-Index
This Author published in this journals
All Journal International Journal of Electrical and Computer Engineering Gaung Informatika Jurnal Momentum TELKOMNIKA (Telecommunication Computing Electronics and Control) Jurnal Informatika Jurnal technoscientia Jurnal Teknologi Techno (Jurnal Fakultas Teknik, Universitas Muhammadiyah Purwokerto) PROSIDING SENATEK FAKULTAS TEKNIK UMP KACANEGARA Jurnal Pengabdian pada Masyarakat CARADDE: Jurnal Pengabdian Kepada Masyarakat Dharma Bakti Waskita: Jurnal Pendidikan Nilai dan Pembangunan Karakter Indonesian Physical Review Indonesian Journal of Electrical Engineering and Computer Science International Journal of Applied Business and Information Systems JURNAL TEKNOLOGI TECHNOSCIENTIA JNANALOKA Journal of Applied Data Sciences JPM: JURNAL PENGABDIAN MASYARAKAT Jurnal Sains Teknologi dalam Pemberdayaan Masyarakat Rambideun : Jurnal Pengabdian Kepada Masyarakat ADMA: Jurnal Pengabdian dan Pemberdayaan Masyarakat IJCOSIN : Indonesian Journal of Community Service and Innovation Techno Jurnal Atma Inovasia Indonesian Journal of Community Empowerment and Service Jurnal INFOTEL Inovasi Jurnal Pengabdian Masyarakat (IJPM) Jurnal Teknologi
Emy Setyaningsih
Unknown Affiliation
Aerospace Engineering Agriculture, Biological Sciences & Forestry Humanities Astronomy Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Materials Science & Nanotechnology Mechanical Engineering Medicine & Pharmacology Nursing Physics Public Health Social Sciences Transportation Other

Published : 50 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : Journal of Applied Data Sciences

 1 
The CNN Model with YOLO Architecture for Ultrasonography Images in Early Breast Cancer Detection Ayuningtyas, Astika; Wintolo, Hero; Sumari, Arwin Datumaya Wahyudi; Setyaningsih, Emy; Pujiastuti, Asih; Honggowibowo, Anton Setiawan; Nuryatno, Edi Triono; Kusumaningrum, Anggraini
Journal of Applied Data Sciences Vol 6, No 2: MAY 2025
Publisher : Bright Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47738/jads.v6i2.587

Abstract

The rapid development of object detection technology has opened new opportunities in the healthcare sector, especially in early cancer detection. This paper presents a deep learning-based breast cancer detection system using ultrasound images. The primary goal of this study is to create a model that can effectively differentiate between malignant and benign breast tumors, assisting in early diagnosis. The proposed system employs the Convolutional Neural Network (CNN) algorithm with You Only Look Once version 5 (YOLOv5) architecture, which is renowned for its high speed and accuracy in object detection tasks. A dataset comprising 10,954 ultrasound images was used to train the model, with 70% allocated for training, 20% for validation, and 10% for testing. The study reveals that the model achieves a high accuracy rate of 92.8% for malignant tumor detection and 99.1% for benign tumors, with precision rates of 99.6% for malignant tumors and 97.5% for benign tumors. These results demonstrate the feasibility of the proposed model as a reliable tool for early breast cancer detection. The findings highlight the potential of deep learning in medical image processing, suggesting that this technology could be further developed into an accessible, efficient early detection system for breast cancer in clinical settings. Future research could explore the integration of additional imaging modalities and the application of this model in real-world healthcare environments
Co-Authors Achmad Fauzi Agus Harjoko Agus Subekti Al Faruq, Tsabit Faiz Alan Primayoga Ambarwati, Anisa Fitriana Amir Hamzah Amir Hamzah Analis, Dian Anggraini Kusumaningrum, Anggraini Ani Purwanti Anton Setiawan Honggowibowo Argaditia Mawadati Ariyana, Renna Yanwastika Arwin Datumaya Wahyudi Sumari Astika AyuningTyas, Astika Benge, Defaullo Benge, Defaullo Andrean Ronaldino Catur Iswahyudi Catur Iswahyudi Dedu, Maria Oktafiana Dewi Wahyuningtyas Dhamayanti, Katherina Irene Dian Analis Dian Analis Dwi Setyowatie Dzakiya, Nurul Edhy Sutanta (Jurusan Teknik Informatika IST AKPRIND Yogyakarta) Edy Supriyanto Effendi, Tirta Meidival Eska Almuntaha Faradila, Niza Faradilla, Niza Fiorina Yunavania, Fiorina Gatot Santoso Harmastuti - Harmastuti Harmastuti Harmastuti, Harmastuti Hasibuan, Albar Adetary Hormat, Petronius Istiari, Satiti Jihanto, M. Vinda Nur Joice Lumban Tobing Joko Winarno Katherina Irene Dhamayanti Khalil sidik Listiyanto, Ziko M. Andang Novianta M. Vinda Nur Jihanto Manggala, Habib Eky Maulana Wahid, Rindo Mohamad Anas Muhammad Andang Novianta Muhammad Andang Novianta Muhammad Andang Novianta Muhammad Andang Supriatna, Muhammad Andang Muhammad, Nawafil Murni Yuniwati, Murni Naniek Widyastuti Naniek Widyastuti Nidia Lestari Novianta, M. Andang Nurcahyo, Raden Wisnu Nuryatno, Edi Triono Perdiansa, Aldi Prabowo, Fajar Yulianto Prasetya, Dwi Sabda Budi Primayoga, Alan Pujiastuti, Asih Purnawan - Purnawan Purnawan Purnomo, Sekar Chairunnisa Ratna Wardani Said - Said Said, Said Samuel Kristiana Saputra, Hendrik Saputro Febri Satriawan Dini Hariyanto Sekar Chairunnisa Purnomo Seran, Vianney Laura Setyawan, Imanuel Calvin Shidiq F, Muhammad Simbolon, Yohana Christine Simbolon, Yohana Cristine Sinaga, Sultoni Wijaya Sisilia Endah Lestari, Sisilia Endah Slamet Hani, Slamet Suparni Setyowati Rahayu Surya, Godeliva Sang Suwanto Raharjo Toto Rusianto Utubira, Berliana Isel Windyaning Ustyannie Wintolo, Hero Yoga, Alan Prima Yuli Asriningtias Yuli Purwanto Yuli Purwanto Yuli Purwanto, Yuli Zahra, Nafisa Ananda