Models & Optimisation and Mathematical Analysis Journal
Volume 12, Numéro 1, Pages 22-27
2025-12-31

A Cad-like Tool Using Convolutional Neural Networks To Improve Radiologist Screening Of Breast Cancer



Authors : Kacher Abdelhafidh .

Abstract

Breast cancer remains a significant global health challenge, with early detection being the primary factor in reducing mortality. While mammography is the standard screening tool, the risk of human error in interpretation persists. This paper presents a Computer-Aided Detection (CAD) system based on a Convolutional Neural Network (CNN) to assist radiologists in identifying abnormal mammograms. Using a dataset of 2,000 mammographic images from DDSM dataset, the model was trained over 50 epochs. The experimental results obtained during a practical workshop demonstrate test accuracies of 90%, 83%, 95%, 91%, and 82% across multiple CNN architectures.

Keywords

breast cancer ; mammography ; CNN ; transfer learning ; diagnostic accuracy

Les articles similaires

Predictive Modeling Of Ozone Dosing In Drinking Water Treatment Plant Using Deep Learning Comparative Study Between Deep Neural Networks And Convolutional Neural Networks

Hellal Aouatef .  Djeddou Messaoud .  Loukam Imed .  A. Hameed Ibrahim .  Al Dallal Jehad .  Shawaqfah Moayyad . 
pages 69-83.

Coping Strategies For Stress Among Breast Cancer Patients Undergoing Excisional Surgery A Field Study Of A Sample Of Breast Cancer Patients At Bachir Ben Nasser Hospital

Gourari Hanane .  Ilhem Ilhem . 
pages 743-776.

Dysarthria Severity Detection Using Recurrent And Convolutional Neural Networks

Hamza Amina .  Addou Djamel . 
pages 170-182.

الألكستيميا لدى النساء المبتورات الثدي من جراء الإصابة بالسرطان دراسة ميدانية بمصلحة الأورام السرطانية مستشفى معلم لحسن-الغزوات-the Alkemstemia In Women With Breast Cancer Due To Cancer A Field Study At The Department Of Cancer Oncology Moualem Lahcen Hospital - Ghazaouet -

مسعودي محمد رضا .  دراز خليدة . 
ص 449-480.

Perceived Risk And Women’s Reluctance Toward Early Breast Cancer Screening: Evidence From A Sample In Tiaret Province

Marouane Sahraoui .  Idjri Kheira . 
pages 375-392.

Formats de citation