DLDiagnosis: A mobile and web application for diseases classification using Deep Learning

被引:1
|
作者
Mustapha, Aatila [1 ]
Abdellah, Kadem [2 ]
Mohamed, Lachgar [1 ]
Khalid, Lamhaddab [3 ]
Hamid, Hrimech [4 ]
Ali, Kartit [1 ]
机构
[1] Chouaib Doukkali Univ, Natl Sch Appl Sci, LTI, El Jadida, Morocco
[2] Moroccan Sch Engn Sci Marrakech, Marrakech, Morocco
[3] Natl Sch Appl Sci Marrakech, Marrakech, Morocco
[4] Natl Sch Appl Sci Berrechid, LAMSAD, Berrechid, Morocco
关键词
Decision-making support; Images classification; Deep learning; Machine learning;
D O I
10.1016/j.softx.2023.101488
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
The detection and classification of several diseases is often carried out manually by specialists in several disciplines. Consequently, the diagnosis and the follow-up of the evolution of the diseases become more delicate and slower. The objective of this paper is to propose a system, in a web and mobile modes, allowing to detect and classify several diseases, such as brain cancer and diabetic retinopathy, according to different classes by a rigorous analysis and processing of images. Proposed software classify only image-based diseases and can assist, and not replace, specialists to propose the most appropriate therapeutic strategy to the patients according to their case, it makes it possible to follow patients over time by closely following the evolution of their diseases over diagnoses. & COPY; 2023 The Author(s). Published by Elsevier B.V. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
引用
收藏
页数:6
相关论文
共 50 条
  • [31] Gastrointestinal Diseases Classification Using Deep Transfer Learning and Features Optimization
    Alhajlah, Mousa
    Noor, Muhammad Nouman
    Nazir, Muhammad
    Mahmood, Awais
    Ashraf, Imran
    Karamat, Tehmina
    CMC-COMPUTERS MATERIALS & CONTINUA, 2023, 75 (01): : 2227 - 2245
  • [32] Classification of Pulmonary Diseases Using a Deep Learning Stacking Ensemble Model
    Sadoon, Ruaa N.
    Chaid, Adala M.
    Informatica (Slovenia), 2024, 48 (14): : 43 - 64
  • [33] Multi-Label Classification of Lung Diseases Using Deep Learning
    Irtaza, Muhammad
    Ali, Arshad
    Gulzar, Maryam
    Wali, Aamir
    IEEE ACCESS, 2024, 12 : 124062 - 124080
  • [34] Classification of Diseases on Chest X-Rays Using Deep Learning
    Kaymak, Sertan
    Almezhghwi, Khaled
    Shelag, Almaki A. S.
    13TH INTERNATIONAL CONFERENCE ON THEORY AND APPLICATION OF FUZZY SYSTEMS AND SOFT COMPUTING - ICAFS-2018, 2019, 896 : 516 - 523
  • [35] A Multiclass Retinal Diseases Classification Algorithm using Deep Learning Methods
    Nejad, R. Behbahani
    Khoramdel, J.
    Ghanbarzadeh, A.
    Sharbatdar, M.
    Najafi, E.
    2022 10TH RSI INTERNATIONAL CONFERENCE ON ROBOTICS AND MECHATRONICS (ICROM), 2022, : 365 - 370
  • [36] Heart Diseases Classification by ECG Trace Images Using Deep Learning
    Ali, Sajad M.
    Daway, Hazim G.
    Kadhim, Ahlam M.
    DIGITAL TECHNOLOGIES AND APPLICATIONS, ICDTA 2024, VOL 1, 2024, 1098 : 548 - 558
  • [37] Deep Learning-Based Skin Diseases Classification using Smartphones
    Oztel, Ismail
    Oztel, Gozde Yolcu
    Sahin, Veysel Harun
    ADVANCED INTELLIGENT SYSTEMS, 2023, 5 (12)
  • [38] Functional Classification of Web Pages with Deep Learning
    Balim, Caner
    Ozkan, Kemal
    2019 27TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 2019,
  • [39] Detection and Classification of Banana Leaf diseases using Machine Learning and Deep Learning Algorithms
    Vidhya, N. P.
    Priya, R.
    2022 IEEE 19TH INDIA COUNCIL INTERNATIONAL CONFERENCE, INDICON, 2022,
  • [40] Deep learning-based classification and application test of multiple crop leaf diseases using transfer learning and the attention mechanism
    Zhang, Yifu
    Sun, Qian
    Chen, Ji
    Zhou, Huini
    COMPUTING, 2024, 106 (09) : 3063 - 3084