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
  • [1] Version [1.1.0]- [DLDiagnosis: A mobile and web application for diseases classification using Deep Learning]
    Driss, Laanaoui My
    Mustapha, Aatila
    Mohamed, Lachgar
    Hamid, Hrimech
    Najia, Okacha
    Roukeya, Assouma
    Mohamed, Abou Elkhir
    SOFTWAREX, 2024, 26
  • [2] Eye Diseases Classification Using Deep Learning
    Haraburda, Patrycja
    Dabala, Lukasz
    IMAGE ANALYSIS AND PROCESSING, ICIAP 2022, PT I, 2022, 13231 : 160 - 172
  • [3] Classification of handwritten digits on the web using deep learning
    Purve, Shrawan J.
    Runwal, Rutuj
    Chandak, Mohit
    INTERNATIONAL JOURNAL OF NEXT-GENERATION COMPUTING, 2023, 14 (01): : 192 - 198
  • [4] Mobile Encrypted Traffic Classification Using Deep Learning
    Aceto, Giuseppe
    Ciuonzo, Domenico
    Montieri, Antonio
    Pescape, Antonio
    2018 NETWORK TRAFFIC MEASUREMENT AND ANALYSIS CONFERENCE (TMA), 2018,
  • [5] Classification of Lung Diseases Using Deep Learning Models
    Zak, Matthew
    Krzyzak, Adam
    COMPUTATIONAL SCIENCE - ICCS 2020, PT III, 2020, 12139 : 621 - 634
  • [6] Classification of WBC Using Deep Learning for Diagnosing Diseases
    Roy, Riya
    Sasi, Swapna
    PROCEEDINGS OF THE 2018 SECOND INTERNATIONAL CONFERENCE ON INVENTIVE COMMUNICATION AND COMPUTATIONAL TECHNOLOGIES (ICICCT), 2018, : 1634 - 1638
  • [7] Classification of plant diseases using machine and deep learning
    Lamba, Monika
    Gigras, Yogita
    Dhull, Anuradha
    OPEN COMPUTER SCIENCE, 2021, 11 (01) : 491 - 508
  • [8] Classification of Gastrointestinal Diseases Using Deep Transfer Learning
    Ni Wong, Wan
    Wong, Yit Khee
    Chan, Weng Howe
    2022 2ND INTERNATIONAL CONFERENCE ON INTELLIGENT CYBERNETICS TECHNOLOGY & APPLICATIONS (ICICYTA), 2022, : 156 - 161
  • [9] Mobile Web Application for Durian Orchard Management and Geospatial Data Visualization Using Deep Learning
    Puttinaovarat, Supattra
    Saeliw, Aekarat
    Kongcharoen, Jinda
    Pruitikanee, Siwipa
    Pengthorn, Pimlaphat
    Ketkaew, Athicha
    Khaimook, Kanit
    TEM JOURNAL-TECHNOLOGY EDUCATION MANAGEMENT INFORMATICS, 2024, 13 (03):
  • [10] Web Application Attacks Detection Using Deep Learning
    Montes, Nicolas
    Betarte, Gustavo
    Martinez, Rodrigo
    Pardo, Alvaro
    PROGRESS IN PATTERN RECOGNITION, IMAGE ANALYSIS, COMPUTER VISION, AND APPLICATIONS, CIARP 2021, 2021, 12702 : 227 - 236