Assessing robustness and generalization of a deep neural network for brain MS lesion segmentation on real-world data

被引：0
|
作者：
Hernán Chaves
María M. Serra
Diego E. Shalom
Pilar Ananía
Fernanda Rueda
Emilia Osa Sanz
Nadia I. Stefanoff
Sofía Rodríguez Murúa
Martín E. Costa
Felipe C. Kitamura
Paulina Yañez
Claudia Cejas
Jorge Correale
Enzo Ferrante
Diego Fernández Slezak
Mauricio F. Farez
机构：
[1] Fleni,Diagnostic Imaging Department
[2] University of Buenos Aires (UBA),Department of Physics
[3] Physics Institute of Buenos Aires (IFIBA) CONICET,Laboratorio de Neurociencia
[4] Universidad Torcuato Di Tella,Radiology Department
[5] ENTELAI,Center for Research On Neuroimmunological Diseases (CIEN)
[6] Diagnósticos da América SA (Dasa),Neurology Department
[7] Fleni,Departamento de Computación, Facultad de Ciencias Exactas y Naturales
[8] DasaInova,Center for Biostatistics, Epidemiology and Public Health (CEBES)
[9] Diagnósticos da América SA (Dasa),undefined
[10] Fleni,undefined
[11] Instituto de Investigación en Señales,undefined
[12] Sistemas e Inteligencia Computacional,undefined
[13] sinc(i) CONICET-UNL,undefined
[14] Universidad de Buenos Aires (UBA),undefined
[15] Instituto de Investigación en Ciencias de la Computación (ICC),undefined
[16] CONICET-UBA,undefined
[17] Fleni,undefined
来源：
European Radiology | 2024年 / 34卷
关键词：
Deep learning; Multiple sclerosis; White matter; Magnetic resonance imaging; Algorithms;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
引用
收藏
页码：2024 / 2035
页数：11
相关论文
共 50 条
  • [41] Images data practices for Semantic Segmentation of Breast Cancer using Deep Neural Network
    Luqman Ahmed
    Muhammad Munwar Iqbal
    Hamza Aldabbas
    Shehzad Khalid
    Yasir Saleem
    Saqib Saeed
    Journal of Ambient Intelligence and Humanized Computing, 2023, 14 : 15227 - 15243
  • [42] Improved particle swarm optimized deep convolutional neural network with super-pixel clustering for multiple sclerosis lesion segmentation in brain MRI imaging
    Krishna Priya, R.
    Chacko, Susamma
    INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN BIOMEDICAL ENGINEERING, 2021, 37 (09)
  • [43] A Coarse-to-Fine Fusion Network for Small Liver Tumor Detection and Segmentation: A Real-World Study
    Wu, Shu
    Yu, Hang
    Li, Cuiping
    Zheng, Rencheng
    Xia, Xueqin
    Wang, Chengyan
    Wang, He
    DIAGNOSTICS, 2023, 13 (15)
  • [44] Flow-based Throughput Prediction using Deep Learning and Real-World Network Traffic
    Hardegen, Christoph
    Pfuelb, Benedikt
    Rieger, Sebastian
    Gepperth, Alexander
    ReiBmann, Sven
    2019 15TH INTERNATIONAL CONFERENCE ON NETWORK AND SERVICE MANAGEMENT (CNSM), 2019,
  • [45] Real-world Human Gender Classification from Oral Region using Convolutional Neural Network
    Oulad-Kaddour, Mohamed
    Haddadou, Hamid
    Conde, Cristina
    Palacios-Alonso, Daniel
    Cabello, Enrique
    ADCAIJ-ADVANCES IN DISTRIBUTED COMPUTING AND ARTIFICIAL INTELLIGENCE JOURNAL, 2022, 11 (03): : 249 - 261
  • [46] Central Attention and a Dual Path Convolutional Neural Network in Real-World Tree Species Recognition
    Chung, Yi
    Chou, Chih-Ang
    Li, Chih-Yang
    INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2021, 18 (03) : 1 - 29
  • [47] Automatic detection and segmentation of brain metastases on multimodal MR images with a deep convolutional neural network
    Charron, Odelin
    Lallement, Alex
    Jarnet, Delphine
    Noblet, Vincent
    Clavier, Jean-Baptiste
    Meyer, Philippe
    COMPUTERS IN BIOLOGY AND MEDICINE, 2018, 95 : 43 - 54
  • [48] A Deep Learning Approach for Brain Tumor Classification and Segmentation Using a Multiscale Convolutional Neural Network
    Diaz-Pernas, Francisco Javier
    Martinez-Zarzuela, Mario
    Anton-Rodriguez, Miriam
    Gonzalez-Ortega, David
    HEALTHCARE, 2021, 9 (02)
  • [49] Putting Theory to the Test The Validity of Using Real-World Data in Assessing Structural Heart Disease Outcomes
    Strom, Jordan B.
    Yeh, Robert W.
    CIRCULATION-CARDIOVASCULAR INTERVENTIONS, 2019, 12 (05)
  • [50] Lig-Doctor: real-world clinical prognosis using a bi-directional neural network
    Rodrigues-Jr, Jose F.
    Spadon, Gabriel
    Brandoli, Bruno
    Amer-Yahia, Sihem
    2020 IEEE 33RD INTERNATIONAL SYMPOSIUM ON COMPUTER-BASED MEDICAL SYSTEMS(CBMS 2020), 2020, : 569 - 572
12345