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
  • [1] Assessing robustness and generalization of a deep neural network for brain MS lesion segmentation on real-world data
    Chaves, Hernan
    Serra, Maria M.
    Shalom, Diego E.
    Anania, Pilar
    Rueda, Fernanda
    Sanz, Emilia Osa
    Stefanoff, Nadia I.
    Murua, Sofia Rodriguez
    Costa, Martin E.
    Kitamura, Felipe C.
    Yanez, Paulina
    Cejas, Claudia
    Correale, Jorge
    Ferrante, Enzo
    Slezak, Diego Fernandez
    Farez, Mauricio F.
    EUROPEAN RADIOLOGY, 2024, 34 (03) : 2024 - 2035
  • [2] Large Deep Neural Networks for MS Lesion Segmentation
    Prieto, Juan C.
    Cavallari, Michele
    Palotai, Miklos
    Pinzon, Alfredo Morales
    Egorova, Svetlana
    Styner, Martin
    Guttmann, Charles R. G.
    MEDICAL IMAGING 2017: IMAGE PROCESSING, 2017, 10133
  • [3] A Deep Neural Network Approach for the Lesion Segmentation from Neonatal Brain Magnetic Resonance Imaging
    Tahmasebi, Nazanin
    Punithakumar, Kumaradevan
    AI FOR BRAIN LESION DETECTION AND TRAUMA VIDEO ACTION RECOGNITION, BONBID-HIE 2023, TTC 2023, 2025, 14567 : 34 - 38
  • [4] Urban flood extent segmentation and evaluation from real-world surveillance camera images using deep convolutional neural network
    Wang, Yidi
    Shen, Yawen
    Salahshour, Behrouz
    Cetin, Mecit
    Iftekharuddin, Khan
    Tahvildari, Navid
    Huang, Guoping
    Harris, Devin K.
    Ampofo, Kwame
    Goodall, Jonathan L.
    ENVIRONMENTAL MODELLING & SOFTWARE, 2024, 173
  • [5] Deep Convolutional Neural Network for Brain Tumor Segmentation
    Kumar, K. Sambath
    Rajendran, A.
    JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY, 2023, 18 (05) : 3925 - 3932
  • [6] Deep-Readout Random Recurrent Neural Networks for Real-World Temporal Data
    Evanusa M.
    Shrestha S.
    Patil V.
    Fermüller C.
    Girvan M.
    Aloimonos Y.
    SN Computer Science, 2022, 3 (3)
  • [7] Deep Convolutional Neural Network for Brain Tumor Segmentation
    K. Sambath Kumar
    A. Rajendran
    Journal of Electrical Engineering & Technology, 2023, 18 : 3925 - 3932
  • [8] Network On Network for Tabular Data Classification in Real-world Applications
    Luo, Yuanfei
    Zhou, Hao
    Tu, Wei-Wei
    Chen, Yuqiang
    Dai, Wenyuan
    Yang, Qiang
    PROCEEDINGS OF THE 43RD INTERNATIONAL ACM SIGIR CONFERENCE ON RESEARCH AND DEVELOPMENT IN INFORMATION RETRIEVAL (SIGIR '20), 2020, : 2317 - 2326
  • [9] Assessing Lesion Segmentation Bias of Neural Networks on Motion Corrupted Brain MRI
    Mathai, Tejas Sudharshan
    Wang, Yi
    Cross, Nathan
    BRAINLESION: GLIOMA, MULTIPLE SCLEROSIS, STROKE AND TRAUMATIC BRAIN INJURIES (BRAINLES 2020), PT I, 2021, 12658 : 143 - 156
  • [10] Brain tumor segmentation with deep convolutional symmetric neural network
    Chen, Hao
    Qin, Zhiguang
    Ding, Yi
    Tian, Lan
    Qin, Zhen
    NEUROCOMPUTING, 2020, 392 : 305 - 313