Learning from Everyday Images Enables Expert-like Diagnosis of Retinal Diseases

被引:24
|
作者
Rampasek, Ladislav [1 ,2 ,3 ]
Goldenberg, Anna [1 ,2 ,3 ]
机构
[1] Univ Toronto, Dept Comp Sci, Toronto, ON, Canada
[2] Hosp Sick Children, Toronto, ON, Canada
[3] Vector Inst, Toronto, ON, Canada
关键词
D O I
10.1016/j.cell.2018.02.013
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Kermany et al. report an application of a neural network trained on millions of everyday images to a database of thousands of retinal tomography images that they gathered and expert labeled, resulting in a rapid and accurate diagnosis of retinal diseases.
引用
收藏
页码:893 / 895
页数:4
相关论文
共 50 条
  • [1] An expert-like explanatory framework for learning cellular and molecular mechanisms
    Trujillo, Caleb
    Pelaez, Nancy
    [J]. FASEB JOURNAL, 2013, 27
  • [2] Development and Validation of Instruments to Measure Learning of Expert-Like Thinking
    Adams, Wendy K.
    Wieman, Carl E.
    [J]. INTERNATIONAL JOURNAL OF SCIENCE EDUCATION, 2011, 33 (09) : 1289 - 1312
  • [3] Reproducing Expert-Like Motion in Deformable Environments Using Active Learning and IOC
    Phillips-Grafflin, Calder
    Berenson, Dmitry
    [J]. ROBOTICS RESEARCH, VOL 1, 2018, 2 : 219 - 235
  • [4] RETRACTED: Survey on diagnosis of diseases from retinal images (Retracted Article)
    Das, Sneha
    Malathy, C.
    [J]. PROCEEDINGS OF THE 10TH NATIONAL CONFERENCE ON MATHEMATICAL TECHNIQUES AND ITS APPLICATIONS (NCMTA 18), 2018, 1000
  • [5] Diagnosis of diseases from retinal images using support vector machine
    Malathy, C.
    Das, Sneha
    [J]. INTERNATIONAL JOURNAL OF HEALTHCARE TECHNOLOGY AND MANAGEMENT, 2021, 18 (3-4) : 275 - 292
  • [6] Students' expert-like attitudes in calculus and introductory computer science courses with active-learning pedagogy
    Balady, Steve
    Taylor, Cynthia
    [J]. COMPUTER SCIENCE EDUCATION, 2024, 34 (01) : 37 - 67
  • [7] EMG space similarity feedback promotes learning of expert-like muscle activation patterns in a complex motor skill
    Barradas, Victor R.
    Cho, Woorim
    Koike, Yasuharu
    [J]. FRONTIERS IN HUMAN NEUROSCIENCE, 2023, 16
  • [8] A Bayesian network based sequential inference for diagnosis of diseases from retinal images
    Mitra, SK
    Lee, TW
    Goldbaum, M
    [J]. PATTERN RECOGNITION LETTERS, 2005, 26 (04) : 459 - 470
  • [9] RD-OCT net: hybrid learning system for automated diagnosis of macular diseases from OCT retinal images
    Prabha, A. Jeya
    Venkatesan, C.
    Fathimal, M. Sameera
    Nithiyanantham, K. K.
    Kirubha, S. P. Angeline
    [J]. BIOMEDICAL PHYSICS & ENGINEERING EXPRESS, 2024, 10 (02):
  • [10] The Alchemy Project: A Personalized, Flexible, and Scalable Active Learning Platform to Help Foster Expert-Like Thinking in Chemistry
    Algar, W. Russ
    Elouazizi, Noureddine
    Stewart, Jaclyn J.
    Maxwell, E. Jane
    Tan, Tanya
    Zhang, Zuxing
    Stoodley, Robin
    Nunez, Jose R. Rodriguez
    Terpstra, Andrea S.
    Wickenden, Jason G.
    [J]. JOURNAL OF CHEMICAL EDUCATION, 2022, 99 (09) : 3104 - 3113