Using VisIt to Evaluate the Accuracy of a Convolutional Neural Network

被引:0
|
作者
Leonard, Brian [1 ]
Fan, Minyue [1 ]
Welling, Joel S. [2 ]
机构
[1] Carnegie Mellon Univ, Pittsburgh, PA 15213 USA
[2] Carnegie Mellon Univ, Pittsburgh Supercomp Ctr, Pittsburgh, PA 15213 USA
基金
美国国家科学基金会; 美国安德鲁·梅隆基金会;
关键词
neural networks; classifier; 3D;
D O I
10.1145/3311790.3404537
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Using VisIt, we visualized a 3D volume of neural axons for a larval zebrafish from electron microscope data and locations for those neurons estimated by a deep neural network. Errant points were recorded and used to further train the network. These computations were performed using Tensorflow, and utilized GPU's to increase performance.
引用
收藏
页码:551 / 552
页数:2
相关论文
共 50 条
  • [31] Image enhancement using convolutional neural network
    Zhou, Abel
    Tan, Qi
    Davidson, Rob
    2020 INTERNATIONAL CONFERENCE ON IMAGE, VIDEO PROCESSING AND ARTIFICIAL INTELLIGENCE, 2020, 11584
  • [32] Entity Resolution Using Convolutional Neural Network
    Gottapu, Ram Deepak
    Dagli, Cihan
    Ali, Bharami
    COMPLEX ADAPTIVE SYSTEMS, 2016, 95 : 153 - 158
  • [33] Image Denoising using Convolutional Neural Network
    Mehmood, Asif
    PATTERN RECOGNITION AND TRACKING XXXI, 2020, 11400
  • [34] Detection of Plastics Using Convolutional Neural Network
    Latha, R. S.
    Sreekanth, G. R.
    Amarnath, A. C.
    Abishek, K. K.
    Deepakraj, K.
    BIOSCIENCE BIOTECHNOLOGY RESEARCH COMMUNICATIONS, 2020, 13 (04): : 224 - 227
  • [35] Classification of Brainwaves Using Convolutional Neural Network
    Joshi, Swapnil R.
    Headley, Drew B.
    Ho, K. C.
    Pare, Denis
    Nair, Satish S.
    2019 27TH EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO), 2019,
  • [36] Edge Detection Using Convolutional Neural Network
    Wang, Ruohui
    ADVANCES IN NEURAL NETWORKS - ISNN 2016, 2016, 9719 : 12 - 20
  • [37] Melanoma Detection Using Convolutional Neural Network
    Zhang, Runyuan
    2021 IEEE INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS AND COMPUTER ENGINEERING (ICCECE), 2021, : 75 - 78
  • [38] Classification of Plants Using Convolutional Neural Network
    Saini, Gurinder
    Khamparia, Aditya
    Luhach, Ashish Kumar
    FIRST INTERNATIONAL CONFERENCE ON SUSTAINABLE TECHNOLOGIES FOR COMPUTATIONAL INTELLIGENCE, 2020, 1045 : 551 - 561
  • [39] Convolutional neural network in rice disease recognition: accuracy, speed and lightweight
    Ning, Hongwei
    Liu, Sheng
    Zhu, Qifei
    Zhou, Teng
    FRONTIERS IN PLANT SCIENCE, 2023, 14
  • [40] Research on Accuracy of Flower Recognition Application Based on Convolutional Neural Network
    Han, Jing-Hua
    Jin, Chen
    Wu, Li-Sha
    ADVANCES IN ARTIFICIAL INTELLIGENCE, SOFTWARE AND SYSTEMS ENGINEERING, 2020, 965 : 224 - 232