Combination of Multiple Neural Networks Using Transfer Learning and Extensive Geometric Data Augmentation for Assessing Cellularity Scores in Histopathology Images

被引:0
|
作者
Beckmann, J. [1 ]
Popovic, K. [1 ]
机构
[1] Rose Hulman Inst Technol, Terre Haute, IN 47803 USA
关键词
D O I
暂无
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
TH-C-SAN2-
引用
收藏
页码:E524 / E525
页数:2
相关论文
共 50 条
  • [1] Direct Cellularity Estimation on Breast Cancer Histopathology Images Using Transfer Learning
    Pei, Ziang
    Cao, Shuangliang
    Lu, Lijun
    Chen, Wufan
    COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE, 2019, 2019
  • [2] Representation Learning of Histopathology Images using Graph Neural Networks
    Adnan, Mohammed
    Kalra, Shivam
    Tizhoosh, Hamid R.
    2020 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION WORKSHOPS (CVPRW 2020), 2020, : 4254 - 4261
  • [3] Data Augmentation on Synthetic Images for Transfer Learning using Deep CNNs
    Talukdar, Jonti
    Biswas, Ayon
    Gupta, Sanchit
    2018 5TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING AND INTEGRATED NETWORKS (SPIN), 2018, : 215 - 219
  • [4] Molecular subtype stratification for prostate cancer from mpMRI and histopathology images using convolutional neural networks and transfer learning
    Zong, Weiwei
    Carver, Eric N.
    Feldman, Aharon
    Palanisamy, Nallasivam
    Wen, Ning
    CANCER RESEARCH, 2020, 80 (16)
  • [5] Candy classification using convolutional neural networks, data augmentation and transfer learning: Application and a new public dataset
    Villegas-Jaramillo, Eduardo-Jose
    Orozco-Alzate, Mauricio
    2023 IEEE 13TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION SYSTEMS, ICPRS, 2023,
  • [6] Combination of CT Motion Simulation and Deep Convolutional Neural Networks with Transfer Learning to Recover Agatston Scores
    Holmes, Thomas Wesley
    Ma, Kevin
    Pourmorteza, Amir
    15TH INTERNATIONAL MEETING ON FULLY THREE-DIMENSIONAL IMAGE RECONSTRUCTION IN RADIOLOGY AND NUCLEAR MEDICINE, 2019, 11072
  • [7] Data augmentation using generative adversarial neural networks on brain structural connectivity in multiple sclerosis
    Barile, Berardino
    Marzullo, Aldo
    Stamile, Claudio
    Durand-Dubief, Francoise
    Sappey-Marinier, Dominique
    COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2021, 206
  • [8] Analysis of TEM images of metallic nanoparticles using convolutional neural networks and transfer learning
    Koyama, Akira
    Miyauchi, Shoko
    Morooka, Kenichi
    Hojo, Hajime
    Einaga, Hisahiro
    Murakami, Yasukazu
    JOURNAL OF MAGNETISM AND MAGNETIC MATERIALS, 2021, 538
  • [9] Detecting Vascular Bifurcation in IVOCT Images Using Convolutional Neural Networks With Transfer Learning
    Miyagawa, Makoto
    Fernandes Costa, Marly Guimaraes
    Gutierrez, Marco Antonio
    Guimaraes Fernandes Costa, Joao Pedro
    Costa Filho, Cicero Ferreira Fernandes
    IEEE ACCESS, 2019, 7 : 66167 - 66175
  • [10] Extracting features from infrared images using convolutional neural networks and transfer learning
    Gao, Zongjiang
    Zhang, Yingjun
    Li, Yuankui
    INFRARED PHYSICS & TECHNOLOGY, 2020, 105