Effective Strategies for Deep Learning with Scarce Data for Prostate Lesion Classification Using Multiparametric MRI

被引：0
|
作者：
Karimi, D. [1 ]
Ruan, D. [1 ]
机构：
[1] Univ Calif Los Angeles, Sch Med, Los Angeles, CA USA
来源：
MEDICAL PHYSICS | 2017年 / 44卷 / 06期
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：
SU-K-601-0
引用
收藏
页码：3014 / 3014
页数：1
相关论文
共 50 条
  • [21] Skin lesion classification on dermatoscopic images using effective data augmentation and pre-trained deep learning approach
    Bozkurt, Ferhat
    MULTIMEDIA TOOLS AND APPLICATIONS, 2023, 82 (12) : 18985 - 19003
  • [22] Inter-Rater Variability of Prostate Lesion Segmentation on Multiparametric Prostate MRI
    Jeganathan, Thibaut
    Salgues, Emile
    Schick, Ulrike
    Tissot, Valentin
    Fournier, Georges
    Valeri, Antoine
    Nguyen, Truong-An
    Bourbonne, Vincent
    BIOMEDICINES, 2023, 11 (12)
  • [23] Classification of pulmonary lesion based on multiparametric MRI: utility of radiomics and comparison of machine learning methods
    Wang, Xinhui
    Wan, Qi
    Chen, Houjin
    Li, Yanfeng
    Li, Xinchun
    EUROPEAN RADIOLOGY, 2020, 30 (08) : 4595 - 4605
  • [24] Classification of pulmonary lesion based on multiparametric MRI: utility of radiomics and comparison of machine learning methods
    Xinhui Wang
    Qi Wan
    Houjin Chen
    Yanfeng Li
    Xinchun Li
    European Radiology, 2020, 30 : 4595 - 4605
  • [25] Classification of Prostate Cancer Gleason Scores Through Machine Learning From Multiparametric MRI
    Fehr, D.
    Wibmer, A.
    Gondo, T.
    Matsumoto, K.
    Vargas, H.
    Sala, E.
    Hricak, H.
    Deasy, J.
    Veeraraghavan, H.
    MEDICAL PHYSICS, 2015, 42 (06) : 3586 - 3586
  • [26] Deep Features for CBIR with Scarce Data using Hebbian Learning
    Lagani, Gabriele
    Bacciu, Davide
    Gallicchio, Claudio
    Falchi, Fabrizio
    Gennaro, Claudio
    Amato, Giuseppe
    19TH INTERNATIONAL CONFERENCE ON CONTENT-BASED MULTIMEDIA INDEXING, CBMI 2022, 2022, : 136 - 141
  • [27] Comparison of Machine and Deep Learning models for automatic segmentation of prostate cancers on multiparametric MRI
    Maimone, Giovanni
    Nicoletti, Giulia
    Mazzetti, Simone
    Regge, Daniele
    Giannini, Valentina
    2022 IEEE INTERNATIONAL SYMPOSIUM ON MEDICAL MEASUREMENTS AND APPLICATIONS (MEMEA 2022), 2022,
  • [28] Multimodal skin lesion classification using deep learning
    Yap, Jordan
    Yolland, William
    Tschandl, Philipp
    EXPERIMENTAL DERMATOLOGY, 2018, 27 (11) : 1261 - 1267
  • [29] Prediction of Gleason Grade Group of Prostate Cancer on Multiparametric MRI Using Deep Learning, Transfer Learning, Representation Learning and Prototype Network
    Zong, W.
    Pantelic, M.
    Mohamed, E.
    Wen, N.
    MEDICAL PHYSICS, 2020, 47 (06) : E360 - E360
  • [30] MRI-Based Breast Cancer Classification and Localization by Multiparametric Feature Extraction and Combination Using Deep Learning
    Cong, Chao
    Li, Xiaoguang
    Zhang, Chunlai
    Zhang, Jing
    Sun, Kaixiang
    Liu, Lianluyi
    Ambale-Venkatesh, Bharath
    Chen, Xiao
    Wang, Yi
    JOURNAL OF MAGNETIC RESONANCE IMAGING, 2023, : 148 - 161
12345