Deep Learning in Medical Imaging: Overview and Future Promise of an Exciting New Technique

被引：1105

作者：

Greenspan, Hayit ^{[1
]}

van Ginneken, Bram ^{[2
]}

Summers, Ronald M. ^{[3
]}

机构：

[1] Tel Aviv Univ, Fac Engn, Dept Biomed Engn, Biomed Image Comp Lab, IL-69978 Tel Aviv, Israel

[2] Radboud Univ Nijmegen, Med Ctr, Diagnost Image Anal Grp, NL-6525 GA Nijmegen, Netherlands

[3] NIH, Imaging Biomarkers & Comp Aided Diag Lab, Radiol & Imaging Sci, Ctr Clin, Bldg 10, Bethesda, MD 20892 USA

来源：

IEEE TRANSACTIONS ON MEDICAL IMAGING | 2016年 / 35卷 / 05期

基金：

美国国家卫生研究院;

关键词：

CONVOLUTIONAL NEURAL-NETWORKS; COMPUTER-AIDED DETECTION; CLASSIFICATION; SEGMENTATION; IMAGES;

D O I：

10.1109/TMI.2016.2553401

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

引用

页码：1153 / 1159

页数：7

共 38 条

[11] Automatic Detection of Cerebral Microbleeds From MR Images via 3D Convolutional Neural Networks [J].

Dou, Qi ;

Chen, Hao ;

Yu, Lequan ;

Zhao, Lei ;

Qin, Jing ;

Wang, Defeng ;

Mok, Vincent C. T. ;

Shi, Lin ;

Heng, Pheng-Ann .

IEEE TRANSACTIONS ON MEDICAL IMAGING, 2016, 35 (05) :1182-1195

[12] Medical image processing on the GPU - Past, present and future [J].

Eklund, Anders ;

Dufort, Paul ;

Forsberg, Daniel ;

LaConte, Stephen M. .

MEDICAL IMAGE ANALYSIS, 2013, 17 (08) :1073-1094

[13] Marginal Space Deep Learning: Efficient Architecture for Volumetric Image Parsing [J].

Ghesu, Florin C. ;

Krubasik, Edward ;

Georgescu, Bogdan ;

Singh, Vivek ;

Zheng, Yefeng ;

Hornegger, Joachim ;

Comaniciu, Dorin .

IEEE TRANSACTIONS ON MEDICAL IMAGING, 2016, 35 (05) :1217-1228

[14] q-Space Deep Learning: Twelve-Fold Shorter and Model-Free Diffusion MRI Scans [J].

Golkov, Vladimir ;

Dosovitskiy, Alexey ;

Sperl, Jonathan I. ;

Menzel, Marion I. ;

Czisch, Michael ;

Saemann, Philipp ;

Brox, Thomas ;

Cremers, Daniel .

IEEE TRANSACTIONS ON MEDICAL IMAGING, 2016, 35 (05) :1344-1351

[15] Deep Residual Learning for Image Recognition [J].

He, Kaiming ;

Zhang, Xiangyu ;

Ren, Shaoqing ;

Sun, Jian .

2016 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2016, :770-778

[16] A fast learning algorithm for deep belief nets [J].

Hinton, Geoffrey E. ;

Osindero, Simon ;

Teh, Yee-Whye .

NEURAL COMPUTATION, 2006, 18 (07) :1527-1554

[17] Unsupervised Deep Learning Applied to Breast Density Segmentation and Mammographic Risk Scoring [J].

Kallenberg, Michiel ;

Petersen, Kersten ;

Nielsen, Mads ;

Ng, Andrew Y. ;

Diao, Pengfei ;

Igel, Christian ;

Vachon, Celine M. ;

Holland, Katharina ;

Winkel, Rikke Rass ;

Karssemeijer, Nico ;

Lillholm, Martin .

IEEE TRANSACTIONS ON MEDICAL IMAGING, 2016, 35 (05) :1322-1331

[18]

LeCun Y., 2015, NATURE, V521, DOI [DOI 10.1038/NATURE14539, 10.1038/nature14539]

[19]

LO SCB, 1993, P SOC PHOTO-OPT INS, V1898, P859, DOI 10.1117/12.154572

[20] Strategies for improved interpretation of computer-aided detections for CT colonography utilizing distributed human intelligence [J].

McKenna, Matthew T. ;

Wang, Shijun ;

Nguyen, Tan B. ;

Burns, Joseph E. ;

Petrick, Nicholas ;

Summers, Ronald M. .

MEDICAL IMAGE ANALYSIS, 2012, 16 (06) :1280-1292

← 1 2 3 4 →