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Intelligent Robotics and Applications
Volume 9244 of the series Lecture Notes in Computer Science pp 455-461
Date: 20 August 2015
Emphysema Classification Using Convolutional Neural Networks

Xiaomin Pei
Çó¼ìË÷ÊÕ¼ºÅ£¬Ä¿Ç°ÔÚhttps://link.springer.com/chapter/10.1007%2F978-3-319-22879-2_42ÒѾ­Äܲ鵽ÁË

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Emphysema Classification Using Convolutional Neural Networks

×÷Õßei, XM (Pei, Xiaomin)

±àÕß:Liu, H; Kubota, N; Zhu, X; Dillmann, R; Zhou, D

INTELLIGENT ROBOTICS AND APPLICATIONS, ICIRA 2015, PT I

´ÔÊé: Lecture Notes in Artificial Intelligence

¾í: 9244

Ò³: 455-461

DOI: 10.1007/978-3-319-22879-2_42

³ö°æÄê: 2015

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»áÒé: 8th International Conference on Intelligent Robotics and Applications (ICIRA)

»áÒ鵨µã: Portsmouth, ENGLAND

»áÒéÈÕÆÚ: AUG 24-27, 2015

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There has been paid more and more attention in diagnosing emphysema using High-resolution Computed Tomography. This may lead to improve both understanding and computer-aided diagnosis. We propose a novel classification framework using convolutional neural network(CNN). This model automatically extracts features from the raw image and generates classification. Experiments have been conducted on the database from clinical. Results a recognition rate of 92.54% for classification two kinds of emphysema with normal. The designed convolutional neural networks can get better results for classifying one kind of emphysema with normal.
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×÷Õ߹ؼü´Ê:High-resolution computed tomography; Emphysema; Convolutional neural network

KeyWords Plus:COMPUTED-TOMOGRAPHY; PULMONARY-EMPHYSEMA; QUANTIFICATION; IMAGES; COPD
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ͨѶ×÷ÕßµØÖ·: Pei, XM (ͨѶ×÷Õß)
[ÏÔʾÔöÇ¿×éÖ¯ÐÅÏ¢µÄÃû³Æ]         Liaoning Shihua Univ, Coll Informat & Control Engn, Fushun, Peoples R China.

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[ÏÔʾÔöÇ¿×éÖ¯ÐÅÏ¢µÄÃû³Æ]         [ 1 ] Liaoning Shihua Univ, Coll Informat & Control Engn, Fushun, Peoples R China

µç×ÓÓʼþµØÖ·:pxm_neu@126.com
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SPRINGER-VERLAG BERLIN, HEIDELBERGER PLATZ 3, D-14197 BERLIN, GERMANY
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Ñо¿·½Ïò:Automation & Control Systems; Computer Science; Robotics

Web of Science Àà±ð:Automation & Control Systems; Computer Science, Artificial Intelligence; Computer Science, Interdisciplinary Applications; Robotics
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ÎÄÏ×ÀàÐÍroceedings Paper

ÓïÖÖ:English

Èë²ØºÅ: WOS:000364714000042

ISBN:978-3-319-22879-2; 978-3-319-22878-5

ISSN: 0302-9743
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IDS ºÅ: BD9IC

Web of Science ºËÐĺϼ¯ÖÐµÄ "ÒýÓõIJο¼ÎÄÏ×": 23

Web of Science ºËÐĺϼ¯ÖÐµÄ "±»ÒýƵ´Î": 0
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