Paper Abstract and Keywords |
Presentation |
2009-01-20 17:05
Pulmonary Vessel Area Extraction with Application to Reduce False Positive of Nodule Detection in 3D Chest CT Data Bin Chen, Hideto Naito (Nagoya Univ.), Takayuki Kitasaka (Aichi Inst. of Tech./Nagoya Univ.), Kensaku Mori, Yasuhito Suenaga (Nagoya Univ.), Hirotoshi Honma (Sapporo Medical Univ.), Hirotsugu Takabatake (Sapporo Minami-Sanjo Hospital), Masaki Mori (Sapporo Kosei-General Hospital), Hiroshi Natori (Keiwa-kai Nishioka Hospital) MI2008-127 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this paper, we propose a novel approach to extract pulmonary vessels. Also we present its application to reduce the number of false positive (FP) regions by subtracting vessel regions from nodule candidate regions in an existing nodule detection method. We use a line structure enhancement filter and a blob structure enhancement filter based on Hessian matrix to emphasize the vessel-like regions and blob-like regions, respectively. Their output values are used to construct a speed function of the Level-set method. The fast marching algorithm, which is one of Level-set segmentation methods, uses this speed function to extracts the blood vessel region with suppressing extraction of the nodules by propagating its front to vessel-like regions. A quantitative performance evaluation of the vessel extraction method was performed by reduction rate of FPs. The result shows the proposed method can reduce the numbers of false positives occurred in our previous nodule detection method by $80\%$. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
vessel extraction / structure enhancement filter / speed function / false positive reduction / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 108, no. 385, MI2008-127, pp. 305-310, Jan. 2009. |
Paper # |
MI2008-127 |
Date of Issue |
2009-01-12 (MI) |
ISSN |
Print edition: ISSN 0913-5685 Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
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MI2008-127 |
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