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A texton-based approach for the classification of lung parenchyma in CT images. / Gangeh, Mehrdad J.; Sørensen, Lauge; Shaker, Saher B.; Kamel, Mohamed S.; de Bruijne, Marleen; Loog, Marco.
Medical Image Computing and Computer-Assisted Intervention - MICCAI 2010: 13th International Conference, Beijing, China, September 20-24, 2010, Proceedings, Part III. red. / Tianzi Jiang; Nassir Navab; Josien P. W. Pluim; Max A. Viergever. Bind Part III Springer, 2010. s. 595-602 (Lecture notes in computer science; Nr. 6363).
Publikation: Bidrag til bog/antologi/rapport › Konferencebidrag i proceedings › Forskning › fagfællebedømt
Harvard
Gangeh, MJ, Sørensen, L, Shaker, SB, Kamel, MS
, de Bruijne, M & Loog, M 2010,
A texton-based approach for the classification of lung parenchyma in CT images. i T Jiang, N Navab, JPW Pluim & MA Viergever (red),
Medical Image Computing and Computer-Assisted Intervention - MICCAI 2010: 13th International Conference, Beijing, China, September 20-24, 2010, Proceedings, Part III. bind Part III, Springer, Lecture notes in computer science, nr. 6363, s. 595-602, 13th International Conference on Medical Image Computing and Computer Assisted Intervention, Beijing, Kina,
20/09/2010.
https://doi.org/10.1007/978-3-642-15711-0_74APA
Gangeh, M. J., Sørensen, L., Shaker, S. B., Kamel, M. S.
, de Bruijne, M., & Loog, M. (2010).
A texton-based approach for the classification of lung parenchyma in CT images. I T. Jiang, N. Navab, J. P. W. Pluim, & M. A. Viergever (red.),
Medical Image Computing and Computer-Assisted Intervention - MICCAI 2010: 13th International Conference, Beijing, China, September 20-24, 2010, Proceedings, Part III (Bind Part III, s. 595-602). Springer. Lecture notes in computer science Nr. 6363
https://doi.org/10.1007/978-3-642-15711-0_74Vancouver
Gangeh MJ, Sørensen L, Shaker SB, Kamel MS
, de Bruijne M, Loog M.
A texton-based approach for the classification of lung parenchyma in CT images. I Jiang T, Navab N, Pluim JPW, Viergever MA, red., Medical Image Computing and Computer-Assisted Intervention - MICCAI 2010: 13th International Conference, Beijing, China, September 20-24, 2010, Proceedings, Part III. Bind Part III. Springer. 2010. s. 595-602. (Lecture notes in computer science; Nr. 6363).
https://doi.org/10.1007/978-3-642-15711-0_74Author
Gangeh, Mehrdad J. ; Sørensen, Lauge ; Shaker, Saher B. ; Kamel, Mohamed S. ; de Bruijne, Marleen ; Loog, Marco. / A texton-based approach for the classification of lung parenchyma in CT images. Medical Image Computing and Computer-Assisted Intervention - MICCAI 2010: 13th International Conference, Beijing, China, September 20-24, 2010, Proceedings, Part III. red. / Tianzi Jiang ; Nassir Navab ; Josien P. W. Pluim ; Max A. Viergever. Bind Part III Springer, 2010. s. 595-602 (Lecture notes in computer science; Nr. 6363).
Bibtex
@inproceedings{831128f0651611df928f000ea68e967b,
title = "A texton-based approach for the classification of lung parenchyma in CT images",
abstract = "In this paper, a texton-based classification system based on raw pixel representation along with a support vector machine with radial basis function kernel is proposed for the classification of emphysema in computed tomography images of the lung. The proposed approach is tested on 168 annotated regions of interest consisting of normal tissue, centrilobular emphysema, and paraseptal emphysema. The results show the superiority of the proposed approach to common techniques in the literature including moments of the histogram of filter responses based on Gaussian derivatives. The performance of the proposed system, with an accuracy of 96.43%, also slightly improves over a recently proposed approach based on local binary patterns.",
author = "Gangeh, {Mehrdad J.} and Lauge S{\o}rensen and Shaker, {Saher B.} and Kamel, {Mohamed S.} and {de Bruijne}, Marleen and Marco Loog",
year = "2010",
doi = "10.1007/978-3-642-15711-0_74",
language = "English",
volume = "Part III",
series = "Lecture notes in computer science",
publisher = "Springer",
number = "6363",
pages = "595--602",
editor = "Tianzi Jiang and Nassir Navab and Pluim, {Josien P. W.} and Viergever, {Max A.}",
booktitle = "Medical Image Computing and Computer-Assisted Intervention - MICCAI 2010",
address = "Switzerland",
note = "null ; Conference date: 20-09-2010 Through 24-09-2010",
}
RIS
TY - GEN
T1 - A texton-based approach for the classification of lung parenchyma in CT images
AU - Gangeh, Mehrdad J.
AU - Sørensen, Lauge
AU - Shaker, Saher B.
AU - Kamel, Mohamed S.
AU - de Bruijne, Marleen
AU - Loog, Marco
N1 - Conference code: 13
PY - 2010
Y1 - 2010
N2 - In this paper, a texton-based classification system based on raw pixel representation along with a support vector machine with radial basis function kernel is proposed for the classification of emphysema in computed tomography images of the lung. The proposed approach is tested on 168 annotated regions of interest consisting of normal tissue, centrilobular emphysema, and paraseptal emphysema. The results show the superiority of the proposed approach to common techniques in the literature including moments of the histogram of filter responses based on Gaussian derivatives. The performance of the proposed system, with an accuracy of 96.43%, also slightly improves over a recently proposed approach based on local binary patterns.
AB - In this paper, a texton-based classification system based on raw pixel representation along with a support vector machine with radial basis function kernel is proposed for the classification of emphysema in computed tomography images of the lung. The proposed approach is tested on 168 annotated regions of interest consisting of normal tissue, centrilobular emphysema, and paraseptal emphysema. The results show the superiority of the proposed approach to common techniques in the literature including moments of the histogram of filter responses based on Gaussian derivatives. The performance of the proposed system, with an accuracy of 96.43%, also slightly improves over a recently proposed approach based on local binary patterns.
U2 - 10.1007/978-3-642-15711-0_74
DO - 10.1007/978-3-642-15711-0_74
M3 - Article in proceedings
VL - Part III
T3 - Lecture notes in computer science
SP - 595
EP - 602
BT - Medical Image Computing and Computer-Assisted Intervention - MICCAI 2010
A2 - Jiang, Tianzi
A2 - Navab, Nassir
A2 - Pluim, Josien P. W.
A2 - Viergever, Max A.
PB - Springer
Y2 - 20 September 2010 through 24 September 2010
ER -
