Paper Abstract and Keywords |
Presentation |
2011-12-16 14:25
Improving Iterative Randomized Hough Transform for Automatic Detection of Fetal Head from Ultrasound Images Rong Xu, Jun Ohya, Bo Zhang (Waseda Univ.), Yoshinobu Sato (Osaka Univ.), Masakatsu G. Fujie (Waseda Univ.) |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this paper, we propose an improved iterative randomized Hough transform (IRHT) method to detect fetal head automatically in ultrasound images. With the update of region of interest (ROI) in the IRHT method, the noise pixels are gradually excluded from the region of interest during iteration process, and the estimation becomes progressively close to the target. In order to enhance the efficiency and stability of this algorithm, we consider introducing the number (N) of pixels on the detected ellipses, and select the ellipse with the maximal number of the pixels on the ellipse as the result for each iteration, which is selected from the top-M peaks in the accumulators of the whole detected ellipse samples. The experiments on fetal ultrasound images demonstrate that the proposed method achieves more robust and accurate results, and has a better performance for fetal head detection than the IRHT method. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Fetal Ultrasound Image / Fetal Head Detection / Ellipse Detection / Iterative Randomized Hough Transform / / / / |
Reference Info. |
ITE Tech. Rep. |
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Conference Information |
Committee |
IEICE-CS IPSJ-AVM BCT IEICE-IE |
Conference Date |
2011-12-15 - 2011-12-16 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Nagoya Univ. |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Image Conding, Streaming, etc. |
Paper Information |
Registration To |
IEICE-IE |
Conference Code |
2011-12-CS-AVM-BCT-IE |
Language |
English |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Improving Iterative Randomized Hough Transform for Automatic Detection of Fetal Head from Ultrasound Images |
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Keyword(1) |
Fetal Ultrasound Image |
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Fetal Head Detection |
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Ellipse Detection |
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Iterative Randomized Hough Transform |
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1st Author's Name |
Rong Xu |
1st Author's Affiliation |
Waseda University (Waseda Univ.) |
2nd Author's Name |
Jun Ohya |
2nd Author's Affiliation |
Waseda University (Waseda Univ.) |
3rd Author's Name |
Bo Zhang |
3rd Author's Affiliation |
Waseda University (Waseda Univ.) |
4th Author's Name |
Yoshinobu Sato |
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Osaka University (Osaka Univ.) |
5th Author's Name |
Masakatsu G. Fujie |
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Waseda University (Waseda Univ.) |
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Date Time |
2011-12-16 14:25:00 |
Presentation Time |
25 minutes |
Registration for |
IEICE-IE |
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Volume (vol) |
vol.35 |
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