TY - GEN
T1 - A system for tissue characterization and quantification of calcium regions in intravascular ultrasound
AU - Santos Filho, E.
AU - Saijo, Y.
AU - Yambe, T.
AU - Tanaka, A.
AU - Iwamoto, T.
AU - Li, S.
AU - Yoshizawa, M.
PY - 2006
Y1 - 2006
N2 - This paper presents a combination of signal processing and image processing techniques for automatic segmentation and characterization of intravascular ultrasound images. This system is comprised of two modules, the tissue characterization module and the calcium quantification module. The tissue characterization module is based on classification of RF signal performed by a self-organizing map (SOM) previously trained. The calcium quantification module, using the image generated by the envelop of the RF signal, performs an adaptive thresholding based on the Otsu's method. The thresholding process is followed by the analysis of the acoustic shadow regime of the input image which permits to distinguish calcification regions from other small bright regions that, usually, still remain in the image after the thresholding processing.
AB - This paper presents a combination of signal processing and image processing techniques for automatic segmentation and characterization of intravascular ultrasound images. This system is comprised of two modules, the tissue characterization module and the calcium quantification module. The tissue characterization module is based on classification of RF signal performed by a self-organizing map (SOM) previously trained. The calcium quantification module, using the image generated by the envelop of the RF signal, performs an adaptive thresholding based on the Otsu's method. The thresholding process is followed by the analysis of the acoustic shadow regime of the input image which permits to distinguish calcification regions from other small bright regions that, usually, still remain in the image after the thresholding processing.
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U2 - 10.1109/ULTSYM.2006.333
DO - 10.1109/ULTSYM.2006.333
M3 - Conference contribution
AN - SCOPUS:78649368079
SN - 1424402018
SN - 9781424402014
T3 - Proceedings - IEEE Ultrasonics Symposium
SP - 1294
EP - 1297
BT - 2006 IEEE International Ultrasonics Symposium, IUS
ER -