Title :
Ultrasonic Liver Characterization Using Phase Congruency
Author :
Cao, Guitao ; Shi, Pengfei ; Hu, Bing
Author_Institution :
Inst. of Image Process. & Pattern Recognition, Shanghai Jiao Tong Univ.
Abstract :
Feature extraction plays an important role in the whole process of liver characterization. Because the ultrasonic scanner in use can be adjusted by different clinicians to produce optimal images, the ultrasound images captured sometimes can be greatly influenced by machine settings and further impact the classification result. In this paper, some experiments are made to try to extract the liver features using the 2D phase congruency, which invariant to changes in intensity or contrast, to try to avoid those problems. The effectiveness of our method tested on three classes of liver images shows the potential for physicians to quantify liver status in clinical diagnosis
Keywords :
biomedical ultrasonics; feature extraction; liver; medical image processing; 2D phase congruency; clinical diagnosis; feature extraction; machine settings; ultrasonic liver characterization; Attenuation; Biopsy; Cells (biology); Clinical diagnosis; Feature extraction; Liver diseases; Radiofrequency identification; Support vector machines; Testing; Ultrasonic imaging; Phase congruency; liver; support vector machines; tissue characterization;
Conference_Titel :
Engineering in Medicine and Biology Society, 2005. IEEE-EMBS 2005. 27th Annual International Conference of the
Conference_Location :
Shanghai
Print_ISBN :
0-7803-8741-4
DOI :
10.1109/IEMBS.2005.1615951