Title :
Simultaneous speckle reduction of echocardiography frame sequence using PCA
Author :
Jalali, Mohammad ; Behnam, Hamid ; Gifani, Parisa ; Sani, Zahra Alizadeh
Author_Institution :
Dept. of Biomed. Eng., Iran Univ. of Sci. & Technol., Tehran, Iran
Abstract :
By development of ultrasound technology, ultrasonic imaging has become a frequently used diagnostic tool. The main benefit for this system is real-time imaging and being safe compared to other methods of imaging like Magnetic Resonance Imaging (MRI). A challenging issue for ultrasonic imaging is low quality due to naturally inherited speckle noise. In this paper, we have proposed an accurate despeckling method which uses temporal information of echocardiography frames instead of spatial characteristics to reduce speckle in each frame. Data matrix is formed by placing Intensity Variation Time Curves (IVTC) as columns and change in the basis of information is done by Principal Component Analysis (PCA). This method is faster than other reported methods and also does not have the deficiency of image blurring contrary to most other techniques. Results for this technique are evaluated both quantitatively, using evaluation criteria and qualitatively from the viewpoint of an expert.
Keywords :
echocardiography; image denoising; image restoration; image sequences; medical image processing; principal component analysis; speckle; ultrasonic imaging; MRI; PCA; accurate despeckling method; data matrix; diagnostic tool; echocardiography frame sequence; evaluation criteria; image blurring; intensity variation time curves; magnetic resonance imaging; naturally inherited speckle noise; principal component analysis; real-time imaging; simultaneous speckle reduction; ultrasonic imaging; ultrasound technology; Echocardiography; Image edge detection; Principal component analysis; Signal to noise ratio; Speckle; Ultrasonic imaging; Intensity Variation Time Curves; echocardiography; image enhancement; principle component analysis; speckle noise;
Conference_Titel :
Electrical Engineering (ICEE), 2014 22nd Iranian Conference on
Conference_Location :
Tehran
DOI :
10.1109/IranianCEE.2014.6999843