Key result
A novel image processing technique using Fractional differential, improved Canny edge detection, and Fourier descriptors successfully extracted left ventricular contours and corrected non-functional cardiac movements.
Why the study?
Omnidirectional M-mode echocardiograms provide a method for heart functional analyses, but sharpening object edges and extracting left ventricular contours accurately across frames remains an image-processing challenge.
A novel image processing technique using fractional differential and Fourier descriptors improves the extraction of left ventricular contours from echocardiograms.
The omnidirectional M-mode echocardiogram provides a new method for human heart functional analyses. In this article, to sharpen object edges, we designed image processing kernel based on Fractional differential for image enhancement. After that, the contour of the left ventricle in a short axis is first extracted using both an improved Canny edge detection algorithm and the gray level searching algorithm in the radial direction as auxiliary. The modified Canny edge detection algorithm with the matching method between adjacent frames then is adopted for the subsequent frames to extract the left ventricular contours. The non-functional movements in the B-ultrasonic plane are determined by using the movement extracting method based on Fourier descriptors and the mass center with the inertia axis method, and the movements are removed from a compound motion. The Fourier descriptors are applied to get a series of image contour curves with the principal translation and rotation. Hence the curve of the cardiac motion can accurately show functional movements in any location of the heart. Using our technique, we can reduce multi-lines and excursion, as well as correct the omnidirectional M-mode echocardiography.
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Wang et al. (2021) studied Echocardiography image processing (n=1). Fractional differential and improved Canny edge detection with Fourier Descriptor analysis was evaluated on Extraction of left ventricular contours and correction of non-functional movements. A novel image processing technique using Fractional differential, improved Canny edge detection, and Fourier descriptors successfully extracted left ventricular contours and corrected non-functional cardiac movements.
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