Smartphone based automatic organ validation in ultrasound video

Vaish, Pallavi and Bharath, R and P, Rajalakshmi (2017) Smartphone based automatic organ validation in ultrasound video. In: 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC, 11-15 July, 2017, International Convention Center (ICC)Jeju Island; South Korea.

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Abstract

Telesonography involves transmission of ultrasound video from remote areas to the doctors for getting diagnosis. Due to the lack of trained sonographers in remote areas, the ultrasound videos scanned by these untrained persons do not contain the proper information that is required by a physician. As compared to standard methods for video transmission, mHealth driven systems need to be developed for transmitting valid medical videos. To overcome this problem, we are proposing an organ validation algorithm to evaluate the ultrasound video based on the content present. This will guide the semi skilled person to acquire the representative data from patient. Advancement in smartphone technology allows us to perform high medical image processing on smartphone. In this paper we have developed an Application (APP) for a smartphone which can automatically detect the valid frames (which consist of clear organ visibility) in an ultrasound video and ignores the invalid frames (which consist of no-organ visibility), and produces a compressed sized video. This is done by extracting the GIST features from the Region of Interest (ROI) of the frame and then classifying the frame using SVM classifier with quadratic kernel. The developed application resulted with the accuracy of 94.93% in classifying valid and invalid images.

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IITH Creators:
IITH CreatorsORCiD
P, RajalakshmiUNSPECIFIED
Item Type: Conference or Workshop Item (Paper)
Subjects: Electrical Engineering
Divisions: Department of Electrical Engineering
Depositing User: Team Library
Date Deposited: 06 Nov 2017 04:10
Last Modified: 06 Nov 2017 04:10
URI: http://raiith.iith.ac.in/id/eprint/3645
Publisher URL: https://doi.org/10.1109/EMBC.2017.8037804
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