the usage of optical flow algorithm to the problem of recovery contour of the left ventricle of the...

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The usage of optical ow algorithm to the problem of recovery contour of the left ventricle of the human heart on the ultrasound image data Reporters Mukhtarov A.A. – student at Automation and Information Technology department Zyuzin V.V. – senior lecturer at Automation and Information Technology department Porshnev S.V. – DScTech, professor of Automation and Information Technology department Bobkova A.O. - Ph.D., associate professor at Automation and Information Technology department Labutina A.A. - student at Automation and Information Technology department

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Page 1: The Usage of Optical Flow Algorithm to the Problem of Recovery Contour of the Left Ventricle of the Human Heart on the Ultrasound Image Data

The usage of optical flow algorithm to the problem of recovery contour of the left ventricle of the human heart on

the ultrasound image data

ReportersMukhtarov A.A. – student at Automation and Information Technology department 

Zyuzin V.V. – senior lecturer at Automation and Information Technology department Porshnev S.V. – DScTech, professor of Automation and Information Technology

departmentBobkova A.O. - Ph.D., associate professor at Automation and Information Technology

departmentLabutina A.A. - student at Automation and Information Technology department 

Page 2: The Usage of Optical Flow Algorithm to the Problem of Recovery Contour of the Left Ventricle of the Human Heart on the Ultrasound Image Data

Optical flow algorithm to the problem of recovery LV contour Mukhtarov A.A.

Statement of the Problem

The example of ultrasound image of the heart with the expert contour of LV

Page 3: The Usage of Optical Flow Algorithm to the Problem of Recovery Contour of the Left Ventricle of the Human Heart on the Ultrasound Image Data

Statement of the Problem

Optical flow algorithm to the problem of recovery LV contour Mukhtarov A.A.

Page 4: The Usage of Optical Flow Algorithm to the Problem of Recovery Contour of the Left Ventricle of the Human Heart on the Ultrasound Image Data

Kanade-Lukas-Tomasi

BlockSize parameter application, a) the last frame under the value of [11x11], b) the last frame under a value of

[61x61].

a) b)

Optical flow algorithm to the problem of recovery LV contour Mukhtarov A.A.

Page 5: The Usage of Optical Flow Algorithm to the Problem of Recovery Contour of the Left Ventricle of the Human Heart on the Ultrasound Image Data

Kanade-Lukas-Tomasi

The NumPyramidLevels parameter usage, a) the last frame 0 value of the parameter, b) the last frame with 5 value of

the parameter.

a) b)

Optical flow algorithm to the problem of recovery LV contour Mukhtarov A.A.

Page 6: The Usage of Optical Flow Algorithm to the Problem of Recovery Contour of the Left Ventricle of the Human Heart on the Ultrasound Image Data

Kanade-Lukas-Tomasi

Optical flow algorithm to the problem of recovery LV contour Mukhtarov A.A.

Page 7: The Usage of Optical Flow Algorithm to the Problem of Recovery Contour of the Left Ventricle of the Human Heart on the Ultrasound Image Data

The quality contouring parameters

Optical flow algorithm to the problem of recovery LV contour Mukhtarov A.A.

Page 8: The Usage of Optical Flow Algorithm to the Problem of Recovery Contour of the Left Ventricle of the Human Heart on the Ultrasound Image Data

Compare contouring methods

Optical flow algorithm to the problem of recovery LV contour Mukhtarov A.A.

Page 9: The Usage of Optical Flow Algorithm to the Problem of Recovery Contour of the Left Ventricle of the Human Heart on the Ultrasound Image Data

Optical flow algorithm to the problem of recovery LV contour Mukhtarov A.A.

Page 10: The Usage of Optical Flow Algorithm to the Problem of Recovery Contour of the Left Ventricle of the Human Heart on the Ultrasound Image Data

ConclusionsThis paper studied the optic flow method as a semi-automatic

contouring algorithm. The Kanade-Lucas-Tomasi algorithm is applied to tracking points of the contour on the video sequence. The parameters of the algorithm are analyzed and those were chosen, that allow more accurate delineation of the left ventricle.

The visual and qualitative characteristic of contouring results are obtained using this algorithm. The program was developed that allows cardiologists to use this algorithm and provide the assessments of the construction quality.

Based on the results of the contour construction, it is possible to conclude that this algorithm could preferally be used in the solution of the LV contouring problem.

Optical flow algorithm to the problem of recovery LV contour Mukhtarov A.A.

Page 11: The Usage of Optical Flow Algorithm to the Problem of Recovery Contour of the Left Ventricle of the Human Heart on the Ultrasound Image Data

Thank you for attention

Optical flow algorithm to the problem of recovery LV contour Mukhtarov A.A.