Effective heart rate measuring system capable of resisting natural motion of head
A kind of heart rate, natural technology, applied in the field of effective heart rate measurement system, can solve the problem of not requiring face, inactivity, measurement accuracy impact, etc.
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Embodiment 1
[0031] see image 3 , an efficient heart rate measurement system that resists natural head movements, comprising the following steps:
[0032] Step 1: Detect and track the face and facial feature points. The face detection is obtained by using the HOG (Histogram of Oriented Gradient) feature and the classifier SVM (Support Vector Machine), and then use the shape predictor to estimate Measure 68 feature points of the face. Face tracking uses the golden ratio of the standard human face to design a search box and narrow the search range to improve the tracking speed. The 68 feature points are distributed on the eyes, mouth, nose and face contour of the face, and the golden ratio map of the face ( image 3 ) must know that the width of a human face is about 5 eye widths W EYE , and the height is about 3 bridge lengths W N , the width of the right eye W RE =d(36,39), left eye width W LE =d(42,45),W EYE =0.5(W RE +W LE ); the height of the bridge of the nose W N =d(33,E), ...
Embodiment 2
[0049] The experiment was carried out on 15 test subjects respectively, and each test subject carried out 20 measurements, a total of 300 measurement results. The test subjects were all yellow people with different skin tones. The video uses a normal webcam with a resolution of 640x480. There are many variations and difficulties in these videos, including changes in camera angles and shooting distances, and the environment of the testees is disturbed by different degrees of light.
[0050] The heart rate C measured by the system i Heart rate G measured with a reference device i , Find the mean and standard deviation of all test records, and calculate C i with G i The correlation coefficient (correlation) and absolute error are as follows
[0051] Correlation coefficient:
[0052] Absolute error:
[0053] The optimal position is automatically selected from three ROI positions: the forehead and the left and right cheeks. In order to test this adaptive ROI technology, t...
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