Non-contact heart rate monitoring method and system
A heart rate monitoring, non-contact technology, applied in the measurement of pulse rate/heart rate, diagnostic recording/measurement, medical science, etc., can solve problems such as inability to calculate heart rate
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Embodiment 1
[0067] Such as Figure 1-2 As shown, the present invention provides a non-contact heart rate monitoring method, the method is executed by a computer, the method includes S1-S5:
[0068] S1, monitor the face from the facial video and determine two ROI regions through facial feature point positioning and face detection algorithm;
[0069] S2. Construct a spatiotemporal representation block and a spatial frequency representation block based on the facial videos corresponding to the two ROI regions;
[0070] S3. Perform feature extraction and dimensionality reduction on the spatiotemporal representation block through a 3D CNN to obtain a one-dimensional feature vector corresponding to the spatiotemporal representation block, and perform feature extraction and dimensionality reduction on the spatial frequency representation block through another 3D CNN to obtain the corresponding spatial frequency represents the one-dimensional feature vector of the block;
[0071] S4. Perform fe...
Embodiment 2
[0123] The present invention also provides a non-contact heart rate monitoring system, including a face monitoring module, an ROI area screening module, a spatiotemporal representation block generation module, a spatial frequency representation block generation module, and a multi-channel feature fusion heart rate monitoring network module;
[0124] The human face monitoring module is used to monitor the human face in the facial video, and monitor the coordinates of facial feature points;
[0125] The ROI region screening module is used to filter out two regions as ROI regions from the coordinates of facial feature points;
[0126] The spatio-temporal representation block generation module includes a time-domain signal extraction unit and a spatio-temporal sub-block construction unit; the time-domain signal extraction unit is used to adjust the resolution of the facial video corresponding to the ROI area to H ROI1 *W ROI1 and H ROI2 *W ROI2 , to obtain the time domain signa...
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