A kind of detection method and application of human biological living body based on subcutaneous blood flow detection
A technology of living body detection and blood flow, applied in the field of biometric identification, can solve the problems of poor user experience, usability and reliability need to be improved, and it is difficult to meet practical application requirements, and achieves the effect of high reliability and low cost.
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Embodiment 1
[0088] A blood flow-based biometrics living detection method, the steps are as follows:
[0089] (1) Extraction of Classifiable Signals
[0090] First, the position of the sample in the video is determined by using the corresponding method in the original video, such as face detection in complex background. From the video where the sample position has been located, select the skin area corresponding to the sample as the ROI, such as figure 2 shown. In each frame of image, the gray value of the red, green and blue channels of the image is taken, and the video is converted into the corresponding floating-point digital sequence. A fixed-length digital sequence (200 frames) is extracted to form the original signal, as described in formula ①. The original signal is detrended and fluctuated to obtain a classifiable signal. The final classifiable signal has a total of 600 dimensions.
[0091] The specific steps for extracting the classifiable signal above are as follows:
[00...
Embodiment 2
[0133] A method for detecting human biological living body based on subcutaneous blood flow detection, the steps are as follows:
[0134] Change the video sampling frequency in Example 1 to 15fps (15 frames per second), change the number of sample frames to 100, change the input node of the first layer RBM in Example 1 to 100, and use the same network as Example 1 for others The structure and method can achieve the same recognition effect.
Embodiment 3
[0136] A method for detecting human biological living body based on subcutaneous blood flow detection, the steps are as follows:
[0137] Using the same video sampling frequency and detection method as the embodiment, the network structure in the embodiment 1 is changed to 6 layers, and the input and output nodes of each layer are: the first layer of RBM, 200 input nodes, and 5000 output nodes; the second layer of RBM , 5000 input nodes, 2000 output nodes; third-layer RBM, 2000 input nodes, 200 output nodes; fourth-layer RBM, 200 input nodes, 50 output nodes; fifth-layer RBM, 50 input nodes, 10 output nodes; sixth Layer RBM, 10 input nodes, 1 output node. The same identification effect as in Embodiment 1 can also be achieved.
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