Non-perception face image acquisition method and system
A face image and collection method technology, applied in the field of deep learning and computer vision, can solve the problems of low efficiency, waste of detection resources and time, and difficulty in obtaining the face avatars of all students, achieving high detection efficiency and strong practicability. Effect
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Embodiment 1
[0031] Embodiment 1, a kind of non-perceptual face image collection method, comprises:
[0032] Step S1, using a fixed-installed panoramic camera to take a panoramic view of the classroom at a fixed angle and a fixed focal length, and the classroom is an area to be detected. The people to be detected in the classroom face the same direction, and the panoramic image taken by the panoramic camera covers all the people to be detected.
[0033] Use the Mask R-CNN target detection algorithm to detect the position of the human body in the panorama. Input the panorama to the MaskR-CNN target detection algorithm, and detect 80 categories of object results. Each object result contains the object's class label and bounding box information, etc. Select the human body bounding box vector b with the class label "person" from the output of the Mask RCNN target detection algorithm i =[y 1i ,x 1i ,y 2i ,x 2i ],like figure 1 shown, where (x 1i ,y 1i ) represents the image coordinates...
Embodiment 2
[0041] Example 2, such as Figure 4 As shown, a non-perceptual face image acquisition system includes a panoramic camera, a PTZ camera and a server, and the server includes a human body detection module, a PTZ camera motion control module and a face angle screening module.
[0042] The panoramic camera is used as a master camera, and the PTZ camera is used as a slave camera, forming a master-slave dual-camera. The panoramic camera and the PTZ camera are installed right in front of the classroom, and the persons to be detected in the classroom face the same direction. The panoramic camera is installed at a fixed position in the classroom along a fixed angle with a fixed focal length, and the panoramic image taken by the panoramic camera covers all persons to be detected.
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