Crowd density estimation identification and early warning method
A crowd density and crowd technology, applied in the field of computer vision, can solve the problems of increased accident-inducing factors, long stay time, and increased difficulty of crowd safety management, achieving the effect of low loss of life and property safety and increased speed
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Embodiment 1
[0036] A recognition and early warning method for crowd density estimation, comprising the following steps:
[0037] 1), the collection and storage of crowd images:
[0038] Use the camera device to take pictures in real time of a specific area, and control the camera device to take a group of pictures every hour, then collect multiple groups of captured images through the image collection module, and finally complete the image storage module for multiple groups of images storage;
[0039] 2) Detection of crowd avatar density:
[0040] Firstly, the face recognition module is used to recognize and analyze the faces of multiple groups of captured images, and then the face density detection module is used to complete the detection of the density of crowd heads in the image, so that the crowd density of the images taken every hour can be determined ;
[0041] 3) Image comparison of crowd density:
[0042] Through the image comparison module, the density results of the head por...
Embodiment 2
[0052] A recognition and early warning method for crowd density estimation, comprising the following steps:
[0053] 1), the collection and storage of crowd images:
[0054] The camera device is used to take pictures of specific areas in real time, and the camera device is controlled to take a group of pictures every half an hour, and then the image collection module collects multiple groups of captured images, and finally the image storage module completes the multiple groups of pictures image storage;
[0055] 2) Detection of crowd avatar density:
[0056] First, face recognition and analysis are performed on multiple groups of captured images through the face recognition module, and then the face density detection module is used to complete the detection of the head portrait density of the crowd in the image, so that the image crowd taken every half an hour can be determined density;
[0057]3) Image comparison of crowd density:
[0058] Through the image comparison mod...
Embodiment 3
[0068] A recognition and early warning method for crowd density estimation, comprising the following steps:
[0069] 1), the collection and storage of crowd images:
[0070] The camera device is used to take pictures of specific areas in real time, and the camera device is controlled to take a group of pictures every fifteen minutes, and then the image collection module collects multiple groups of captured images, and finally the image storage module completes the multiple groups of pictures image storage;
[0071] 2) Detection of crowd avatar density:
[0072] Firstly, the face recognition module is used to recognize and analyze the faces of multiple groups of captured images, and then the face density detection module is used to complete the detection of the head portrait density of the crowd in the image, so that the crowd of images taken every fifteen minutes can be determined density;
[0073] 3) Image comparison of crowd density:
[0074] Through the image comparison...
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