Video-based detection and recognition system and method of vehicles
A vehicle detection and traffic technology, which is applied in the field of video-based traffic vehicle detection and recognition system, can solve the problems of low resolution accuracy and poor ability to distinguish traffic vehicles, etc., to expand the search step size, reduce image noise, and reduce search time. The effect of the step size
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Embodiment 1
[0054] A specific implementation manner of a video-based traffic vehicle detection and recognition system according to the present invention is given below, see figure 1 As shown, the video-based traffic vehicle detection and recognition system in this embodiment includes:
[0055] (1) Target feature database module 2, which stores the target feature database of traffic vehicle samples obtained according to the normalized type, angle type and vehicle type after pattern recognition training on the sample images of traffic vehicles, including a sample image preprocessing unit 21, The traffic vehicle sample image classification unit 22, the sample image feature extraction unit 23, the sample image pattern recognition training unit 24, and the target feature database storage unit 25, which are described in detail below.
[0056] The sample image preprocessing unit 21 cuts out the non-traffic vehicle sample image and the traffic vehicle sample image from the traffic video, and performs i...
Embodiment 2
[0079] On the basis of the foregoing embodiment, in step ② of the traffic vehicle detection and identification method, a specific method may also be used to detect the moving target area. In the step ③, the size of the moving target area can be approached by sequentially expanding the search window. The specific steps are as follows:
[0080] ②Read the traffic video image sequence, and the process of detecting the moving target area from the traffic video image sequence is as follows, see image 3 Shown:
[0081] T01: Read traffic video image sequence and perform relief calculation. The principle of relief calculation is to perform difference calculation between a pixel of the image and the adjacent upper left pixel plus a constant (in order to maintain the gray level of the image, the constant here Can be set to 128) to increase the brightness of dark areas. After performing the relief operation, the Gaussian mixture model is then used to model the background of the traffic vide...
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