Urban traffic scene vehicle detection method based on robust mixed Gaussian model
A hybrid Gaussian model, urban traffic technology, applied in the field of vehicle detection in complex urban traffic scenarios, and can solve problems such as traffic congestion
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[0041] Below in conjunction with specific implementation scheme, this technical scheme is further described:
[0042] A vehicle detection method in an urban traffic scene based on a robust mixed Gaussian model, comprising the following steps:
[0043] Step 1: Use the traditional mixed Gaussian model method to train the model with a learning rate based on the number of frames, and quickly obtain an ideal urban traffic scene background model:
[0044] Using a Gaussian mixture distribution to model the pixel value of each pixel over time, the pixel value of each pixel over time at position (x, y) can be expressed as {X 1 ,...,X t},X i =I(x,y,i). Here I(x,y,i) represents the gray value or color value at the position (x,y) of the i-th frame, i∈[1,t], each The pixels are modeled by a mixed Gaussian model composed of K (k is generally 3-5) Gaussian distributions, namely
[0045] f ( X t ) ...
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