Correlation filtering based end-to-end rapid pedestrian re-identification method
A technology of pedestrian re-identification and correlation filtering, which is applied in character and pattern recognition, instruments, computer components, etc., to achieve the effect of improving accuracy
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[0023] Such as Figure 1-5 As shown, the method provided by the invention specifically includes the following steps:
[0024] S1. Extract the color features and gradient direction histogram features of the target pedestrian picture and the picture containing the background and other pedestrians respectively; the color feature and gradient direction histogram feature extracted from the target pedestrian picture are used as positive sample feature data, including background and other pedestrians. The color features and gradient orientation histogram features extracted from pictures of other pedestrians are used as negative sample feature data;
[0025] S2. After performing Fourier transform on the positive and negative sample feature data, train the linear learner as the input training sample to obtain the linear correlation filter matrix of the target pedestrian;
[0026] S3. Scale the monitoring scene pictures at different scales, and then extract color features and gradient ...
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