Real time driver fatigue warning system based on multi-source information fusion
A multi-source information fusion and driver fatigue technology, applied in the direction of instruments, character and pattern recognition, computer components, etc., can solve the problems of high computational complexity, sensitive target rotation, and lack of real-time performance, and achieve computing The effect of small amount, good robustness, and improved speed and accuracy
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[0058] The present invention will be described in detail below with reference to the accompanying drawings and examples.
[0059] like figure 1 Shown: Randomly extract the dataset {X + ,X -}, construct positive and negative samples; use Haar feature extraction for samples to obtain M features, and use online learning to iteratively optimize the objective function along the steepest ascending gradient of positive samples and the steepest descending gradient of negative samples, adaptively Select features with strong classification ability to obtain a robust integrated classifier;
[0060] like figure 2 image 3 Shown:
[0061] Step1. The driver's face video is acquired in real time by the infrared camera, and the video is converted into an image sequence and transmitted to the controller through the video acquisition module;
[0062] Step2. The controller adopts the image network analysis algorithm to realize face detection, and first performs median filtering and histog...
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