Image-based two-passenger one-dangerous vehicle detection method and device
A vehicle detection and image technology, applied in the field of vehicle detection, to ensure the effect of inspection and detection
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specific Embodiment 1
[0039] An image-based two-passenger and one-dangerous vehicle detection method of the present invention, such as figure 1 shown, including the following steps:
[0040] S1. Establish a vehicle information database of passenger cars and trucks belonging to two passengers and one dangerous vehicle;
[0041] S2. Detect the target vehicle from the real-time image, and identify the license plate, brand and type of the target vehicle;
[0042] S3. Compare the target vehicle information with the passenger car and truck vehicle information in the database, and determine whether the target vehicle belongs to the passenger car and truck type with two passengers and one hazard; if the target vehicle belongs to the passenger car type with two passengers and one hazard, output the target vehicle information, to track;
[0043] S4. If the target vehicle belongs to the truck type with two passengers and one dangerous goods, determine whether there is a dangerous goods mark on the target ve...
specific Embodiment 2
[0088] An image-based two-passenger and one-dangerous vehicle detection method of the present invention, such as figure 2 shown, including the following steps:
[0089] Q1. Collect images of the target vehicle in real time, and identify the license plate and brand of the target vehicle from the image;
[0090] Q2. Compare the license plate information of the target vehicle with the passenger vehicle information in the database belonging to Liangke; judge whether the target vehicle belongs to Liangke according to the comparison result; if so, output the passenger vehicle information for control; if No, go to the next step;
[0091] Q3. Compare the license plate information of the target vehicle with the information of the trucks and vehicles belonging to the first danger in the database; judge whether the target vehicle belongs to the first danger vehicle according to the comparison result; if not, it does not belong to the first danger vehicle, and output the truck vehicle ...
specific Embodiment 3
[0095] An image-based two-passenger-one-danger vehicle detection device of the present invention includes an image acquisition module, a vehicle detection module, a license plate recognition module, a vehicle brand recognition module, and a dangerous goods mark detection module connected in sequence.
[0096] The image collection module is used to collect the image of the vehicle, and the vehicle detection module uses deep learning method to identify the vehicle information in the image.
[0097] The license plate recognition module is used to recognize the license plate of the recognized vehicle by using a traditional method combined with a deep learning method; the deep learning method includes using at least one convolutional neural network to identify the vehicle license plate in the image, and correcting the license plate in combination with a perspective transformation matrix.
[0098] The vehicle brand recognition module adopts the classification neural network to identi...
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