Electric vehicle detection and alarm method, device, equipment, medium and system
A technology for electric vehicles and detection frames, which is applied in image data processing, instrument, character and pattern recognition, etc., can solve the problems of poor detection accuracy of electric vehicles, and achieve the effect of reducing the false detection rate and improving the accuracy.
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Embodiment 1
[0074] figure 1 A schematic diagram of the electric vehicle detection process provided by the embodiment of the present invention, the process includes the following steps:
[0075] S101: Obtain an image in the monitoring area, input the image into the pre-trained electric vehicle detection model, detect the overall body detection frame and the local body detection frame of the vehicle in the image based on the electric vehicle detection model, and The overall detection frame of the vehicle body is used to determine the rough category information of the corresponding vehicle, and the local feature information of the corresponding vehicle is determined based on the partial detection frame of the vehicle body.
[0076] S102: Based on the rough category information of the vehicle and the local feature information of the vehicle, determine whether the vehicle is an electric vehicle.
[0077] The electric vehicle detection method provided in the embodiment of the present invention...
Embodiment 2
[0083]In order to make the electric vehicle detection more accurate, on the basis of the above-mentioned embodiments, in the embodiment of the present invention, the vehicle body part detection frame in the image is detected based on the electric vehicle detection model, and the vehicle body part detection frame is determined based on the vehicle body part detection frame. The local characteristic information of the corresponding vehicle includes:
[0084] Detecting the wheel detection frame of the vehicle in the image based on the electric vehicle detection model, and determining the wheel feature information corresponding to the wheel detection frame, wherein the wheel feature information includes large wheels, small wheels and miniature wheels;
[0085] The determining whether the vehicle is an electric vehicle based on the rough category information of the vehicle and the local feature information of the vehicle includes:
[0086] If it is determined that the rough categor...
Embodiment 3
[0092] In order to further make the electric vehicle detection more accurate, on the basis of the above-mentioned embodiments, in the embodiment of the present invention, the detection of the vehicle body part detection frame in the image based on the electric vehicle detection model includes:
[0093] Detecting the wheel detection frame, the lamp detection frame and the windshield detection frame of the vehicle in the image based on the electric vehicle detection model;
[0094] The determining whether the vehicle is an electric vehicle based on the rough category information of the vehicle and the local feature information of the vehicle includes:
[0095] Determine the electric vehicle detection confidence score according to the rough category information of the vehicle, the wheel feature information, and whether the headlight detection frame and the windshield detection frame are detected; determine whether the vehicle is detected according to the electric vehicle detection...
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