Method for routinely inspecting illegal parking through unmanned aerial vehicles based on neural network model

Abstract

The invention discloses a method for routinely inspecting illegal parking through unmanned aerial vehicles based on a neural network model and belongs to the field of artificial intelligence technology. Based on an image identification algorithm in deep learning, a specific deep learning model is trained and is applied to an unmanned aerial vehicle system, and detection of illegal parking behaviors in parking lots is achieved. The method comprises the following steps that image information of parking places is acquired, and a parking data set is calibrated; the parking data set obtained in thestep S1 is utilized to train neural network model parameters; the trained neural network model is used for identifying and classifying video images acquired by the unmanned aerial vehicles, classification categories correspond to parking data set calibration targets; the unmanned aerial vehicles send images shot during cruising to a control center, and the control center judges whether parking isillegal or not based on the image identification algorithm and sends corresponding control instructions to the unmanned aerial vehicles. The method integrates an image identification technology and the unmanned aerial vehicle system, can constantly optimize a management structure and achieves intelligent management of large parking lots.

Description

technical field [0001] The invention relates to the technical field of artificial intelligence, in particular to a neural network model-based method for inspecting illegal parking by drones. Background technique [0002] With the rapid development of the city, there are more and more urban vehicles, and the problem of parking difficulties is becoming more and more prominent, followed by the continuous expansion of the scale of the parking lot. With the ever-expanding parking lot construction, various problems caused by parking in the parking lot are becoming more and more prominent, and parking management becomes more complicated. Especially in the open-air parking lot, various unreasonable parking phenomena are common. Illegal parking has brought a lot of trouble to people's travel. If a car is blocked on the road or parked in an incorrect position, it may cause the vehicles behind to pass normally. Case. However, due to the continuous expansion of the scale of the parkin...

AI Technical Summary

Problems solved by technology

With the ever-expanding parking lot construction, various problems caused by parking in the parking lot have become increasingly prominent, and parking management has become more complicated

Especially in the open-air parking lot, various unreasonable parking phenomena are common. Illegal parking has brought a lot of trouble to people's travel. If a car is blocked on the road or parked in an incorrect position, it may cause the vehicles behind to pass normally. Case

However, due to the continuous expansion of the scale of the parking lot, the traditional manual inspection, manual command and manual management are far from meeting the needs of large parking lots.

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