Vehicle identification and detection method and system, computer equipment, storage medium and terminal

Abstract

The invention belongs to the technical field of vehicle information detection, and discloses a vehicle identification and detection method and system, computer equipment, a storage medium and a terminal. The vehicle identification and detection method comprises the steps that sample data in an actual traffic environment is collected; the training set sample images are preprocessed; a basic module of a GhostNet, GhostModule, is constructed, ; a basic structure of the GhostNet, namely GhostBottleneck is constructed; a GhostNet network overall architecture used for vehicle identification is constructed; a GhostNet network structure is trained; the trained network is carried in a vehicle-mounted system; and the vehicle input by the camera is classified and identified. According to the method, the neural network capable of effectively identifying the vehicle target is trained through a method that vehicle-mounted computing resources are occupied as little as possible and the training time is as short as possible, the computing resources of a vehicle-mounted system are effectively saved, and the robustness of the vehicle identification network is improved.

Description

technical field [0001] The invention belongs to the technical field of vehicle information detection, and in particular relates to a vehicle identification and detection method, system, computer equipment, storage medium and terminal. Background technique [0002] At present, with the development of economy and technology, people's quality of life is gradually improving, and the number of private cars is increasing. However, there are more and more traffic violations and violations on the road, and there are more and more incidents such as forged license plates, hit and run, vehicle violations, vehicle theft, etc. every year. In order to meet the needs of my country's modern intelligent transportation construction, the regulation of vehicles on the road and the strengthening of people's concept of safe driving, so the research on vehicle identification technology is very important. [0003] Ning Jun and other authors proposed a vehicle recognition algorithm based on improve...

AI Technical Summary

Problems solved by technology

[0010] Aiming at the problems existing in the existing vehicle identification technology, the present invention provides a vehicle identification detection method, system, computer equipment, storage medium and terminal, especially relates to a vehicle identification detection method based on GhostNet's lightweight deep learning network, System, computer equipment, storage medium and terminal, aiming to solve the problem of using on-board computing resources in existing vehicle identification and detection systems

Images