Road monitoring method and system and electronic equipment

Abstract

The application discloses a road monitoring method based on object re-identification with a channel attention mechanism. The method comprises the following steps: acquiring a first streetscape image and a second streetscape image at a predetermined time interval; respectively inputting the first streetscape image and the second streetscape image into a convolutional neural network to obtain a first feature map and a second feature map; respectively inputting the first feature map and the second feature map into a channel attention network to obtain a first channel feature vector and a second channel feature vector; respectively fusing the first feature map and the first channel feature vector to obtain a first fused feature map and fusing the second feature map and the second channel feature vector to obtain a second fused feature map; cascading the first fusion feature map and the second fusion feature map according to channels to obtain a classification feature map; and classifying the classification feature map by a classification function to obtain a classification result. Therefore, on the basis of the channel attention mechanism, whether the streetscape image includes the monitoring result of the object violating the road management regulation or not is accurately obtained.

Description

technical field [0001] The present application relates to the technical field of artificial intelligence, and more specifically, relates to a road monitoring method, system and electronic equipment based on object re-identification with a channel attention mechanism. Background technique [0002] "Smart city" effectively integrates information technology with advanced urban management and service concepts, and provides cities with more convenient, efficient, and flexible public management innovations through digital network management of the city's geography, resources, environment, and economy. service mode. [0003] In the field of urban management, it is necessary to monitor roads to detect objects that violate road management regulations. Manage the tables and chairs that are placed, and the umbrellas that are privately set up on both sides of the road. [0004] At present, the monitoring of objects violating street management regulations is carried out by the urban ma...

AI Technical Summary

Problems solved by technology

[0004] At present, the monitoring of objects violating street management regulations is carried out by the urban management department, which is inefficient and difficult to supervise

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