Deep learning classroom analysis system and method based on container technology

Abstract

The invention relates to a deep learning classroom analysis system based on a container technology. The system is connected with a camera for acquiring video data and detecting different classroom actions and / or sounds; according to the system, basic container mirror images of different environments are constructed for different deep learning algorithms, thereby forming different detecting containers for detecting different classroom actions and sound; the system comprises a logic control layer which comprises a front-end display module used for front-end interaction, a logic control module used for obtaining video data, and a communication interface layer module used for transmitting information; a container layer which is used for managing and scheduling various detection containers; anda hardware layer which is used for providing hardware resources required by the system, and compared with the prior art, the container technology used by the invention solves the problem of consistency of a development environment and a deployment environment, and can greatly improve the development efficiency of a deep learning developer.

Description

technical field [0001] The present invention relates to the technical field of artificial intelligence, in particular to a deep learning classroom analysis system and method based on container technology. Background technique [0002] The detection of student behavior based on the classroom scene is an important part of the follow-up teaching analysis, which can effectively help schools improve the quality of teaching. Deep learning algorithms have developed rapidly in recent years and are especially suitable for processing image data. The classroom analysis system based on deep learning technology can automatically analyze the different actions of these students, such as raising hands, standing, sleeping, yawning and other actions. However, different action detection requires different deep learning environments, and how to effectively integrate these different environments is also a research topic for many researchers; moreover, different deep learning algorithms also req...

AI Technical Summary

Problems solved by technology

[0005] The purpose of the present invention is to provide a deep learning classroom analysis system and method based on container technology that solves the problem of consistency between the development environment and the deployment environment in order to overcome the above-mentioned defects in the prior art

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