The Role of Artificial Intelligence Algorithms in English Education in Colleges and Universities and Their Teaching Strategies

The rapid development of arti icial intelligence algorithms makes them play an important auxiliary role in college English education.This paper deeply analyzes the application of arti icial intelligence algorithms in English education in colleges and universities, and constructs a method of analyzing students' behavior in college and university English classrooms with computer vision as the algorithmic representative, which assists teachers to understand the state of students in the whole classroom.YOLOv7 network carries out multi-target detection in the classroom and improves the network for the de iciencies in the classroom environment.The improved K-means algorithm is then introduced to improve the DeepSORT multi-target tracking algorithm.Obtain the surveillance video data in the English classroom of Q college and build the dataset by itself, and design different experiments to verify the effectiveness of this paper's algorithm respectively.Finally, the classroom behavior analysis method based on computer vision in this paper is applied to teaching practice to explore the practical application effect of the method.The results show that the improved method of this paper can signi icantly improve the performance of the target detection and tracking model, and the application of this paper's method to the classroom time can accurately capture the classroom state of different students, and assist teachers in formulating different teaching strategies according to different classroom stages.

Publication Details

Journal
Journal of Combinatorial Mathematics and Combinatorial Computing
Published
2025-04-20
DOI
https://doi.org/10.61091/jcmcc127b-304
Primary Topic
Educational Technology and Pedagogy
Type
article
Field-Weighted Citation Impact
0.00
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article

The Role of Artificial Intelligence Algorithms in English Education in Colleges and Universities and Their Teaching Strategies

Journal of Combinatorial Mathematics and Combinatorial Computing
Educational Technology and Pedagogy
article

The Role of Artificial Intelligence Algorithms in English Education in Colleges and Universities and Their Teaching Strategies

article en

Abstract

The rapid development of arti icial intelligence algorithms makes them play an important auxiliary role in college English education.This paper deeply analyzes the application of arti icial intelligence algorithms in English education in colleges and universities, and constructs a method of analyzing students' behavior in college and university English classrooms with computer vision as the algorithmic representative, which assists teachers to understand the state of students in the whole classroom.YOLOv7 network carries out multi-target detection in the classroom and improves the network for the de iciencies in the classroom environment.The improved K-means algorithm is then introduced to improve the DeepSORT multi-target tracking algorithm.Obtain the surveillance video data in the English classroom of Q college and build the dataset by itself, and design different experiments to verify the effectiveness of this paper's algorithm respectively.Finally, the classroom behavior analysis method based on computer vision in this paper is applied to teaching practice to explore the practical application effect of the method.The results show that the improved method of this paper can signi icantly improve the performance of the target detection and tracking model, and the application of this paper's method to the classroom time can accurately capture the classroom state of different students, and assist teachers in formulating different teaching strategies according to different classroom stages.

Journal of Combinatorial Mathematics and Combinatorial ComputingVol. 127b
Quality Education
Openalex Percentile: Top 96%
Educational Technology and Pedagogy
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The Role of Artificial Intelligence Algorithms in English Education in Colleges and Universities and Their Teaching Strategies · Journal of Combinatorial Mathematics and Combinatorial Computing (2025) | TGRS Research Map | TGRS