人工智能技术及其在提高体育教学效果中的应用分析

Rui Guo
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引用次数: 0

摘要

为推动高校公共体育网络课程建设和课程教学效果评估,本文结合计算机视觉中的三维重建技术,构建了一套人体形态重构模型,并将其应用于体能训练练习和教学效果评估任务中。具体来说,首先,利用人体骨架分析算法提取输入图像中的人体关节点位置信息,并利用Pix2Pix图像变换算法对目标区域的前景和背景姿态信息进行建模;其次,融合节点位置特征、前景和背景特征、高分辨率细节特征和低分辨率全局特征等多尺度特征,并借助像素对齐隐函数对提取的多尺度特征进行解码,生成代表人体形态的三维人体模型。
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Analysis of Artificial Intelligence Technology and Its Application in Improving the Effectiveness of Physical Education Teaching
To promote the construction of public physical education online courses in colleges and universities and the evaluation of the effectiveness of course teaching, this article combines 3D reconstruction techniques in computer vision to construct a set of human body shape reconstruction models and apply them to physical training exercises and teaching effectiveness assessment tasks. Specifically, first, the joint point location information of the human body in the input image is extracted using the human skeleton analysis algorithm, and modeling the foreground and background pose information of the target region using the Pix2Pix image transformation algorithm; second, multi-scale features such as nodal location features, foreground and background features, high-resolution detail features, and low-resolution global features are fused and the extracted multi-scale features are also decoded with the help of pixel-aligned implicit functions to generate a 3D model of the human body representing the human form.
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68
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