机器学习(计算机视觉):基于LSTM模型的对俯卧撑的执行运动数据集

上传者: 41605937 | 上传时间: 2026-04-06 16:01:40 | 文件大小: 17.89MB | 文件类型: ZIP
这个数据集是专为俯卧撑动作分析而设计的,其包含了一系列从固定视角拍摄的视频,展示了人们进行俯卧撑的过程。这些视频被精心地分成了两个文件夹:“Correct”和“Incorrect”。“Correct”文件夹中存放的是正确完成的俯卧撑视频,而“Incorrect”文件夹则包含有瑕疵的俯卧撑视频。这种分类方式为后续的分类任务提供了明确的标签,方便模型学习区分正确和错误的动作。 为了便于详细分析,该数据集使用了MediaPipe工具对每个视频进行了处理。MediaPipe是一种开源的机器学习解决方案,能够实时处理多媒体数据。通过处理,每个视频生成了.npy文件,这些文件中包含了记录的身体关键点信息。身体关键点是指人体的各个部位的位置信息,如头部、肩部、肘部、手腕、腰部、膝盖和脚踝等。这些关键点信息对于动作分析至关重要,它们可以帮助分析动作的姿势和角度等细节。 该数据集专门针对序列模型分类设计,例如长短期记忆网络(LSTM)。序列模型擅长处理时间序列数据,而俯卧撑动作可以看作是一个随时间变化的动作序列。数据集的目标是通过这些视频和关键点信息,训练出能够准确分类俯卧撑执行情况的模型,判断动作是正确还是错误。这对于健身追踪和指导应用具有重要价值。通过这个数据集训练出的模型,可以实时监测健身者的俯卧撑动作是否标准,为健身者提供及时反馈,帮助他们纠正错误动作,从而提高健身效果。

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