{"title":"Evaluation System of Push-up Action Based on Kinect","authors":"Xia Liu, Mingdie Yan, Yazhuo Li, Xiao Li","doi":"10.1145/3529836.3529915","DOIUrl":null,"url":null,"abstract":"In order to realize automatic counting and motion evaluation of push-ups, Kinect sensor is used to collect obtain skeleton key points. By analyzing the rules and characteristics of push-up movement, the required key points are selected. The effective data are obtained by data processing methods such as vacancy filling, data conversion and mean filtering. By extracting the characteristics of push-ups, segmentation is carried out to realize movement counting. DTW algorithm is used to calculate the relative approximation of each push-up movement and the pre-set standard movement, so as to measure whether the movement is standard. The test shows that the system is feasible.","PeriodicalId":285191,"journal":{"name":"2022 14th International Conference on Machine Learning and Computing (ICMLC)","volume":"32 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-02-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 14th International Conference on Machine Learning and Computing (ICMLC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3529836.3529915","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
In order to realize automatic counting and motion evaluation of push-ups, Kinect sensor is used to collect obtain skeleton key points. By analyzing the rules and characteristics of push-up movement, the required key points are selected. The effective data are obtained by data processing methods such as vacancy filling, data conversion and mean filtering. By extracting the characteristics of push-ups, segmentation is carried out to realize movement counting. DTW algorithm is used to calculate the relative approximation of each push-up movement and the pre-set standard movement, so as to measure whether the movement is standard. The test shows that the system is feasible.