Action recognition method of endurance training based on attention mechanism
Aiming at the status that the endurance quality of adolescents is declining year by year and the lack of a portable and supervised training system,an Attention-GRU action recognition methods based on Attention mechanism and gated recurrent unit(GRU)is proposed for endurance training.The method includes data acquisition,data processing and action recognition,and the recognition of endurance training actions is realized on the mobile phone.Based on the newly constructed endurance training action dataset,the proposed method is experimentally compared with the commonly used action recognition algorithms,long short-term memory(LSTM)and GRU.The experimental results show that the proposed method performs better,with an accuracy rate of 99.56%,which is 1.5 percentage points higher than that of LSTM.
training supervisionaction recognitionbone point recognitionneural network
万方数据
维普
