Research on Intelligent Estimation Method of Human Moving Target Pose Based on Adaptive Attention Mechanism

Meishuang Ding, Jing Zhao
2022 Wireless Communications and Mobile Computing  
In daily physical education, posture performance is an important basis for making excellent results. This paper explores an intelligent method to estimate the target pose based on adaptive attention mechanism. First, the regional attention is iteratively generated from a global level to a local level based on the attention mechanism. Human decision-making patterns are imitated to evaluate the effectiveness of regional attention in real time. The level of attention mechanism is adaptively
more » ... d and focused layer by layer to achieve precise target detection and tracking. Second, with the target frame obtained from each frame, the pose estimation algorithm finds the key points of human body, enabling the human body pose optimization strategy to solve the crossover problem of the key points. Results of experiments on sports video images show that the proposed method has a higher accuracy in pose estimation than other algorithms and can help sportsmen adjust their training methods scientifically.
doi:10.1155/2022/2141194 doaj:2af57dcadc604491aba9ab8d4a2dcfb2 fatcat:azp3gmhz2faibehkdunizaln4u