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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 adaptivelydoi:10.1155/2022/2141194 doaj:2af57dcadc604491aba9ab8d4a2dcfb2 fatcat:azp3gmhz2faibehkdunizaln4u