Real-Time Recognition Method of Video Basketball Technical Action Based on Target Detection Algorithm

Abstract

Aiming at the problems of poor real-time recognition efficiency and low recognition accuracy of video basketball technical movements, a real-time recognition method of video basketball technical movements based on the target detection algorithm is proposed. This study firstly collects video basketball technical action images and detects their edge contour features. Through machine vision block template matching processing, the video basketball technology motion capture results are output. Then, according to the target probability of video basketball technical action detection, the basketball video sample set is estimated and constructed, the sequence of basketball video is obtained, and the basketball video target detection algorithm is designed. Finally, the similarity between the two vectors of video basketball technical action targets is measured to realize real-time recognition of video basketball technical actions. The experimental results show that the method in this study has high accuracy in extracting feature points of basketball video image decomposition, the real-time recognition time of video basketball technical action is up to 4s, and the recognition error of basketball rotation projection technology is small, which is close to the actual value.

Study on the Identification of Execution Errors, Causes, and Specific Corrective Kinetic and Prophylactic Means in Free Throws in Basketball

“…Real-time correction, especially in the initiation stage of basketball, through informational technologies and observational methods, constitutes the premises for improving execution technique and performance efficiency, thereby optimizing basketball performance (Du et al, 2024;Zhu, 2022). Based on the aforementioned arguments and literature review, we consider our study relevant due to the theoretical and practical implications identified.…”

“…Corectat în timp real, în special în etapa de inițiere în jocul de baschet, prin intermediul tehnologiilor informationale si prin metodele observationale constituie premisele îmbunătățirii tehnicii de execuție și a eficacității acestora determined optimizarea performanței sportive în baschet (Du et al, 2024;Zhu, 2022). Pe baza argumentelor mentionate anterior si pe baza studierii literaturii de specialitate, consideram ca studiul nostru este de actualitate prin implicatiile teoretice si practice identificate.…”