Automatic detection technology of sports athletes based on image recognition technology

被引:26
作者
Li, Guangjing [1 ]
Zhang, Cuiping [2 ]
机构
[1] Tianjin Univ Commerce, Dept Phys Educ, Tianjin 300134, Peoples R China
[2] Tianjin Huaxin Zhiyuan Technol Co Ltd, Tianjin 300122, Peoples R China
关键词
Image recognition; Sports; Athletes; Detection; Video image; PLAYER DETECTION; PERFORMANCE;
D O I
10.1186/s13640-019-0415-x
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In order to improve the motion recognition effect of sports athletes based on image recognition technology, this study takes the current common diving athletes as the research material in the actual research, and combines the research status of image recognition to study the athlete's motion recognition from image processing. Simultaneously, in this study, the gradient segmentation method is used to segment the image, the research object is segmented from the video image, the traditional image grayscale method is improved, and the image segmentation algorithm adapted to the diving motion is obtained. On this basis, this study combines Gaussian mixture background modeling and background subtraction to achieve the detection and extraction of target human body regions, and uses morphological operators to deal with noise and void phenomena in foreground images. The example analysis shows that the proposed method has certain practicality and can provide theoretical reference for subsequent related research.
引用
收藏
页数:9
相关论文
共 19 条
[1]  
Abacherli R, 2016, BR J SPORTS MED S, V50, pA32, DOI 10.1136/bjsports-2016-097120.6
[2]   Quantification of Seasonal-Long Physical Load in Soccer Players With Different Starting Status From the English Premier League: Implications for Maintaining Squad Physical Fitness [J].
Anderson, Liam ;
Orme, Patrick ;
Di Michele, Rocco ;
Close, Graeme L. ;
Milsom, Jordan ;
Morgans, Ryland ;
Drust, Barry ;
Morton, James P. .
INTERNATIONAL JOURNAL OF SPORTS PHYSIOLOGY AND PERFORMANCE, 2016, 11 (08) :1038-1046
[3]   A Fully Automatic Player Detection Method Based on One-Class SVM [J].
Bai, Xuefeng ;
Zhang, Tiejun ;
Wang, Chuanjun ;
Abd El Latif, Ahmed A. ;
Niu, Xiamu .
IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2013, E96D (02) :387-391
[4]   A Follow-Up Study of Neurometabolic Alterations in Female Concussed Athletes [J].
Chamard, Emilie ;
Henry, Luke ;
Boulanger, Yvan ;
Lassonde, Maryse ;
Theoret, Hugo .
JOURNAL OF NEUROTRAUMA, 2014, 31 (04) :339-345
[5]   Quantifying the Physical Demands of Collision Sports: Does Microsensor Technology Measure What It Claims to Measure? [J].
Gabbett, Tim J. .
JOURNAL OF STRENGTH AND CONDITIONING RESEARCH, 2013, 27 (08) :2319-2322
[6]  
Gageler WH, 2015, INT J PERF ANAL SPOR, V15, P284
[7]   Non-invasive and in vivo assessment of osteoarthritic articular cartilage: a review on MRI investigations [J].
Hani, Ahmad Fadzil Mohd ;
Kumar, Dileep ;
Malik, Aamir Saeed ;
Ahmad, Raja Mohd Kamil Raja ;
Razak, Ruslan ;
Kiflie, Azman .
RHEUMATOLOGY INTERNATIONAL, 2015, 35 (01) :1-16
[8]  
Kong Y, 2017, MULTIMED TOOLS APPL, V77, P1
[9]  
Li P, 2014, APPL MECH MAT, V602605, P1761
[10]   Multi-Spectral Fusion Based Approach for Arbitrarily Oriented Scene Text Detection in Video Images [J].
Liang, Guozhu ;
Shivakumara, Palaiahnakote ;
Lu, Tong ;
Tan, Chew Lim .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2015, 24 (11) :4488-4501