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Cronin NJ, Walker J, Tucker CB, Nicholson G, Cooke M, Merlino S, Bissas A. Feasibility of OpenPose markerless motion analysis in a real athletics competition. Front Sports Act Living 2024; 5:1298003. [PMID: 38250008 PMCID: PMC10796501 DOI: 10.3389/fspor.2023.1298003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2023] [Accepted: 12/14/2023] [Indexed: 01/23/2024] Open
Abstract
This study tested the performance of OpenPose on footage collected by two cameras at 200 Hz from a real-life competitive setting by comparing it with manually analyzed data in SIMI motion. The same take-off recording from the men's Long Jump finals at the 2017 World Athletics Championships was used for both approaches (markerless and manual) to reconstruct the 3D coordinates from each of the camera's 2D coordinates. Joint angle and Centre of Mass (COM) variables during the final step and take-off phase of the jump were determined. Coefficients of Multiple Determinations (CMD) for joint angle waveforms showed large variation between athletes with the knee angle values typically being higher (take-off leg: 0.727 ± 0.242; swing leg: 0.729 ± 0.190) than those for hip (take-off leg: 0.388 ± 0.193; swing leg: 0.370 ± 0.227) and ankle angle (take-off leg: 0.247 ± 0.172; swing leg: 0.155 ± 0.228). COM data also showed considerable variation between athletes and parameters, with position (0.600 ± 0.322) and projection angle (0.658 ± 0.273) waveforms generally showing better agreement than COM velocity (0.217 ± 0.241). Agreement for discrete data was generally poor with high random error for joint kinematics and COM parameters at take-off and an average ICC across variables of 0.17. The poor agreement statistics and a range of unrealistic values returned by the pose estimation underline that OpenPose is not suitable for in-competition performance analysis in events such as the long jump, something that manual analysis still achieves with high levels of accuracy and reliability.
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Affiliation(s)
- Neil J. Cronin
- Neuromuscular Research Centre, Faculty of Sport and Health Sciences, University of Jyväskylä, Jyväskylä, Finland
- School of Education and Sciences, University of Gloucestershire, Gloucester, United Kingdom
| | - Josh Walker
- Carnegie School of Sport, Leeds Beckett University, Leeds, United Kingdom
| | | | - Gareth Nicholson
- Carnegie School of Sport, Leeds Beckett University, Leeds, United Kingdom
| | - Mark Cooke
- Carnegie School of Sport, Leeds Beckett University, Leeds, United Kingdom
| | - Stéphane Merlino
- International Relations and Development Department, World Athletics, Monaco, Monaco
| | - Athanassios Bissas
- School of Education and Sciences, University of Gloucestershire, Gloucester, United Kingdom
- Carnegie School of Sport, Leeds Beckett University, Leeds, United Kingdom
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Bissas A, Paradisis GP, Hanley B, Merlino S, Walker J. Kinematic and Temporal Differences Between World-Class Men's and Women's Hurdling Techniques. Front Sports Act Living 2022; 4:873547. [PMID: 35571744 PMCID: PMC9099064 DOI: 10.3389/fspor.2022.873547] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2022] [Accepted: 04/04/2022] [Indexed: 11/29/2022] Open
Abstract
This study aimed to compare joint kinematics and center of mass parameters throughout hurdle clearance between world-class men and women sprint hurdlers, who were competing in a World Championships final. This was the first study to present time-series kinematic data around hurdle clearance, and given the technical ability of the athletes analyzed, it can be used as a template when analyzing the technique of other athletes in similar competitions and training. Video data were collected of the 16 finalists at the 2017 IAAF World Championships using four high-speed cameras (150 Hz). Video files were continuously digitized manually from touchdown before hurdle clearance to toe-off after landing around the sixth hurdle for men and the fifth hurdle for women, and sex-based comparisons were made at key discrete time points using independent t-tests, and throughout the entire hurdle phase using statistical parametric mapping. When calculated relative to hurdle height, the women's center of mass height was significantly greater than the men's throughout the full analyzed sequence (p < 0.001). Men also displayed more hip flexion in the lead leg at take-off before hurdle clearance (p = 0.029) as well as a more extended knee joint at intervals during flight and upon landing (p ≤ 0.037). Women completed the hurdle phase in a significantly shorter time than men (~11% difference, p < 0.001). Finally, women seemed to be more efficient by maintaining and even exceeding their entry velocity for the first 40% of the hurdle phase. These results show a lower technical demand for the women to successfully negotiate hurdle clearance, thus providing further evidence to support the argument that the women's hurdle height is too low for their performance capabilities and should be raised in senior competition.
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Affiliation(s)
- Athanassios Bissas
- Carnegie School of Sport, Leeds Beckett University, Leeds, United Kingdom
- Athletics Biomechanics, Leeds, United Kingdom
- School of Sport and Exercise, University of Gloucestershire, Gloucester, United Kingdom
| | - Giorgos P. Paradisis
- School of Physical Education and Sport Science, National and Kapodistrian University of Athens, Athens, Greece
| | - Brian Hanley
- Carnegie School of Sport, Leeds Beckett University, Leeds, United Kingdom
| | - Stéphane Merlino
- International Relations and Development Department, World Athletics, Monte Carlo, Monaco
| | - Josh Walker
- Carnegie School of Sport, Leeds Beckett University, Leeds, United Kingdom
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Okudaira M, Willwacher S, Kawama R, Ota K, Tanigawa S. Sprinting kinematics and inter-limb coordination patterns at varying slope inclinations. J Sports Sci 2021; 39:2444-2453. [PMID: 34261421 DOI: 10.1080/02640414.2021.1939949] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
Uphill training is applied to induce specific overload on the musculoskeletal system to improve sprinting mechanics. This study aimed to identify unique kinematic features of uphill sprinting at different slopes and to suggest practical implications based on comparisons we early stance phase. At take-off, steeper slopes induced significantly more extended joint angles and higher ROMs during the late stance phase. Compared with moderate slopes, more anti-phase coordination patterns were detected at steeper slopes. Thus, uphill sprinting at steeper slopes shares essential kinematic features with the early acceleration phase of level sprinting. Moderate inclinations induce biomechanical adaptations similar to those in the late acceleration phase of level sprinting. Hence, the specific transfer of uphill sprinting to acceleration depends on the slope inclinations.
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Affiliation(s)
- Masamichi Okudaira
- Graduate School of Comprehensive Human Science, University of Tsukuba, Ibaraki, Japan
| | - Steffen Willwacher
- Department of Mechanical and Process Engineering, Offenburg University of Applied Sciences, Offenburg, Germany
| | - Raki Kawama
- Graduate School of Comprehensive Human Science, University of Tsukuba, Ibaraki, Japan
| | - Kazuki Ota
- Graduate School of Comprehensive Human Science, University of Tsukuba, Ibaraki, Japan
| | - Satoru Tanigawa
- Faculty of Health and Sports Science, University of Tsukuba, Ibaraki, Japan
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Hanley B, Walker J, Paradisis GP, Merlino S, Bissas A. Biomechanics of World-Class Men and Women Hurdlers. Front Sports Act Living 2021; 3:704308. [PMID: 34308350 PMCID: PMC8298023 DOI: 10.3389/fspor.2021.704308] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2021] [Accepted: 06/15/2021] [Indexed: 11/25/2022] Open
Abstract
The sprint hurdle events require athletes to cross ten hurdles between the start and finish line. The height of the hurdles, and the distances between them, differ for men and women, possibly resulting in technical differences. The aim of this study was to provide a kinematic comparison of in-competition hurdle technique for world-class men and women hurdlers. Video data were collected for the 16 finalists in the 100 m and 110 m hurdles events at the 2017 IAAF World Championships using four high-speed cameras (150 Hz), focusing on the sixth hurdle for the men and fifth for the women. Center of mass (CM) position, joint angles, step lengths and clearance times were compared between sexes at key events before, during and after hurdle clearance. The hurdle height was ~7% higher for men when calculated as a proportion of stature (p < 0.001). This discrepancy in relative hurdle height provided women with a kinematic and mechanical advantage over men as they took off farther from the hurdle (relative to hurdle height) (p < 0.001), leading to a lower and more efficient flight parabola. Women were also able to maintain longer relative step lengths after hurdle clearance and showed minimal vertical oscillation of the CM in the stance phases before and after the hurdle compared with men. The lower relative hurdle heights in the women's event provide a less demanding task, and thus these findings present preliminary evidence to those coaches who advocate revising the women's hurdle heights in competition.
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Affiliation(s)
- Brian Hanley
- Carnegie School of Sport, Leeds Beckett University, Leeds, United Kingdom
| | - Josh Walker
- Carnegie School of Sport, Leeds Beckett University, Leeds, United Kingdom
| | - Giorgos P Paradisis
- Athletics Sector, School of Physical Education and Sport Science, National and Kapodistrian University of Athens, Athens, Greece
| | - Stéphane Merlino
- International Relations and Development Department, World Athletics, Monte Carlo, Monaco
| | - Athanassios Bissas
- Carnegie School of Sport, Leeds Beckett University, Leeds, United Kingdom.,Athletics Biomechanics, Leeds, United Kingdom.,School of Sport and Exercise, University of Gloucestershire, Gloucester, United Kingdom
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Evolution of the Hurdle-Unit Kinematic Parameters in the 60 m Indoor Hurdle Race. APPLIED SCIENCES-BASEL 2020. [DOI: 10.3390/app10217807] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
The aims of this study were to compare the five hurdle-unit split times from the deterministic model with the hurdle-to-hurdle model and with the official time, to compare the step kinematics of each hurdle-unit intervals, and to relate these variables to their respective hurdle-unit split times. The temporal and spatial parameters of the 60 m hurdles race were calculated during the 44th Spanish and 12th IAAF World Indoor Championships (men: n = 59; women: n = 51). The hurdle-unit split times from the deterministic model showed a high correlation (r = 0.99; p < 0.001) with the split times of the hurdle-to-hurdle model and faster split times were related to shorter step and flight times in hurdle steps for both genders. At the first hurdle, male athletes tended to increase their flight and contact times while the tendency of female athletes was to decrease their contact and flight times. In addition, at the first hurdle, both genders presented shorter take-off distance, shorter landing distance, and greater step width than in the remaining hurdles of the race. Therefore, coaches should implement training programs that have an impact on these key variables according to the specific demands of each hurdle-unit phase and gender.
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Jiménez-Reyes P, Casado A, González JE, Rodríguez-Fernández C. Influence of Hurdling Clearance on Sprint Mechanical Properties in High-Level Athletes. J Strength Cond Res 2020; 36:827-831. [PMID: 32149882 DOI: 10.1519/jsc.0000000000003536] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Jiménez-Reyes, P, Casado, A, González, JE, and Rodríguez-Fernández, C. Influence of hurdling clearance on sprint mechanical properties in high-level athletes. J Strength Cond Res XX(X): 000-000, 2020-Short hurdling races are sprint races in which athletes must also clear 10 hurdles. Assessing the force-velocity (F-V) profile in sprinting has been found useful for implementing individualized training programs and determining the mechanical effectiveness in force application. This study therefore compared the sprint mechanical F-V profile between flat and hurdle conditions to distinguish which mechanical capacity (i.e., maximum force [F0], maximum velocity [V0], or maximum power [Pmax]) is required to optimize performance in hurdling races. Twenty-two athletes (10 men and 12 women, aged: 22.4 ± 3.6 years old) competing at the national and elite performance levels conducted 2 maximal sprints of 40 m in both flat and hurdle conditions. F0, V0, FVslope, Pmax, and decrease and maximal ratio of horizontal force (DRF and RFpeak, respectively) were assessed for each condition. A higher F0 (effect size [ES] = 1.69) and a lower V0 (ES = 2.08), DRF (ES = 3.15) and RFpeak (ES = 1.31) were found in the hurdle condition than in the flat condition. No significant differences were observed between conditions for Pmax (ES = 0.01). These results support the potential of using the F-V profile to monitor sprint mechanics to optimize specific and individualized sprint training programs for hurdlers and sprinters. Coaches of hurdlers should thus consider implementing in their training routines exercises that were found to be effective on the development of F0, such as heavy load resisted sprints.
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Affiliation(s)
| | - Arturo Casado
- Faculty of Health Sciences, Isabel I University, Burgos, Spain
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