Machine and deep learning for sport-specific movement recognition: A systematic review of model development and performance
Objective assessment of an athlete's performance is of importance in elite sports to facilitate
detailed analysis. The implementation of automated detection and recognition of sport …
detailed analysis. The implementation of automated detection and recognition of sport …
Classification of Human Motion Data Based on Inertial Measurement Units in Sports: A Scoping Review
Inertial measurement units (IMU) are widely used in sports applications to digitise human
motion by measuring acceleration and rotational velocity in three-dimensional space. A …
motion by measuring acceleration and rotational velocity in three-dimensional space. A …
The classification of skateboarding tricks via transfer learning pipelines
MA Abdullah, MAR Ibrahim, MNA Shapiee… - PeerJ Computer …, 2021 - peerj.com
This study aims at classifying flat ground tricks, namely Ollie, Kickflip, Shove-it, Nollie and
Frontside 180, through the identification of significant input image transformation on different …
Frontside 180, through the identification of significant input image transformation on different …
The classification of skateboarding trick manoeuvres through the integration of IMU and machine learning
MA Abdullah, MAR Ibrahim, MNAB Shapiee… - … : Proceedings of the 2nd …, 2020 - Springer
The evaluation of tricks executions in skateboarding is commonly carried out subjectively.
The panels of judges rely on their prior experience in classifying the effectiveness of tricks …
The panels of judges rely on their prior experience in classifying the effectiveness of tricks …
AI-enabled prediction of video game player performance using the data from heterogeneous sensors
The emerging progress of video gaming and eSports lacks the tools for ensuring high-
quality analytics and training in professional and amateur eSports teams. We report on an …
quality analytics and training in professional and amateur eSports teams. We report on an …
Classification of Australian football kick types in-situation via ankle-mounted inertial measurement units
The utility of inertial measurement units (IMUs) for sporting skill and performance analysis
during training and competition is advantageous for enhancing the objectivity of athlete …
during training and competition is advantageous for enhancing the objectivity of athlete …
Skating into the unknown: scoping the physical, technical, and tactical demands of competitive skateboarding
Background The inclusion of skateboarding in the Olympics suggests that athletes and
coaches are seeking ways to enhance their chances of succeeding on the world stage …
coaches are seeking ways to enhance their chances of succeeding on the world stage …
Generalized and efficient skill assessment from IMU data with applications in gymnastics and medical training
Human activity recognition is progressing from automatically determining what a person is
doing and when, to additionally analyzing the quality of these activities—typically referred to …
doing and when, to additionally analyzing the quality of these activities—typically referred to …
Trends in real-time artificial intelligence methods in sports: a systematic review
This review focuses on the usage of machine learning methods in sports. It closely follows
the PRISMA framework for writing systematic reviews. We introduce the broader field of …
the PRISMA framework for writing systematic reviews. We introduce the broader field of …
The classification of skateboarding trick manoeuvres through the integration of image processing techniques and machine learning
MNA Shapiee, MAR Ibrahim, MA Mohd Razman… - … : Proceedings of the 5th …, 2020 - Springer
More often than not, the evaluation of skateboarding tricks executions is assessed intuitively
according to the judges' observation and hence are susceptible to biasness if not inaccurate …
according to the judges' observation and hence are susceptible to biasness if not inaccurate …