AIMC Topic: Football

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Comparative analysis of automated foul detection in football using deep learning architectures.

Scientific reports Apr 24, 2025
Automated foul detection in football represents a challenging task due to the dynamic nature of the game, the variability in player movements, and the ambiguity in differentiating fouls from regular physical contact. This study presents a comprehensi...
Humans Image Processing, Computer-Assisted Football Soccer Deep Learning ROC Curve
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Machine learning model to study the rugby head impact in a laboratory setting.

PloS one Jan 6, 2025
The incidence of head impacts in rugby has been a growing concern for player safety. While rugby headgear shows potential to mitigate head impact intensity during laboratory simulations, evaluating its on-field effectiveness is challenging. Current r...
Craniocerebral Trauma Football Head Machine Learning Female Male Adolescent Biomechanical Phenomena Humans
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AI-Based Denoising of Head Impact Kinematics Measurements With Convolutional Neural Network for Traumatic Brain Injury Prediction.

IEEE transactions on bio-medical engineering Aug 21, 2024
OBJECTIVE: Wearable devices are developed to measure head impact kinematics but are intrinsically noisy because of the imperfect interface with human bodies. This study aimed to improve the head impact kinematics measurements obtained from instrument...
Neural Networks, Computer Adult Humans Deep Learning Wearable Electronic Devices Brain Injuries, Traumatic Biomechanical Phenomena Male Mouth Protectors Football Head
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Brain Deformation Estimation With Transfer Learning for Head Impact Datasets Across Impact Types.

IEEE transactions on bio-medical engineering May 20, 2024
OBJECTIVE: The machine-learning head model (MLHM) to accelerate the calculation of brain strain and strain rate, which are the predictors for traumatic brain injury (TBI), but the model accuracy was found to decrease sharply when the training/test da...
Head Biomechanical Phenomena Brain Injuries, Traumatic Accidents, Traffic Football Models, Biological Machine Learning Brain Humans
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The Impact of Drop Test Conditions on Brain Strain Location and Severity: A Novel Approach Using a Deep Learning Model.

Annals of biomedical engineering May 13, 2024
In contact sports such as rugby, players are at risk of sustaining traumatic brain injuries (TBI) due to high-intensity head impacts that generate high linear and rotational accelerations of the head. Previous studies have established a clear link be...
Brain Concussion Brain Biomechanical Phenomena Models, Biological Football Deep Learning Humans
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Research on Video Target Detection and Tracking in Football Matches.

Computational intelligence and neuroscience Jul 31, 2022
Computer vision is an interesting branch of artificial intelligence which is dedicated to how electronic devices can achieve the level of capabilities to perceive things just like ordinary human beings do. In order to solve the poor effect of video f...
Football Video Recording Humans Algorithms Artificial Intelligence Computer Simulation
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Deep Learning-Based Football Player Detection in Videos.

Computational intelligence and neuroscience Jul 12, 2022
The main task of football video analysis is to detect and track players. In this work, we propose a deep convolutional neural network-based football video analysis algorithm. This algorithm aims to detect the football player in real time. First, five...
Football Soccer Algorithms Neural Networks, Computer Deep Learning
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Influence of Different Passing Methods of Physical Fitness in Football Using Deep Learning.

Computational intelligence and neuroscience Jun 25, 2022
Deep learning is a new direction in the field of machine learning, which learns the inherent laws and levels of data sample representation. The information gained during learning plays an important role in interpreting data such as text, images, and ...
Humans Machine Learning Physical Fitness Soccer Deep Learning Football
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Football Game Video Analysis Method with Deep Learning.

Computational intelligence and neuroscience Jun 8, 2022
Football is a beloved sport, and its wide audience makes football video one of the most analytically valuable types of video. Researchers have achieved certain research results in football video content analysis. How to locate interesting event clips...
Soccer Football Video Recording Neural Networks, Computer Deep Learning Humans
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Automated soccer head impact exposure tracking using video and deep learning.

Scientific reports Jun 3, 2022
Head impacts are highly prevalent in sports and there is a pressing need to investigate the potential link between head impact exposure and brain injury risk. Wearable impact sensors and manual video analysis have been utilized to collect impact expo...
Humans Brain Injuries Football Deep Learning Soccer Video Recording Head
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