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X-vars: Introducing explainability in football refereeing with multi-modal large language models
The rapid advancement of artificial intelligence has led to significant improvements in
automated decision-making. However the increased performance of models often comes at …
automated decision-making. However the increased performance of models often comes at …
SoccerNet-caption: Dense video captioning for soccer broadcasts commentaries
Soccer is more than just a game-it is a passion that transcends borders and unites people
worldwide. From the roar of the crowds to the excitement of the commentators, every …
worldwide. From the roar of the crowds to the excitement of the commentators, every …
Beyond the Premier: Assessing action spotting transfer capability across diverse domains
Football stands as one of the most successful sports in history thanks to the plethora of
professional leagues broadcasted worldwide followed by avid fans further fueled by the …
professional leagues broadcasted worldwide followed by avid fans further fueled by the …
VARS: Video assistant referee system for automated soccer decision making from multiple views
Abstract The Video Assistant Referee (VAR) has revolutionized association football,
enabling referees to review incidents on the pitch, make informed decisions, and ensure …
enabling referees to review incidents on the pitch, make informed decisions, and ensure …
Towards active learning for action spotting in association football videos
Association football is a complex and dynamic sport, with numerous actions occurring
simultaneously in each game. Analyzing football videos is challenging and requires …
simultaneously in each game. Analyzing football videos is challenging and requires …
A survey of deep learning in sports applications: Perception, comprehension, and decision
Deep learning has the potential to revolutionize sports performance, with applications
ranging from perception and comprehension to decision. This paper presents a …
ranging from perception and comprehension to decision. This paper presents a …
Temporally precise action spotting in soccer videos using dense detection anchors
We present a model for temporally precise action spotting in videos, which uses a dense set
of detection anchors, predicting a detection confidence and corresponding fine-grained …
of detection anchors, predicting a detection confidence and corresponding fine-grained …
STE: Spatio-temporal encoder for action spotting in soccer videos
A Darwish, T El-Shabrway - Proceedings of the 5th International ACM …, 2022 - dl.acm.org
The task of spotting events in videos has gained high attention recently, as it helps in better
video understanding, and it is a key step in automating the highlights generation. In this …
video understanding, and it is a key step in automating the highlights generation. In this …
Astra: An action spotting transformer for soccer videos
In this paper, we introduce ASTRA, a Transformer-based model designed for the task of
Action Spotting in soccer matches. ASTRA addresses several challenges inherent in the …
Action Spotting in soccer matches. ASTRA addresses several challenges inherent in the …
Self-Supervised Learning of Spatial Object Positioning in Football
M Baran, I Jánoš - … 9th International Conference on Frontiers of …, 2024 - ieeexplore.ieee.org
We introduce a pretext task for self-supervised learning of feature extraction on an unlabeled
dataset of football images. The task is based on predicting the relative distance between two …
dataset of football images. The task is based on predicting the relative distance between two …