Survey on synthetic data generation, evaluation methods and GANs

A Figueira, B Vaz - Mathematics, 2022 - mdpi.com
Synthetic data consists of artificially generated data. When data are scarce, or of poor
quality, synthetic data can be used, for example, to improve the performance of machine …

A review of synthetic image data and its use in computer vision

K Man, J Chahl - Journal of Imaging, 2022 - mdpi.com
Development of computer vision algorithms using convolutional neural networks and deep
learning has necessitated ever greater amounts of annotated and labelled data to produce …

A universal protocol to benchmark camera calibration for sports

F Magera, T Hoyoux, O Barnich… - Proceedings of the …, 2024 - openaccess.thecvf.com
Camera calibration is a crucial component in the realm of sports analytics as it serves as the
foundation to extract 3D information out of the broadcast images. Despite the significance of …

Camera calibration and player localization in soccernet-v2 and investigation of their representations for action spotting

A Cioppa, A Deliege, F Magera… - Proceedings of the …, 2021 - openaccess.thecvf.com
Soccer broadcast video understanding has been drawing a lot of attention in recent years
within data scientists and industrial companies. This is mainly due to the lucrative potential …

Sportscap: Monocular 3d human motion capture and fine-grained understanding in challenging sports videos

X Chen, A Pang, W Yang, Y Ma, L Xu, J Yu - International Journal of …, 2021 - Springer
Markerless motion capture and understanding of professional non-daily human movements
is an important yet unsolved task, which suffers from complex motion patterns and severe …

End-to-end camera calibration for broadcast videos

L Sha, J Hobbs, P Felsen, X Wei… - Proceedings of the …, 2020 - openaccess.thecvf.com
The increasing number of vision-based tracking systems deployed in production have
necessitated fast, robust camera calibration. In the domain of sport, the majority of current …

A survey of deep learning in sports applications: Perception, comprehension, and decision

Z Zhao, W Chai, S Hao, W Hu, G Wang, S Cao… - arXiv preprint arXiv …, 2023 - arxiv.org
Deep learning has the potential to revolutionize sports performance, with applications
ranging from perception and comprehension to decision. This paper presents a …

[HTML][HTML] Individual locating of soccer players from a single moving view

A Maglo, A Orcesi, J Denize, QC Pham - Sensors, 2023 - mdpi.com
Positional data in team sports is key in evaluating the players' individual and collective
performances. When the sole source of data is a broadcast-like video of the game, an …

Extracting spatial knowledge from track and field broadcasts for monocular 3D human pose estimation

T Baumgartner, B Paassen, S Klatt - Scientific Reports, 2023 - nature.com
Collecting large datasets for investigations into human locomotion is an expensive and labor-
intensive process. Methods for 3D human pose estimation in the wild are becoming …

Dynamic multi-person mesh recovery from uncalibrated multi-view cameras

B Huang, Y Shu, T Zhang… - … Conference on 3D Vision …, 2021 - ieeexplore.ieee.org
Dynamic multi-person mesh recovery has been a hot topic in 3D vision recently. However,
few works focus on the multi-person motion capture from uncalibrated cameras, which …