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Visual-Interactive Similarity Search for Complex Objects by Example of Soccer Player Analysis
[article]
2017
arXiv
pre-print
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Taking the example of soccer players, we present a visual-interactive system that learns users' mental models of similarity. ...
A visual-interactive retrieval technique is provided to validate the model and to execute downstream retrieval tasks for soccer player analysis. ...
CONCLUSION We presented a tool for the visual-interactive similarity search for complex data objects by example of soccer players. ...
arXiv:1703.03385v1
fatcat:xfzr3gp4rzdn5dad4oxuaifhui
Visual-Interactive Search for Soccer Trajectories to Identify Interesting Game Situations
2016
IS&T International Symposium on Electronic Imaging Science and Technology
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We present a system for searching trajectory data in soccer matches by means of an interactive search interface that enables the user to sketch a situation of interest. ...
Recently, sports analytics has turned into an important research area of visual analytics and may provide interesting findings, such as the best player of the season, for various kinds of sports. ...
Acknowledgments This work was partially funded by the Juniorprofessor Program of the Landesstiftung Baden-Württemberg within the research project Visual Search and Analysis Methods for Time-Oriented Annotated ...
doi:10.2352/issn.2470-1173.2016.1.vda-510
fatcat:75ce7ru545arjayf6dix3xycrq
Visual Soccer Analytics: Understanding the Characteristics of Collective Team Movement Based on Feature-Driven Analysis and Abstraction
2015
ISPRS International Journal of Geo-Information
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We propose a visual analysis system for interactive identification of soccer patterns and situations being of interest to the analyst. ...
The system includes a range of useful visualizations to show the ranking of features over time and plots the change of game play situations, both helping the analyst to interpret complex game situations ...
The paper was further revised by Tobias Schreck and Daniel A. Keim, who gave substantial contributions to the design and analysis of this work. ...
doi:10.3390/ijgi4042159
fatcat:psoocu3wr5cp3d3lksbxvkhspu
From Movement to Events: Improving Soccer Match Annotations
[chapter]
2018
Msphere
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Incorporating Allen's interval algebra into a visual analytics system, we enable analysts to visually define as well as search for complex, hierarchical events. ...
The results of our evaluation show that the required annotation time for complete matches by using our system can be reduced to a few seconds while achieving a similar level of performance. ...
Discussion and Conclusion Our proposed system enables analysts to define and search for complex soccer events in large amounts of player and ball movement data. ...
doi:10.1007/978-3-030-05710-7_11
fatcat:2co2yx6jz5ch3okydtvpjeali4
Bring It to the Pitch: Combining Video and Movement Data to Enhance Team Sport Analysis
2018
IEEE Transactions on Visualization and Computer Graphics
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Furthermore, we apply advanced trajectory and movement analysis techniques to derive relevant team sport analytic measures for region, event and player analysis in the case of soccer analysis. ...
Movement visualization techniques like interaction spaces (left) and free spaces (right) allow to analyze and explore soccer movement data in context of the original video. ...
ACKNOWLEDGMENTS This work was supported by the ERC Starting Grant "Light Field Imaging and Analysis" and the SFB Transregio 161 "Quantitative Methods for Visual Computing". ...
doi:10.1109/tvcg.2017.2745181
pmid:28866578
fatcat:yqbnasxv4zbjjojq7wao7xxf7e
Dynamic Visual Abstraction of Soccer Movement
2017
Computer graphics forum (Print)
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On the right, several player trajectories are shown for a few seconds of movement revealing similarly moving groups on the soccer pitch. ...
Abstract Trajectory-based visualization of coordinated movement data within a bounded area, such as player and ball movement within a soccer pitch, can easily result in visual crossings, overplotting, ...
Acknowledgments We wish to thank Andreas Riederer for his valuable feedback and discussions. The soccer data used in this publication was generously provided by Prozone/Stats. ...
doi:10.1111/cgf.13189
fatcat:h33icqxirvegjdzcdkc4a2naym
Video-based Analysis of Soccer Matches
2019
Proceedings Proceedings of the 2nd International Workshop on Multimedia Content Analysis in Sports - MMSports '19
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This paper provides a comprehensive overview and categorization of the methods developed for the video-based visual analysis of soccer matches. ...
However, while many visualization techniques for soccer have been developed in recent years, few have been directly applied to the video-based analysis of soccer matches. ...
The central aim of video-based soccer analysis can be regarded as searching for ways to visualize relevant match information inside the actual video. ...
doi:10.1145/3347318.3355515
dblp:conf/mm/FischerKS19
fatcat:coxsymsfkbbrpcj2r4fxboag5e
Revealing the Invisible: Visual Analytics and Explanatory Storytelling for Advanced Team Sport Analysis
2018
2018 International Symposium on Big Data Visual and Immersive Analytics (BDVA)
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In visual sports analytics, a range of different visual-interactive analysis techniques have been proposed, e.g., based on visualization using for example trajectories, graphs, heatmaps, and animations ...
However, an interactive selection of appropriate visualizations is a difficult, complex, and timeconsuming task. ...
ACKNOWLEDGMENT We thank our domain experts for their valuable feedback and discussions. ...
doi:10.1109/bdva.2018.8534022
dblp:conf/bdva/SteinBHSNSGKJ18
fatcat:m3dicdn6zzch5f2mcqjvnndl44
From game events to team tactics: Visual analysis of dangerous situations in multi-match data
2016
2016 1st International Conference on Technology and Innovation in Sports, Health and Wellbeing (TISHW)
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In this work, we propose a set of effective visual-interactive methods for investigating set plays as a first step towards semi-automated analysis of tactic behavior. ...
In our analytic design, we follow the so-called Informationseeking Mantra by Ben Shneiderman by providing overview visualizations, interactive refinements, and detailed analysis views. ...
Acknowledgments The soccer data used in this publication were generously provided by Prozone. ...
doi:10.1109/tishw.2016.7847777
dblp:conf/tishw/SteinJLSSKG16
fatcat:cfunfdkchfduboivdj27luuffe
Director's Cut: Analysis and Annotation of Soccer Matches
2016
IEEE Computer Graphics and Applications
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Acknowledgments We thank our subject experts for their valuable feedback and discussions. The soccer data used in this publication were generously provided by Prozone. ...
First, in visual and interactive data analysis, there is a growing need for effective tools to understand, search, and analyze large datasets as the size and complexity of data increases. ...
If there are, for example, more players in the right half of the soccer pitch, it would be beneficial to pass to the left half of the soccer pitch. ...
doi:10.1109/mcg.2016.102
pmid:28113148
fatcat:32dieebg6zgjxc4zhaxanxe2ki
Mental Rotation Performance in Male Soccer Players
2012
PLoS ONE
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It is the main goal of this study to investigate the visual-spatial cognition in male soccer players. ...
It is a new finding that soccer-players showed a faster reaction time for embodied stimuli. ...
We thank Lukas Ulrich and Johannes Krinniger for administering the task.
Author Contributions ...
doi:10.1371/journal.pone.0048620
pmid:23119073
pmcid:PMC3484043
fatcat:dbojhevhdva3tj45dkigxhnywy
How to Make Sense of Team Sport Data: From Acquisition to Data Modeling and Research Aspects
2017
Data
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Automatic and interactive data analysis is instrumental in making use of increasing amounts of complex data. ...
We identify important components of team sport data, exemplified by the soccer case, and explain how to analyze team sport data in general. ...
Conflicts of Interest: The authors declare no conflict of interest. ...
doi:10.3390/data2010002
fatcat:gx2tiq35r5gw5ks5nflc3gmf6i
An overview of Human Action Recognition in sports based on Computer Vision
2022
Heliyon
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As an action that can occur in the sports field refers to a set of physical movements performed by a player in order to complete a task using their body or interacting with objects or other persons, actions ...
Because of that, a novel systematization of actions based on complexity and level of performance and interactions is proposed. ...
The serve in tennis is an example of complex action consisting of two interactions with objects. ...
doi:10.1016/j.heliyon.2022.e09633
pmid:35706961
pmcid:PMC9189896
fatcat:5o4x4ywsanfcfo6wvkoc2g6lym
Breaking the Curse of Visual Data Exploration: Improving Analyses by Building Bridges between Data World and Real World
2019
Proceedings of the 14th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications
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Therefore, conclusions and reasoning based on the analysis of this data pertain to the world represented by the data, and may not be valid for the real world. ...
However, the considered data for the analysis is usually only a small fraction of the actual real-world data and lacks above all in context information. ...
This could, for instance, be achieved as follows: the algorithm searches in video frames for objects using deep neural networks and collects for each object all frames the object appears in. ...
doi:10.5220/0007257400190027
dblp:conf/grapp/KrausWBKS19
fatcat:u6vjmzsp75hk7our254ce4fw3u
Data-driven Analysis for Understanding Team Sports Behaviors
[article]
2021
arXiv
pre-print
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2021 pre-print arXiv:2102.07545v1 fatcat:t62xpujkgne3dd733253zvxjv4
Estimation of the rules from data, i.e., data-driven approaches such as machine learning, provides an effective way for the analysis of such behaviors. ...
This survey focuses on data-driven analysis for quantitative understanding of invasion team sports behaviors such as basketball and football, and introduces two main approaches for understanding such multi-agent ...
Acknowledgements I would like to thank Atom Scott, Masaki Onishi, and Rory Bunker for their valuable comments on this work. ...
arXiv:2102.07545v2
fatcat:hadans3a5nbbzcq4uezz2utj2e
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