AICO, Artificial Intelligent COach
Autor: | Morito Matsuoka, Vicent Sanz Marco, Natsuko Kobayashi, Norimichi Ukita |
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Přispěvatelé: | Skala, Václav |
Jazyk: | angličtina |
Rok vydání: | 2020 |
Předmět: |
Umělá inteligence
business.industry Computer science pattern recognition ComputingMilieux_PERSONALCOMPUTING rozpoznávání vzorů Computer Graphics and Computer-Aided Design počítačové vidění zpracování obrazu a videa computer vision Computational Mathematics AI Artificial Intelligence UI Artificial intelligence business sport Software image and Video Processing |
Popis: | Choosing effective strategies before playing against an opponent team is a laborious task and one of the main challenges that American football coaches have to cope with. For this reason, we have developed an artificial intelligent American football coach (AICO), a novel system which helps coaches to decide the best defensive strategies to be used against an opponent. Similar to coaches who prepare a winning game plan based on their vast experience and previously obtained opponents’ statistics, AICO uses power of machine learning and video analysis. Tracking every player of the last recorded matches of the opponent team, AICO learns the strategies used by them and then calculates how successfully their own defensive strategies will perform against them. We have used 7350 videos in our experiments obtaining that AICO can recognize the opponent’s strategies with about 93% accuracy and provides the successful rate of each strategy to be used against them with 94% accuracy. |
Databáze: | OpenAIRE |
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