標題: ADVERSARIAL GENERATION OF DEFENSIVE TRAJECTORIES IN BASKETBALL GAMES
作者: Chen, Chieh-Yu
Lai, Wenze
Hsieh, Hsin-Ying
Wang, Yu-Shuen
Peng, Wen-Hsiao
Chuang, Jung-Hong
交大名義發表
National Chiao Tung University
關鍵字: Conditional adversarial network;basketball;strategies
公開日期: 1-一月-2018
摘要: In this paper, we present a method to generate realistic trajectories of defensive players in a basketball game based on the ball and the offensive team's movements. We train on the NBA dataset a conditional generative adversarial network that learns spatio-temporal interactions between players' movements. The network consists of two components: a generator that takes as input a latent noise vector and the offensive team's trajectories to generate defensive trajectories; and a discriminator that evaluates the realistic degree of the generated results. Our system allows players and coaches to simulate how the opposing team will react to a newly developed offensive strategy for evaluating its effectiveness. Experimental results demonstrate the feasibility of the proposed algorithm.
URI: http://hdl.handle.net/11536/152009
ISBN: 978-1-5386-4195-8
ISSN: 2330-7927
期刊: 2018 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA & EXPO WORKSHOPS (ICMEW 2018)
起始頁: 0
結束頁: 0
顯示於類別:會議論文