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Deep Learning-based Automatic Player Identification and Logging in American Football Videos. (arXiv:2204.13809v1 [cs.CV])
cs.CV updates on arXiv.org arxiv.org
American football games attract significant worldwide attention every year.
Game analysis systems generate crucial information that can help analyze the
games by providing fans and coaches with a convenient means to track and
evaluate player performance. Identifying participating players in each play is
also important for the video indexing of player participation per play.
Processing football game video presents challenges such as crowded setting,
distorted objects, and imbalanced data for identifying players, especially
jersey numbers. In this work, we propose …
arxiv cv deep learning football identification learning logging videos