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Impressed by the coolest skateboarding sports program from 2021 Tokyo OlympicGames, we are the first to curate the original real-world video datasets"SkateboardAI" in the wild, even self-design and implement diverse uni-modaland multi-modal video action recognition approaches to recognize differenttricks accurately. For uni-modal methods, we separately apply (1) CNN and LSTM;(2) CNN and BiLSTM; (3) CNN and BiLSTM with effective attention mechanisms; (4)Transformer-based action recognition pipeline. Transferred to the multi-modalconditions, we investigated the two-stream Inflated-3D architecture on"SkateboardAI" datasets to compare its performance with uni-modal cases. Insum, our objective is developing an excellent AI sport referee for the coolestskateboarding competitions.

SkateboardAI: The Coolest Video Action Recognition for Skateboarding