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However, to better capture the temporal information proper to video content, the use of 3D convolutions has emerged (Kim et al., 2007; Lima et al., 2017). One can also consider temporal information using the motion extracted from successive frames, such as the optical flow. Crasto et al., 2019). These methods also raise the question of how to fuse the different modalities (Feichtenhofer et al., 2016; Martin, 2020). In (Luvizon et al., 2018; Rogez et al., 2020), the estimated pose is used jointly with these two modalities to perform action classification. In (Martin et al., 2021) all the three modalities are used and fused in order to perform stroke classification. As part of the task organization, for the first time since the beginning of the Sports Video task (in 2019 (Martin et al., 2019b)), we decided to provide a baseline to alleviate minor aspects of the task, such as video and xml processing; and help the participants in their submission.




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