  This paper presents the winning solution for the 1st SkatingVerse Challenge.
We propose a method that involves several steps. To begin, we leverage the DINO
framework to extract the Region of Interest (ROI) and perform precise cropping
of the raw video footage. Subsequently, we employ three distinct models, namely
Unmasked Teacher, UniformerV2, and InfoGCN, to capture different aspects of the
data. By ensembling the prediction results based on logits, our solution
attains an impressive leaderboard score of 95.73%.
