1st Place Solution to the 1st SkatingVerse Challenge

22 Apr 2024 · Tao Sun, Yuanzi Fu, Kaicheng Yang, Jian Wu, Ziyong Feng ·

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%.

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Dense Connections • DINO • Layer Normalization • Linear Layer • Multi-Head Attention • Residual Connection • Scaled Dot-Product Attention • Softmax • Vision Transformer

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1st Place Solution to the 1st SkatingVerse Challenge

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