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- W4288055954 abstract "Action quality assessment (AQA) is an active research problem in video-based applications that is a challenging task due to the score variance per frame. Existing methods address this problem via convolutional-based approaches but suffer from its limitation of effectively capturing long-range dependencies. With the recent advancements in Transformers, we show that they are a suitable alternative to the conventional convolutional-based architectures. Specifically, can transformer-based models solve the task of AQA by effectively capturing long-range dependencies, parallelizing computation, and providing a wider receptive field for diving videos? To demonstrate the effectiveness of our proposed architectures, we conducted comprehensive experiments and achieved a competitive Spearman correlation score of 0.9317. Additionally, we explore the hyperparameters effect on the model's performance and pave a new path for exploiting Transformers in AQA." @default.
- W4288055954 created "2022-07-28" @default.
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- W4288055954 date "2022-07-20" @default.
- W4288055954 modified "2023-10-16" @default.
- W4288055954 title "Action Quality Assessment using Transformers" @default.
- W4288055954 doi "https://doi.org/10.48550/arxiv.2207.12318" @default.
- W4288055954 hasPublicationYear "2022" @default.
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