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- ArticleNovember 2024
Semi-supervised Teacher-Reference-Student Architecture for Action Quality Assessment
AbstractExisting action quality assessment (AQA) methods often require a large number of label annotations for fully supervised learning, which are laborious and expensive. In practice, the labeled data are difficult to obtain because the AQA annotation ...
- research-articleJanuary 2025
Weakly-supervised temporal action localization by inferring salient snippet-feature
AAAI'24/IAAI'24/EAAI'24: Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence and Thirty-Sixth Conference on Innovative Applications of Artificial Intelligence and Fourteenth Symposium on Educational Advances in Artificial IntelligenceArticle No.: 768, Pages 6908–6916https://doi.org/10.1609/aaai.v38i7.28516Weakly-supervised temporal action localization aims to locate action regions and identify action categories in untrimmed videos simultaneously by taking only video-level labels as the supervision. Pseudo label generation is a promising strategy to solve ...