A Novel Few-Shot Action Recognition Method: Temporal Relational CrossTransformers Based on Image Difference Pyramid
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DOI: 10.1109/access.2022.3204404
Abstract: Most current few-shot action recognition methods model temporal relationships on the basis of image classification and achieve satisfactory results. However, they focus on the extra temporal information of video data compared to images and use… read more here.
Keywords: action recognition; shot action; action; image difference ... See more keywords
Global Semantic Descriptors for Zero-Shot Action Recognition
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DOI: 10.1109/lsp.2022.3200605
Abstract: The success of zero-shot action recognition (ZSAR) methods is intrinsically related to the nature of semantic side information used to transfer knowledge, although this aspect has not been primarily investigated in the literature. This work… read more here.
Keywords: action recognition; shot action; global semantic; action ... See more keywords
Multidimensional Prototype Refactor Enhanced Network for Few-Shot Action Recognition
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Circuits and Systems for Video Technology"
DOI: 10.1109/tcsvt.2022.3175923
Abstract: Few-shot action recognition classifies new actions with only few training samples, of which the mainstream methods adopt class means to obtain prototypes as the representations of each category. However, affected by sample capacity and extreme… read more here.
Keywords: prototype; class; shot action; action recognition ... See more keywords
Retracted: Recognition of Badminton Shot Action Based on the Improved Hidden Markov Model
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DOI: 10.1155/2023/9817142
Abstract: [This retracts the article DOI: 10.1155/2021/7892902.]. read more here.
Keywords: retracted recognition; recognition badminton; shot action; based improved ... See more keywords
HiTIM: Hierarchical Task Information Mining for Few-Shot Action Recognition
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DOI: 10.3390/app13095277
Abstract: Although the existing few-shot action recognition methods have achieved impressive results, they suffer from two major shortcomings. (a) During feature extraction, few-shot tasks are not distinguished and task-irrelevant features are obtained, resulting in the loss… read more here.
Keywords: information; shot action; task; action recognition ... See more keywords