Survey of video human action recognition using deep neural networks
Survey of video human action recognition using deep neural networks
Deep Neural Networks in Video Human Action Recognition: A Review
arXiv paper abstract https://arxiv.org/abs/2305.15692
arXiv PDF paper https://arxiv.org/pdf/2305.15692.pdf
Currently, video behavior recognition is one of the most foundational tasks of computer vision.
… The researchers have widely studied video-based recognition rather than image-based(pixel-based) only to extract more informative elements from geometry tasks.
… current related research addresses multiple novel proposed research works and compares their advantages and disadvantages between the derived deep learning frameworks rather than machine learning frameworks.
The comparison happened between existing frameworks and datasets, which are video format data only.
Due to the specific properties of human actions and the increasingly wide usage of deep neural networks, … collected all research works within the last three years between 2020 to 2022.
… the performance of deep neural networks surpassed most of the techniques in the feature learning and extraction tasks, especially video action recognition.
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