#1 2022-06-07 16:15:03

ms-marvelSnilt
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Americas, Special Report, US

Action recognition, the process of identifying actions performed by actors in a video segment, is a challenging and prolific field of computer vision. This challenge is only exacerbated by the constraints of on-the-edge real-time applications. Edge computing is a requirement for many applications that aim for maintaining privacy and scalability. Recent advancements in deep neural networks (DNNs) have lead to a renaissance of the field, driving model accuracy far beyond what was previously possible. This is especially pronounced in skeleton-based action recognition, which instead of using RGB pixel data, relies on human pose information to classify appropriate actions. Currently, near SotA accuracy can be achieved with a simple baseline ST-GCN algorithm, achieving up to 87% accuracy. With accuracy this high being available even to relatively simple models, the realization of complex computer vision applications that rely on understanding the actions of people (e.g. video surveillance, autonomous vehicles, patient monitoring) is now within the realm of possibility. 


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#3 2022-09-05 18:20:57

wini
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Re: Americas, Special Report, US

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