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Recognizing human actions has become a key area of research with important implications across surveillance, wellness programs, healthcare systems, and diverse other applications. Recognizing human activity in real-life scenarios is a challenging undertaking due to the diverse and complex nature of human actions, which often involve a combination of simple and intricate tasks. Predominantly, current methods focus on recognizing uncomplicated, dir