Ahmed Mohamed, Hala Elhoweris
Perceptions of preschool teachers of the characteristics of gifted learners in Abu Dhabi: A qualitative study
Frontiers in psychology
research video analytics especially area human behavior recognition become increasingly popular recently widely applied virtual reality video surveillance video retrieval advancement deep learning algorithms computer hardware conventional twodimensional convolution technique training video models replaced threedimensional convolution enables extraction spatiotemporal features specifically use 3d convolution human behavior recognition subject growing interest however increased dimensionality led challenges dramatic increase number parameters increased time complexity strong dependence gpus effective spatiotemporal feature extraction training speed considerably slow without support powerful gpu hardware address issues study proposes adaptive time compression atc module functioning independent component atc seamlessly integrated existing architectures achieves data compression eliminating redundant frames within video data atc module effectively reduces gpu computing load time complexity negligible loss accuracy thereby facilitating realtime human behavior recognition