Human Activity Recognition using DCGAN in AI
International Research Journal of Modernization in Engineering Technology and Science · 2023
In this paper, we have studied one of the most significant technologies in today's era of Artificial Intelligence and Machine Learning-the Deep Convolutional Neural Network (DCNN) that have gained prominence in human activity recognition (HAR).The layers of the convolutional kernel within a DCNN determines the size of the temporal window used to learn activity patterns.While deep learning method like CNN has revolutionized various applications, also the HAR approaches Generative Adversarial Networks (GANs) to produce synthetic data face limitations in addressing the challenges of data scarcity.