The following research questions are explored and addressed in this article: 1. Reducing unnecessary computations from CNN architectures 2. Combining low compute and high compute CNNs for increased efficiency 3. Combining low resolution with high resolution 4. Improving spatio-temporal analysis in non-Euclidean domains Reducing unnecessary computations from CNN architectures: Most of the earlier work on remote…