arXiv subjects

Rakesh Dhakshinamurthy

Publications and source records attributed to Rakesh Dhakshinamurthy.

2 recordsLinked to original sources

arXiv2021

Video Analytics on IoT devices

Deep Learning (DL) combined with advanced model optimization methods such as RC-NN and Edge2Train has enabled offline execution of large networks on the IoT devices. In this paper, we compare the modern Deep Learning (DL) based video analytics approaches with the standard Computer Vision (CV) based approaches and finally, discuss the best-suited approach for video analytics on IoT devices.

cs.CV↗

arXiv2021

Neural Networks for Keyword Spotting on IoT Devices

We explore Neural Networks (NNs) for keyword spotting (KWS) on IoT devices like smart speakers and wearables. Since we target to execute our NN on a constrained memory and computation footprint, we propose a CNN design that. (i) uses a limited number of multiplies. (ii) uses a limited number of model parameters.

cs.LG↗