International Journal of Advances in Intelligent Informatics
Vol 8, No 2 (2022): July 2022

Deep Neural Network-based Physical Distancing Monitoring System with TensorRT Optimization

Edi Kurniawan ((SCOPUS ID: 55695266600, National Research and Innovation Agency BRIN))



Article Info

Publish Date
31 Jul 2022

Abstract

During the COVID-19 pandemic, physical distancing (PD) is highly recommended to stop the transmission of the virus. Deep learning-based object detection is employed to detect people in the crowd. Once the objects have been detected, then the distances between objects can be calculated to determine whether those objects violate physical distancing or not. This work presents the physical distancing monitoring system using a deep neural network. The optimization process is based on TensorRT executed on Graphical Processing Unit (GPU) with Computer Unified Device Architecture (CUDA) platform. This research evaluates the inferencing speed of the well-known object detection model You-Only-Look-Once (YOLO) run on two different Artificial Intelligence (AI) machines. The results show that the inferencing speed in terms of Frame-Per-Second (FPS) increases up to 9 times of the non-optimized ones.

Copyrights © 2022






Journal Info

Abbrev

IJAIN

Publisher

Subject

Computer Science & IT

Description

International journal of advances in intelligent informatics (IJAIN) e-ISSN: 2442-6571 is a peer reviewed open-access journal published three times a year in English-language, provides scientists and engineers throughout the world for the exchange and dissemination of theoretical and ...