Smart Queue Monitoring System

Project Details-Video

Abstract: A smart queuing system is a system that can guide people (in a retail or public transportation setting) towards queues with the least waiting time to reduce congestion.

 

Project Structure

Task 1: Proposal Submission

Course Objective: Broader course objective for choosing the right hardware

  • Proposal Retail Sector: Link
    • Real-World Scenarios: Most of them will not come from a hardware/electronics background

    • The proposal indicates the important requirements of each sector. It consists of the following:

      1- Power Requirements

      2- Space Requirements

      3- Economic Constraints

      4- Queue Parameters​

  • ​Solution Retail Sector: Link

Task-1-Completion Checklist

Project Build and Setup

Project Setup

  • Video file for each sector is provided to them, they have to directly use it in the model file
  • Model- You can use the person-detection-retail-0013 model for identifying the people
  • Link to Model file- for starter-here
  • Queue Parameters
    • Coordinates of the Video given to them
    • And they have to use the parameters from their proposals from task1
  • Model Solution file-here

Course Objective: The student will be able to use the OpenVino toolkit to download the model files

Task-2

Deployment of the Model- Task3

  • Course Objective: The student will be able to segregate their workload onto different hardware accelerators.
  • The students will be able to run correct precision models on different hardware sets
  • The student will be able to decide on the merits and demerits of each hardware and choose the right hardware for their application.
  • Use of DevCloud for deployment on
    • CPU
    • GPU
  • For Deployment on VPU
    • Intel NCS2 stick used
    • But what will the students do?
  • FPGA Deployment not done since
    • Versioning problem present on the Devcloud
    • Do not have access to actual FPGA hardware
  • Demo

Deployment of the Model- Task3

Demo- Retail Sector

Checklist for Task 3

Demos for other sectors- Manufacturing- FPGA

Demos for other sectors- Transportation

ReadMe File- Walkthrough- Link

FPGA Issues

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