Projects and Activities

Research Project: Deep Learning-based Intelligent Transportation Systems

  • Employing Machine-Vision and Deep Learning techniques on image/videos to extract valuable information and generate intelligent models
  • Stack: TensorFlow, Keras, Python, C#, EmguCV, OpenCV
  • Outcomes:
    • Real condition datasets of
      • Vehicle images/videos
      • Vehicle license-plates
    • Vehicle Detection system based on Faster R-CNN (GitHub, paper)
    • Iranian License Plate Detection (LPD) system based on YOLO v.3 (GitHub, paper)
    • Vehicle classification and traffic estimation system

Video-based Automatic Vehicle Speed Measurement

  • Project duration: November 2016 to December 2018
  • Developed with the contribution of “Guilan University” and “Guilan Science and Technology Park – Business Incubator”
  • Stack: C#, EmguCV, Aforge.NET
  • Outputs:
    • MSc. final thesis
    • A motion-based vehicle speed measurement application
    • A real condition dataset of vehicles
    • Several academic publications
  • Links: Github, YouTube

Interactive E-Learning Content Development

  • Project duration: November 2014 to January 2018
  • Development for the Institute for Energy and Hydro Technology – Guilan Training Center (IEHT-GTC) – website
  • Developed by ActionScript3 (Adobe Flash) and Storyline
  • Providing SCORM LMS output

Automatic Human Detector/Tracker for Surveillance Systems

  • Project duration: October 2013 to August 2014
  • Designed in Guilan Science and Technology Park as a Research Software Engineer
  • Stack: OpenCV, Visual C++
  • Outputs:
    • An image processing model for human detection and tracking
    • Top 15 Business Planners Award in the 10th Sheikh Bahai National Technopreneurship Festival

Automatic Vehicle Counter and Traffic Estimation

  • Project duration: October 2013 to August 2014
  • Designed in Guilan Science and Technology Park as a Research Software Engineer
  • Stack: OpenCV, Visual C++
  • Outputs:
    • An automatic vehicle detection/count/classification system
    • A real condition dataset of vehicles
    • Publication (link)

Online Reservation System for Medical Clinics

  • Project duration: June 2013 to January 2014
  • Scopes: providing online reservation for patients, besides gathering data of patients, doctors, and illnesses for further mining
  • A proposed system for Guilan Science and Technology Park
  • Stack: PHP, JS, jQuery, HTML, CSS, Oracle DBMS
  • Role: developer and project manager

Parsiab Search Engine

  • Project duration: May 2011 to May 2013
  • Scope: developing a Farsi search engine as a data-gathering service
  • Stack: PHP, JS, jQuery, HTML, CSS, Oracle DBMS
  • As a member of Guilan University’s programming team of the faculty of engineering

E-Learning Content Development

  • Project duration: September 2012 to May 2013
  • E-Learning Department of Guilan University (link)
  • As a member of Guilan University’s programming team of the faculty of engineering

E-Learning Application for Preschool Kids

  • Project duration: March to July 2011
  • Designed for the organization of education in Gilan province
  • As a member of GilanTech Programming Team
  • Developed by ActionScript3 (Adobe Flash)