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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
- Certified Project Manager (CPM) certification from Guilan Science and Technology Park center for creativity (read more)
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)