GithubHelp home page GithubHelp logo

persian_plate_recognition's Introduction

Persian Plate Recognition

Recognize Persian plate with YOLOv8

This Repo created for detect persian cars and plates and then recognize every persian characters on the plate.

Prerequisite

YOLOv8 Ultralytics and all of Requirements for YOLOv8

use python 3.10

Demo

output_20230529204512.mp4

Installation

pip install ultralytics==8.0.104

Run

3 options for run:

1.use the main python script

python main.py

2.use my streamlit link on your browser(this option no need any installation):

Streamlit App

3.use streamlit app.py and run it locally on your pc:

pip install streamlit
cd PersianPlateRecog
streamlit run app.py

Datasets

Created two datasets :

  1. Dataset for detection cars and plates Link

  2. Dataset for detection chars of the plates Link

Models

for simplicity of computational using yolov8s for cars and plates detection and using yolov8n for character detection

Training Results

  1. yolov8s model for cars and plates detection

results (1)

  1. yolov8n model for characters detection

yolov8n_char_new_small

persian_plate_recognition's People

Contributors

shahabbai avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar

Watchers

 avatar

persian_plate_recognition's Issues

Not work

hi.
me add new car images but not load and not read image or license plate detection recognition

Train custom model

Hello,
First of all, thank you for this good repository.


I found a better dataset for plate numbers detection in roboflow (persian-plates-number) It can even improve...
Anyway...
I want to know how can i train custom model with YOLO...
My laptop is not appropriate for training and google colab stop training after a few hours, also i can not download trained file from roboflow :(

Do you know any other solution?

Thanks for your attention. ❤️🙏

Some letters do not show correctly

Hello, thank you for your project. Some letters, including the letter "ج" and "ل", do not show correctly. I will send you a sample. At what angle can he read the license plate?
G

حرف (ج)

سلام.
داشتم برنامه رو تست میکردم، متوجه شدم که حرف "ج" رو نمی تونه تشخیص بده.
البته اشتباه تشخیص میده (معلول تشخیص)
و همینطور حرف "ک" که "ب" تشخیص میده

فعلا همین ها رو متوجه شدم.

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.