/Grade-Auto-Filler

This is the course project of Image Processing course which we implement a tool to scan grade sheets or answer bubble sheets, then, make another grade sheet in digital form.

Primary LanguagePythonMIT LicenseMIT

Grades Auto Filler

πŸ“ Table of Contents

πŸ“™ About

  • The main idea of (Grade Auto Filler) is to give an image of a table with some data to the program and get an output of excel sheet containing the data that was in that image after mapping the symbols to the wanted grades.

  • The main idea of (Bubble sheet correction) islocalize the filled circles referenced to the number of columns and number of rowsand compare them to a given model answer and provide sheet of students’ grades.

πŸ’» Technology

  • Python
  • Jupyter Notebook
  • OpenCV

🏁 Getting Started

  • Clone the repository
    git clone https://github.com/AhmedAlaa2024/Grade-Auto-Filler.git
    
  • Install Packages
    pip install -r requirements.txt
    
  • To run the Grade Auto Filler
    Set the path of the table image in the config file [configGrade.conf]
    
    Set any other needed features in the config file [get names, wanted method to detect symbols and numbers, etc..]
    
    Use the command "python gradesSheet.py"
    
  • To run the Bubble Sheet Correction
    Set the path of the directory of the samples in the config file [configBubble.conf]
    
    If there is no id in the image, set the ids in the id list file
    
    Set all the other important parameters in the config file [number of students, number of questions, number of choices, id length if exist, number of coulmns and rows, etc...]
    
    Use the command "python bubbleSheet.py"
    



Grade Auto Filler Model

πŸ“· OverView

  • It allows you to turn an image into a digital form (excel sheet)
  • It handles Skewing and orientation
  • Printed Student ID is detected using OCR or Feature and execration
  • Written Symbols like βœ“ & ? are detect using HOG feature extractor and predicted using SVM or with normal image processing techniques
  • Handwritten numeric values are detected using OCR and Feature and execration

πŸ– Flow Diagram


πŸ“š Results

(1)

(2)




Bubble Sheet Correction Model

πŸ“· OverView

  • It handles Skewing and orientation
  • It handles different ink colors
  • It allows different formats for the sheet ( but bubbles must be vertically aligned in all formats )
  • Differnet number of questions and choices

πŸ– Flow Diagram



πŸ“š Results

(1)

(2)


Contributors

Ahmed Alaa
Ahmed Alaa
Beshoy Morad
Beshoy Morad
Waleed Hesham
Waleed Hesham
Zeyad Tarek
Zeyad Tarek

License

This software is licensed under MIT License, See License for more information.