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Custom ROI in Computer Vision Applications

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EasyROI

Downloads PyPI version

Helper library for drawing ROI in Computer Vision Applications
Now you can crop the drawn roi's

demo

Table of Contents

  • EasyROI
    • Table of Contents
    • About The Project
      • Tech Stack
      • File Structure
    • Getting Started
      • Prerequisites
      • Installation
    • Usage
      • Using EasyROI in your project
        • Rectangular roi
        • Line Roi
        • Circle Roi
        • Polygon Roi
        • Cropping drawn roi
    • Formats of roi
      • Rectangle
      • Line
      • Circle
      • Polygon
    • Future Work
    • Contributors
    • Acknowledgements and Resources
    • License

About The Project

Tech Stack

File Structure

.  
├── EasyROI  
│   ├── __init__.py  
│   ├── easyROI.py  
│   └── utils.py  
├── input
│   ├── overpass.mp4   
├── output/  
├── dev_main.py             # Code for testing during developing phase
├── test_library.py         # Code for testing during testing phase
├── DEV_README.md           # README for developing phase 
├── LICENSE  
└── README.md 

Getting Started

Prerequisites

  • python>=3.6
  • pip

Installation

  1. Create virtual environment
python3 -m venv venv_easy_roi
source venv_easy_roi/bin/activate
  1. Install EasyROI
pip install EasyROI

If you already have opencv installed:

pip install --no-dependencies EasyROI

Usage

  • Read the instruction in terminal while drawing roi

Using EasyROI in your project

  • Initializing
from EasyROI import EasyROI

roi_helper = EasyROI(verbose=True)

Rectangular roi

rectangle_demo

rect_roi = roi_helper.draw_rectangle(frame, 3)  # quantity=3 specifies number of rectangles to draw

frame_temp = roi_helper.visualize_roi(frame, rect_roi)
  • See roi format in - Rectangle

Line Roi

line_demo

line_roi = roi_helper.draw_line(frame, 3)  # quantity=3 specifies number of lines to draw

frame_temp = roi_helper.visualize_roi(frame, line_roi)
  • See roi format in - Line

Circle Roi

circle_demo

circle_roi = roi_helper.draw_circle(frame, 3)   # quantity=3 specifies number of circles to draw

frame_temp = roi_helper.visualize_roi(frame, circle_roi)
  • See roi format in - Circle

Polygon Roi

polygon_demo

polygon_roi = roi_helper.draw_polygon(frame, 3) # quantity=3 specifies number of polygons to draw

frame_temp = roi_helper.visualize_roi(frame, polygon_roi)
  • See roi format in - Polygon

Cropping drawn roi

polygon_roi = roi_helper.draw_polygon(frame, 3) # quantity=3 specifies number of polygons to draw

cropped_polys = roi_helper.crop_roi(frame, polygon_roi)
  • Can do similarly for rectangular, circle roi
  • Returns dictionary with key value same as roi_label and value as image of cropped version

Formats of roi

Rectangle

quantity = 1

{
    'roi': {   
                0: {'br_x': 573,
                    'br_y': 443,
                    'h'   : 105,
                    'tl_x': 322,
                    'tl_y': 338,
                    'w'   : 251
                }
            },

    'type': 'rectangle'
}

Line

quantity = 2

{
    'roi': {
                0: {
                    'point1': (374, 395), 
                    'point2': (554, 438)
                },

                1: {
                    'point1': (555, 438), 
                    'point2': (830, 361)
                }
            },

    'type': 'line'
}

Circle

quantity = 2

{
    'roi': {
                0: {
                    'center': (330, 355), 
                    'point2': (552, 375), 
                    'radius': 222
                },

                1: {
                    'center': (702, 374), 
                    'point2': (700, 475), 
                    'radius': 101
                }
            },

    'type': 'circle'
}

Polygon

quantity = 2

{
    'roi': {
                0: {
                    'vertices': [
                        (586, 435), 
                        (534, 582), 
                        (200, 504), 
                        (356, 403)
                    ]
                },
                
                1: {
                    'vertices': [
                        (1108, 507),
                        (738, 662),
                        (709, 497),
                        (711, 494),
                        (927, 414)
                    ]
                }
            },

    'type': 'polygon'
}

Future Work

  • See TODO.md for seeing developments of this project

Contributors

Acknowledgements and Resources

License