Custom ROI in Computer Vision Applications

Overview

stargazers issues forks license

EasyROI

Downloads PyPI version

Helper library for drawing ROI in Computer Vision Applications

demo

Table of Contents

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

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)

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)

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)

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

Owner
Information Technology Student at VJTI, Mumbai
Smarthome Dashboard with Grafana & InfluxDB

Smarthome Dashboard with Grafana & InfluxDB This is a complete overhaul of my Raspberry Dashboard done with Flask. I switched from sqlite to InfluxDB

6 Oct 20, 2022
Smoking Simulation is an app to simulate the spreading of smokers and non-smokers, their interactions and population during certain amount of time.

Smoking Simulation is an app to simulate the spreading of smokers and non-smokers, their interactions and population during certain

Bohdan Ruban 5 Nov 08, 2022
Analytical Web Apps for Python, R, Julia, and Jupyter. No JavaScript Required.

Dash Dash is the most downloaded, trusted Python framework for building ML & data science web apps. Built on top of Plotly.js, React and Flask, Dash t

Plotly 17.9k Dec 31, 2022
HW_02 Data visualisation task

HW_02 Data visualisation and Matplotlib practice Instructions for HW_02 Idea for data analysis As I was brainstorming ideas and running through databa

9 Dec 13, 2022
Drag’n’drop Pivot Tables and Charts for Jupyter/IPython Notebook, care of PivotTable.js

pivottablejs: the Python module Drag’n’drop Pivot Tables and Charts for Jupyter/IPython Notebook, care of PivotTable.js Installation pip install pivot

Nicolas Kruchten 512 Dec 26, 2022
Render Jupyter notebook in the terminal

jut - JUpyter notebook Terminal viewer. The command line tool view the IPython/Jupyter notebook in the terminal. Install pip install jut Usage $jut --

Kracekumar 169 Dec 27, 2022
Lightweight data validation and adaptation Python library.

Valideer Lightweight data validation and adaptation library for Python. At a Glance: Supports both validation (check if a value is valid) and adaptati

Podio 258 Nov 22, 2022
A Jupyter - Leaflet.js bridge

ipyleaflet A Jupyter / Leaflet bridge enabling interactive maps in the Jupyter notebook. Usage Selecting a basemap for a leaflet map: Loading a geojso

Jupyter Widgets 1.3k Dec 27, 2022
📊 Charts with pure python

A zero-dependency python package that prints basic charts to a Jupyter output Charts supported: Bar graphs Scatter plots Histograms 🍑 📊 👏 Examples

Max Humber 54 Oct 04, 2022
Pretty Confusion Matrix

Pretty Confusion Matrix Why pretty confusion matrix? We can make confusion matrix by using matplotlib. However it is not so pretty. I want to make con

Junseo Ko 5 Nov 22, 2022
UNMAINTAINED! Renders beautiful SVG maps in Python.

Kartograph is not maintained anymore As you probably already guessed from the commit history in this repo, Kartograph.py is not maintained, which mean

1k Dec 09, 2022
Draw datasets from within Jupyter.

drawdata This small python app allows you to draw a dataset in a jupyter notebook. This should be very useful when teaching machine learning algorithm

vincent d warmerdam 505 Nov 27, 2022
Monochromatic colorscheme for matplotlib with opinionated sensible default

Monochromatic colorscheme for matplotlib with opinionated sensible default If you need a simple monochromatic colorscheme for your matplotlib figures,

Aria Ghora Prabono 2 May 06, 2022
Data Visualization Guide for Presentations, Reports, and Dashboards

This is a highly practical and example-based guide on visually representing data in reports and dashboards.

Anton Zhiyanov 395 Dec 29, 2022
HW 02 for CS40 - matplotlib practice

HW 02 for CS40 - matplotlib practice project instructions https://github.com/mikeizbicki/cmc-csci040/tree/2021fall/hw_02 Drake Lyric Analysis Bar Char

13 Oct 27, 2021
🗾 Streamlit Component for rendering kepler.gl maps

streamlit-keplergl 🗾 Streamlit Component for rendering kepler.gl maps in a streamlit app. 🎈 Live Demo 🎈 Installation pip install streamlit-keplergl

Christoph Rieke 39 Dec 14, 2022
Simple implementation of Self Organizing Maps (SOMs) with rectangular and hexagonal grid topologies

py-self-organizing-map Simple implementation of Self Organizing Maps (SOMs) with rectangular and hexagonal grid topologies. A SOM is a simple unsuperv

Jonas Grebe 1 Feb 10, 2022
Print matplotlib colors

mplcolors Tired of searching "matplotlib colors" every week/day/hour? This simple script displays them all conveniently right in your terminal emulato

Brandon Barker 32 Dec 13, 2022
This is a sorting visualizer made with Tkinter.

Sorting-Visualizer This is a sorting visualizer made with Tkinter. Make sure you've installed tkinter in your system to use this visualizer pip instal

Vishal Choubey 7 Jul 06, 2022
Python support for Godot 🐍🐍🐍

Godot Python, because you want Python on Godot ! The goal of this project is to provide Python language support as a scripting module for the Godot ga

Emmanuel Leblond 1.4k Jan 04, 2023