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
Python Package for CanvasXpress JS Visualization Tools

CanvasXpress Python Library About CanvasXpress for Python CanvasXpress was developed as the core visualization component for bioinformatics and system

Dr. Todd C. Brett 5 Nov 07, 2022
Learn Basic to advanced level Data visualisation techniques from this Repository

Data visualisation Hey, You can learn Basic to advanced level Data visualisation techniques from this Repository. Data visualization is the graphic re

Shashank dwivedi 16 Jan 03, 2023
visualize_ML is a python package made to visualize some of the steps involved while dealing with a Machine Learning problem

visualize_ML visualize_ML is a python package made to visualize some of the steps involved while dealing with a Machine Learning problem. It is build

Ayush Singh 164 Dec 12, 2022
阴阳师后台全平台(使用网易 MuMu 模拟器)辅助。支持御魂,觉醒,御灵,结界突破,秘闻副本,地域鬼王。

阴阳师后台全平台辅助 Python 版本:Python 3.8.3 模拟器:网易 MuMu | 雷电模拟器 模拟器分辨率:1024*576 显卡渲染模式:兼容(OpenGL) 兼容 Windows 系统和 MacOS 系统 思路: 利用 adb 截图后,使用 opencv 找图找色,模拟点击。使用

简讯 27 Jul 09, 2022
A tool to plot and execute Rossmos's Formula, that helps to catch serial criminals using mathematics

Rossmo Plotter A tool to plot and execute Rossmos's Formula using python, that helps to catch serial criminals using mathematics Author: Amlan Saha Ku

Amlan Saha Kundu 3 Aug 29, 2022
Create Badges with stats of Scratch User, Project and Studio. Use those badges in Github readmes, etc.

Scratch-Stats-Badge Create customized Badges with stats of Scratch User, Studio or Project. Use those badges in Github readmes, etc. Examples Document

Siddhesh Chavan 5 Aug 28, 2022
Streaming pivot visualization via WebAssembly

Perspective is an interactive visualization component for large, real-time datasets. Originally developed for J.P. Morgan's trading business, Perspect

The Fintech Open Source Foundation (www.finos.org) 5.1k Dec 27, 2022
Color maps for POV-Ray v3.7 from the Plasma, Inferno, Magma and Viridis color maps in Python's Matplotlib

POV-Ray-color-maps Color maps for POV-Ray v3.7 from the Plasma, Inferno, Magma and Viridis color maps in Python's Matplotlib. The include file Color_M

Tor Olav Kristensen 1 Apr 05, 2022
Plotting data from the landroid and a raspberry pi zero to a influx-db

landroid-pi-influx Plotting data from the landroid and a raspberry pi zero to a influx-db Dependancies Hardware: Landroid WR130E Raspberry Pi Zero Wif

2 Oct 22, 2021
Create artistic visualisations with your exercise data (Python version)

strava_py Create artistic visualisations with your exercise data (Python version). This is a port of the R strava package to Python. Examples Facets A

Marcus Volz 53 Dec 28, 2022
LinkedIn connections analyzer

LinkedIn Connections Analyzer 🔗 https://linkedin-analzyer.herokuapp.com Hey hey 👋 , welcome to my LinkedIn connections analyzer. I recently found ou

Okkar Min 5 Sep 13, 2022
Turn a STAC catalog into a dask-based xarray

StackSTAC Turn a list of STAC items into a 4D xarray DataArray (dims: time, band, y, x), including reprojection to a common grid. The array is a lazy

Gabe Joseph 148 Dec 19, 2022
Visualise Ansible execution time across playbooks, tasks, and hosts.

ansible-trace Visualise where time is spent in your Ansible playbooks: what tasks, and what hosts, so you can find where to optimise and decrease play

Mark Hansen 81 Dec 15, 2022
Type-safe YAML parser and validator.

StrictYAML StrictYAML is a type-safe YAML parser that parses and validates a restricted subset of the YAML specification. Priorities: Beautiful API Re

Colm O'Connor 1.2k Jan 04, 2023
Schema validation just got Pythonic

Schema validation just got Pythonic schema is a library for validating Python data structures, such as those obtained from config-files, forms, extern

Vladimir Keleshev 2.7k Jan 06, 2023
Automatic data visualization in atom with the nteract data-explorer

Data Explorer Interactively explore your data directly in atom with hydrogen! The nteract data-explorer provides automatic data visualization, so you

Ben Russert 65 Dec 01, 2022
Main repository for Vispy

VisPy: interactive scientific visualization in Python Main website: http://vispy.org VisPy is a high-performance interactive 2D/3D data visualization

vispy 3k Jan 03, 2023
Plot, scatter plots and histograms in the terminal using braille dots

Plot, scatter plots and histograms in the terminal using braille dots, with (almost) no dependancies. Plot with color or make complex figures - similar to a very small sibling to matplotlib. Or use t

Tammo Ippen 207 Dec 30, 2022
Python scripts to manage Chia plots and drive space, providing full reports. Also monitors the number of chia coins you have.

Chia Plot, Drive Manager & Coin Monitor (V0.5 - April 20th, 2021) Multi Server Chia Plot and Drive Management Solution Be sure to ⭐ my repo so you can

338 Nov 25, 2022
3D plotting and mesh analysis through a streamlined interface for the Visualization Toolkit (VTK)

PyVista Deployment Build Status Metrics Citation License Community 3D plotting and mesh analysis through a streamlined interface for the Visualization

PyVista 1.6k Jan 08, 2023