The Real-Time Text Detection OpenCV Python is a project for assisting visually challenged people in reading text patterns and converting them to audio.
To retrieve the object from the background and extract the text pattern from that item, the system first suggests the approach that will collect the image from the camera, and the object region is detected.
Importance of Real-Time Text Detection Python OpenCV
Text detection is crucial in life because it is employed in vision-based applications.
It now confronts challenges such as background complexity, text direction, background complexity, scene text diversity, and interference concerns, among others.
Real-Time Text Detection In Python: Project Details and Technology
Project Name: | Real-Time Text Detection Project In Python With Source Code |
Abstract | Text Detection Python OpenCV – is a method in which the model is given an image and the textual region is detected by drawing a bounding box around it. |
Language/s Used: | Python Deep Learning |
Python version (Recommended): | 3.8/3.9 |
Database: | None |
Type: | Desktop Application |
Developer: | Source Code Hero |
Updates: | 0 |
Real-Time Text Detection OpenCV Python: About the project
This Real-Time Text Detection OpenCV Python was developed using Python OpenCV, In this tutorial you will learn how to use OpenCV to detect text in real-time using web-camera.
A deep learning model based on a novel architecture and training pattern, Text Detector Using OpenCV Python is a deep learning model.
The OpenCV Text Detection In Python, you’ll learn how to utilize OpenCV’s EAST detector to recognize text in pictures and video streams automatically. In this article, you’ll learn how to utilize OpenCV and the EAST text detector to detect text in images.
The EAST text detector requires that we have OpenCV or better installed on our systems; if you do not have OpenCV or better installed, please see my OpenCV install guides and follow the one for your operating system.
This Real-Time Text Detection In Python also includes a downloadable Python Project With Source Code for free, just find the downloadable source code below and click to start downloading.
By the way, if you are new to Python programming and you don’t have any idea what Python IDE is, I have here a list of Best Python IDE for Windows, Linux, Mac OS for you. Additionally, I also have here How to Download and Install Latest Version of Python on Windows.
To start executing a Real-Time Text Detection OpenCV Python With Source Code, make sure that you have installed Python in your computer.
Real-Time Text Detection OpenCV Python With Source Code: Steps on how to run the project
Time needed: 5 minutes
These are the steps on how to run Real-Time Text Detection OpenCV Python With Source Code
- Step 1: Download Source Code
First, download the provided source code below.
- Step 2: Extract File
Next, after the download finished extract the zip file.
- Step 3: Import the project to your PyCharm IDE.
Next, import the source code you’ve download to your PyCharm IDE.
- Step 4: Install all Libraries.
Next, install all libraries given below.
- Install all Libraries.
Next, install all libraries given below.
- Step 5: Open cmd.
Next, click the folder directory of the project and type cmd.
- Step 6: Run Project.
last, run the project with the command “py main.py –east_frozen_east_text_detection.pb”
Download the Source Code below
Summary
In this article, Text detection deals with detecting the presence of the text in the input image or real-time, whereas text localization localizes the position of the text and forms groups of text regions by eliminating the maximum of the background.
Text detection and localization process is performed using connected component analysis or region-based methods.
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Inquiries
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