I've provided a Colab solution since that will probably be useful to the most people.

Install tesseract in our Colab environment.

!sudo apt install tesseract-ocr
!pip install PyTesseract

Import libraries and mount our Drive

from google.colab import drive
from google.colab.patches import cv2_imshow
drive.mount('/content/drive/')

Set our pytesseract path, read in source image from our Drive, show our source image, then finally convert the image to text.

import cv2
import pytesseract
import numpy as np

pytesseract.pytesseract.terreract_cmd = {
    r'/usr/bin/tesseract'
}

src = cv2.imread('/content/drive/MyDrive/Colab Notebooks/images/macbeth.png')
cv2_imshow(src)
output_txt = pytesseract.image_to_string(src)
print(type(output_txt))
print(output_txt)

Answer from avereux on Stack Overflow
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Width.ai
width.ai › post › the-best-ways-to-extract-text-from-images-without-tesseract-python
The Best Ways To Extract Text From Images Without Tesseract (Python) | Width.ai
March 15, 2022 - An alternative approach to Tesseract is to use traditional text processing techniques that typically involve the following stages: Manually observe patterns in the layouts, edges, colors, textures, font sizes, contours, morphologies (shapes), and any other features that help differentiate text areas from non-text regions. Use preprocessing operations — like converting image format, thresholding, erosion, dilation, color masking, colorspace conversions, or gaussian blurring — to isolate the text regions we're interested in.
🌐
DevGenius
blog.devgenius.io › extracting-text-from-images-using-python-a-guide-to-ocr-with-easyocr-14a43d750f39
Extracting Text from Images Using Python: A Guide to OCR with EasyOCR | by Kevin Meneses González | Dev Genius
September 13, 2024 - Optical Character Recognition (OCR) is the solution to this problem, allowing you to convert images containing text into machine-readable formats. While Tesseract is a popular OCR tool, there are other powerful alternatives that can sometimes ...
Discussions

What is the Best Way to Get Text From Image with Python? - Stack Overflow
I want to get the text out of an image. I tried tesseract but I had issues installing it, so im wondering if I can get some help with that or another way to do it. When I try to use tesseract it sa... More on stackoverflow.com
🌐 stackoverflow.com
Just a quick question. Any idea on how to extract text from an image file?
The keyword you want to google is "OCR" (optical character recognition). I think google tesseract is the most popular. Since it sounds like you are working with a limited and exact character set it may be faster to make your own by snipping out examples of each digit and using pyautogui's / opencv's locate functions. More on reddit.com
🌐 r/learnpython
6
2
June 8, 2022
Image to text python - Stack Overflow
This is the default location where tesseract will be installed. That's it. I have also followed these steps to run the code at my end. Hope this will help. ... Save this answer. ... Show activity on this post. You can try using this python library: https://github.com/prabhakar267/ocr-convert-image-... More on stackoverflow.com
🌐 stackoverflow.com
for the life of me, i can't figure out how to extract text from images. how can i get this done without paying for anything?
Apple has it built into its Photos app. More on reddit.com
🌐 r/it
84
25
January 17, 2024
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Stack Overflow
stackoverflow.com › questions › 51767395 › read-text-from-image-without-using-tesseract-using-python3
computer vision - Read text from image without using tesseract using python3 - Stack Overflow
As I am on a strict client environment I won't be able to install tesseract_OCR (.exe) application on the host. I am searching for an approach if it can be done without installing this OCR application. Please suggest me the approach. ... This image seems to be a screen copy or similar, no a picture. Too bad that you can't just parse the original source instead of "reverse engineering". ... The quality of this image is so good that you can apply simple template matching technique to recognize your characters.
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Affinda
affinda.com › home › blog › how to convert image to text using python
How to Convert Image to Text Using Python: A Comprehensive Guide for 2024
September 8, 2025 - Its simplicity, coupled with powerful OCR engines like Tesseract and innovative libraries such as EasyOCR, makes Python an ideal choice for developers looking to implement OCR in their projects. In this comprehensive guide, we'll dive deep into the world of Python OCR. We'll explore various techniques to convert image to text using Python, from basic implementations to advanced strategies for handling complex documents and multiple languages.
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DataScienceCentral
datasciencecentral.com › python-tips-turn-images-into-text-effectively
TechTarget - Global Network of Information Technology Websites and Contributors
BellSoft's Hardened Builder lets Paketo Buildpacks users build zero-CVE container images on hardened base images, reducing security toil without changing application code.
Find elsewhere
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Towards Data Science
towardsdatascience.com › home › latest › top 5 python ocr libraries for extracting text from images
Top 5 Python OCR Libraries for Extracting Text from Images | Towards Data Science
January 27, 2025 - Finally, we are covering the last Python package for text detection and recognition from documents: docTR. It can interpret the document as a PDF or an image and, then, pass it to the two stage-approach. In docTR, there is the text detection model (DBNet or LinkNet) followed by the CRNN model for text recognition.
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Wondershare PDF
pdf.wondershare.com › ocr › extracting-text-from-image-python.html
How to Extract Text From Images Using Python
January 6, 2026 - Want to extract text from images? You can do this quickly with a few lines of Python code. It is completely free and provides sound recognition results.
🌐
Medium
medium.com › @keshanu425 › practical-guide-to-extract-text-from-images-ocr-in-python-3d2f2c4bf1c
Practical Guide To Extract Text From Images (OCR) in Python | by Nethmi Nikeshala | Medium
December 13, 2024 - Practical Guide To Extract Text From Images (OCR) in Python Hi friends, after long time I would like to tell about how to extract text from images (OCR- Optical Recognition) in Python. I hope you all …
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Medium
medium.com › codex › text-extraction-from-images-in-python-explained-95c48e8f9fc6
Text Extraction from Images in Python — Explained | CodeX
October 5, 2023 - Learn image text extraction in Python. Explore OCR techniques to extract text from images with Python libraries. Step-by-step guide.
🌐
Medium
medium.com › data-science › top-5-python-libraries-for-extracting-text-from-images-c29863b2f3d
Top 5 Python OCR Libraries for Extracting Text from Images | TDS Archive
October 21, 2024 - In this article, I am going to show some Python libraries that can allow you to fastly extract text from images without struggling too much. The explanation of the libraries is followed by a practical example. The dataset used is taken from Kaggle.
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Quora
quora.com › How-can-I-extract-letters-form-a-picture-using-python-without-using-pytesser-tesseract-What-is-the-algorithm-for-it
How to extract letters form a picture using python without using pytesser/tesseract? What is the algorithm for it - Quora
Answer: You probably mean using Python without using 3rd party libraries. To do this would require building your own data pipeline using native python libraries. If you decide to use libraries other than pytesser, then scikit-learn would provide the functionality to do optical character recogniti...
Top answer
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8

You have to have tesseract installed and accesible in your path.

According to source, pytesseract is merely a wrapper for subprocess.Popen with tesseract binary as a binary to run. It does not perform any kind of OCR itself.

Relevant part of sources:

def run_tesseract(input_filename, output_filename_base, lang=None, boxes=False, config=None):
    '''
    runs the command:
        `tesseract_cmd` `input_filename` `output_filename_base`

    returns the exit status of tesseract, as well as tesseract's stderr output
    '''
    command = [tesseract_cmd, input_filename, output_filename_base]

    if lang is not None:
        command += ['-l', lang]

    if boxes:
        command += ['batch.nochop', 'makebox']

    if config:
        command += shlex.split(config)

    proc = subprocess.Popen(command,
            stderr=subprocess.PIPE)
    return (proc.wait(), proc.stderr.read())

Quoting another part of source:

# CHANGE THIS IF TESSERACT IS NOT IN YOUR PATH, OR IS NAMED DIFFERENTLY
tesseract_cmd = 'tesseract'

So quick way of changing tesseract path would be:

import pytesseract
pytesseract.tesseract_cmd = "/absolute/path/to/tesseract"  # this should be done only once 
pytesseract.image_to_string(img)
2 of 5
2

Please install the Below packages for extracting text from images pnf/jpeg

pip install pytesseract

pip install Pillow 

using python pytesseract OCR (Optical Character Recognition) is the process of electronically extracting text from images

PIL is used anything from simply reading and writing image files to scientific image processing, geographical information systems, remote sensing, and more.

from PIL import Image
from pytesseract import image_to_string 
print(image_to_string(Image.open('/home/ABCD/Downloads/imageABC.png'),lang='eng'))
🌐
GitHub
github.com › topics › image-to-text-converter
image-to-text-converter · GitHub Topics · GitHub
python-script image-to-text text-to-image image-to-text-converter python-image-to-ascii python-image-to-text ... This project is a web-based application that enables users to upload images and automatically extract any visible text using Optical Character Recognition (OCR). The backend is built with Flask and integrates OpenCV for image preprocessing and Tesseract OCR and frontend responsive interface for uploading images and viewing the extracted text.
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Analytics Vidhya
analyticsvidhya.com › home › top 8 ocr libraries in python to extract text from image
Top 8 OCR Libraries in Python to Extract Text from Image
April 16, 2025 - Let’s take a peek into python OCR image to text libraries in Python and see how these libraries turn images into readable text! Understand what optical character recognition (OCR) is and its applications · Explore the top 8 OCR libraries in Python: EasyOCR, Doctr, Keras-OCR, Tesseract, GOCR, Pytesseract, OpenCV, and Amazon Textract
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GeeksforGeeks
geeksforgeeks.org › how-to-extract-text-from-images-with-python
How to Extract Text from Images with Python? - GeeksforGeeks
December 26, 2020 - In this article, we would learn about extracting text from images. We would be utilizing python programming language for doing so. For enabling our python program to have Character recognition capabilities, we would be making use of pytesseract OCR library. The library could be installed onto our python environment by executing the following command in the command interpreter of the OS:- ... The library (if used on Windows OS) requires the tesseract.exe binary to be also present for proper installation of the library.
🌐
Medium
medium.com › @draj0718 › text-recognition-and-extraction-in-images-93d71a337fc8
Text Recognition and Extraction In Images | by Dharmaraj | Medium
October 17, 2021 - Text Recognition and Extraction In Images In this post, I will show you how to extract text from an image using OpenCV and OCR. This process is simply called “Text Recognition” or “Text …
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How to Learn Machine Learning
howtolearnmachinelearning.com › portada › how to create an image-to-text converter in python
How to convert Image to text with Python
May 29, 2024 - This library provides important functions that enable us to import and manipulate images inside Python. Without this library, it would be very difficult to add an image to the run-time and process it. To install Pillow simply write the following command in a code block. ... This will install the Pillow library. That may look like this: ... You will need to add all images that need to be converted to text inside the program directory.
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Finxter
blog.finxter.com › home › learn python blog › how to extract text from images in python using opencv and easyocr
How to Extract Text from Images in Python using OpenCV and EasyOCR - Be on the Right Side of Change
July 31, 2022 - They are converted into tuples of integer values (as required by OpenCV). The rectangle method creates a green bounding box for each detected text element. The putText method displays recognized text above its respective bounding box. As all these are done in a for loop, the operation repeats for every recognized text in the result variable. # show and save image axarr[1].imshow(img) plt.savefig(f'./output/{save_name}_overlay.jpg', bbox_inches='tight')