Tesseract, while being "good" is not the best. For critical applications I tend to use EasyOCR so maybe give that a shot.

It's free and opensource as well.

Here's an example:

import easyocr
reader = easyocr.Reader(['en']) # this needs to run only once to load the model into memory



result = reader.readtext('chinese.jpg')
print(result)
Answer from divine architect on Stack Overflow
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GeeksforGeeks
geeksforgeeks.org › python › how-to-extract-text-from-images-with-python
How to Extract Text from Images with Python? - GeeksforGeeks
October 4, 2025 - from PIL import Image import pytesseract # Path to tesseract.exe (update if different on your computer) pytesseract.pytesseract.tesseract_cmd = r"C:\Users\gfg0753\AppData\Local\Programs\Tesseract-OCR\tesseract.exe" # Open the image img = Image.open("sample_text.png") # Convert to grayscale (makes it easier for OCR) img = img.convert("L") # Extract text from the image text = pytesseract.image_to_string(img) # Remove extra characters and print the text print(text.replace("\x0c", "").strip())
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Cloudinary
cloudinary.com › home › extract text from images in python with pillow and pytesseract
Extract Text from Images in Python with Pillow and pytesseract | Cloudinary
November 23, 2025 - You can specify ocr_text as the gravity (g_ocr_text in URLs). ... Sign up for free and try Cloudinary for text extraction today! ... In my experience, here are tips that can help you better extract text from images in Python using tools like Pillow and pytesseract, along with advanced methods such as Cloudinary’s OCR capabilities:
Discussions

python - Extract text from image using tessaract - Stack Overflow
screenshot.png: modified_image.png: I am trying to extract text from an image but seems however I do it tessaract gives me some random values even though I think I have processed the image to a v... More on stackoverflow.com
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python - Extracting text out of images - Stack Overflow
I am working on extracting text out of images. Initially images are colored with text placed in white, On further processing the images, the text is shown in black and other pixels are white (with... More on stackoverflow.com
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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
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6
2
June 8, 2022
Is It Possible To Extract Text From An Image Without Machine Learning?
yes. optical character readers existed before CNNs started taking over image processing. it is just harder. most of it is still pattern matching. if the patterns were made by using samples, then it is sort of machine learning (it 'learned' from data), not just in the sense of today's ML. but in theory you can make the pattern by hand. if you match pixel-by-pixel after a bunch of CV adjustments (extraction, noise elimination, alignment, distortion, color correction), you would still have some sort of a naive-bayes or a kNN system underneath. naive-bayes and kNN are part of ML, but not the ML that everyone uses these days. More on reddit.com
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People also ask

How do I use pytesseract to extract text from an image?

Install the pytesseract and Pillow libraries, open the image using PIL.Image.open(), and pass it to pytesseract.image_to_string() to extract text.

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nutrient.io
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pytesseract is a Python wrapper for the open source Tesseract OCR engine. It enables developers to extract text from images using a simple Python API.

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To install Tesseract OCR, download the installer from GitHub for Windows(opens in a new tab), use brew install tesseract on macOS, or run sudo apt install tesseract-ocr on Debian/Ubuntu.

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Python OCR with pytesseract: Extract text from images using Tesseract (2026)
3 weeks ago - Then call pytesseract.image_to_string(image) to extract text from any image. The function returns recognized text as a string — no cloud services or API keys are required for basic usage. ... Python developers use Tesseract OCR with the pytesseract(opens in a new tab) wrapper to extract text from images and scanned documents.
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Towards Data Science
towardsdatascience.com › home › latest › extract text from image using python
Extract Text from Image using Python | Towards Data Science
March 5, 2025 - Tesseract is an open source OCR (optical character recognition) engine which allows to extract text from images. In order to use it in Python, we will also need the pytesseract library which is a wrapper for Tesseract engine.
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Educative
educative.io › answers › how-to-extract-text-from-an-image-in-python
How to extract text from an image in Python
Line 8 (performing OCR): text = pytesseract.image_to_string(image) uses the image_to_string() function from pytesseract to perform OCR on the image. It extracts the text from the image and assigns it to the variable text.
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Master OCR in Python: Extract Text and Coordinates from Images | by Andrew Wilson | Medium
July 25, 2025 - Optical Character Recognition (OCR) transforms images into editable/searchable text — essential for automating data entry, digitizing documents, or analyzing screenshots. With Spire.OCR for Python library, you can extract text and pinpoint ...
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5 days ago - In just a few lines of code, it takes an image URL, parses and extracts the text, and returns the text contained in the image. To push the tool to Braintrust along with all its dependencies, run: braintrust push ocr.py --requirements requirements.txt · To try out the tool, visit the toolOCR project in Braintrust, and navigate Tools. Here, you can test different images and see what kinds of outputs you’re getting from the tool.
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Text Extraction from Images in Python — Explained | CodeX
October 5, 2023 - To do this, you have to type the ... the essential modules, you must create a special function, “imread()” that will load the required image from the given location for text extraction....
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techvidvan.com › tutorials › extract-text-from-image-with-python-opencv
Extract Text from Image with Python & OpenCV - TechVidvan
August 28, 2020 - Let’s start the text detection and extraction project development · To install the libraries use pip installer from the command prompt / terminal: Pip install opencv-python Pip install pytesseract pip install tkinter ... from tkinter import * from tkinter import filedialog from PIL import ImageTk, Image import cv2 import pytesseract pytesseract.pytesseract.tesseract_cmd = 'C:\\Program Files (x86)\\Tesseract-OCR\\tesseract.exe' root = Tk() root.title('TechVidvan Text from image project') newline= Label(root) uploaded_img=Label(root) scrollbar = Scrollbar(root) scrollbar.pack( side = RIGHT, f
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Top 8 OCR Libraries in Python to Extract Text from Image
April 16, 2025 - Understand what optical character ... each OCR library in Python ... EasyOCR simplifies text extraction from images in Python with its user-friendly approach and deep learning-powered model....
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How to Extract Text from Images in Python using OpenCV and EasyOCR - Be on the Right Side of Change
July 31, 2022 - You can extract text from images with EasyOCR, a deep learning-based OCR tool in Python. EasyOCR performs very well on invoices, handwriting, car plates, and public signs. First released in 2007, PyTesseract [1] is the to-go library for extracting ...
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Aspose
kb.aspose.com › ocr › python › extract-text-from-image-using-python
Extract Text from Image using Python
January 8, 2025 - Create an object of the AsposeOcr class, the OcrInput object to maintain the collection of images, set the images list in the collection, and call the recognize() method to read the text.
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December 4, 2025 - This is where Python helps. Using OCR with it, you can pull out the text from images and scanned papers in a simple way. In this guide, I will explain how you can do it step by step. This guide is for both developers wanting to build a text extraction model and anyone looking to automate turning images into editable text.
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Learn how to extract text from images using Python with OCR. This tutorial includes code examples using Spire.OCR for Python, use cases, and tips to improve text recognition accuracy.
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pdf.wondershare.com › ocr › extracting-text-from-image-python.html
How to Extract Text From Images Using Python
January 6, 2026 - When you run the preceding script, the text is extracted from all the images that are specified in the images.txt file. EasyOCR is a Python package that provides a ready-to-use OCR engine and supports 80+ languages. EasyOCR is easy to install and very straightforward to use.
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LinkedIn
linkedin.com › pulse › how-extract-text-from-image-using-python-yamil-garcia
How to extract text from an image using Python?
July 3, 2023 - In order to extract text from an image, you can use a technique called Optical Character Recognition (OCR). A popular Python library for performing OCR is Tesseract.
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geeksforgeeks.org › python › text-detection-and-extraction-using-opencv-and-ocr
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In this article, we explore how to detect and extract text from images using OpenCV for image processing and Tesseract OCR for text recognition. Before we start we need to install required libraries using following commands: ... Import the required Python libraries like OpenCV, pytesseract and matplotlib.
Published   July 12, 2025
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October 21, 2024 - Discover the top 5 Python OCR libraries, including pytesseract, EasyOCR, and docTR, to easily extract text from images. Learn how to master OCR with Python for your next project.