Extract text from image python without tesseract.
Here's a simple approach using OpenCV and Pytesseract OCR.
Extract text from image python without tesseract OCR (Optical Character Recognition) is a powerful tool for extracting text from images, and with libraries like Tesseract and PaddleOCR, Python makes it easy to implement. Jul 18, 2025 · Learn how to use Python with Tesseract OCR and the pytesseract library to extract text from images. For example, if you have the following image stored in diploma_legal_notes. For example, you can scan a printed page and turn it into editable text on your computer. pytesseract is a Python wrapper for Google's Tesseract-OCR Engine. 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 This is the simplest way to extract the text from an image, when invoked without additional parameters, the image_to_string function uses the default usage options of tesseract. We explain how you can extract text from images using Python without Tesseract (a popular framework for text recognition) and why you have to take that approach to build an excellent text extraction system. Once you have extracted an image, convert it to A fitz. In this article, we’ll use Python and the pytesseract library to extract text from images. Learn how to leverage tesseract, OpenCV, PyMuPDF and many other libraries to extract text from images in PDF files with Python Mar 2, 2024 · If you PyMuPDF, you do not need pytesseract, because there is a native Tesseract-OCR built into PyMuPDF. Oct 5, 2023 · Learn image text extraction in Python. This blog post tells you how to run the Tesseract OCR engine from Python. Dec 1, 2022 · Pytesseract or Python-tesseract is an Optical Character Recognition (OCR) tool for python. Cloudinary can: Easily extract text from images or even multi-page TIFFs and PDF documents. Explore OCR techniques to extract text from images with Python libraries. pip3 install pytesseract OR pip install pytesseract Here’s an example Python code for using Tesseract OCR with the pytesseract library to extract text from an image. We will learn how to extract text from simple images, how to draw bounding boxes around text, and perform a case study with a scanned document. Optical Character Recognition (OCR) is a technology that can recognize printed or handwritten characters on images and Mar 18, 2022 · I want to get the text out of an image. To perform OCR on an image, its important to preprocess the image. We'll use the pytesseract library Oct 13, 2025 · Learn how to detect and extract text from images and scanned files using Python and OCR. We compare three popular libraries: pytesseract, easyocr, and keras_ocr. Aug 9, 2018 · As I am on a strict client environment I won't be able to install tesseract_OCR (. You can use such tools to see the working and to observe how effectively Python is extracting text from images. Mainly, 3 simple steps are involved here as shown below:- Jul 31, 2023 · Pytesseract is an OCR library in Python that is used to extract text from images. Hello everyone, I want to take an image and extract it's text. Feb 24, 2025 · Learn how to extract text from images using the powerful combination of Python and the Tesseract OCR engine with pytesseract. With a vast number of libraries available, Python can automatically complete various types of tasks for you, including extracting text from images using OCR. To do this, we can convert to grayscale, apply a slight Gaussian blur, then Otsu's threshold to obtain a binary Nov 1, 2024 · Other than coding manually in Python to extract text from images, several Online OCR Tools are there that use Python. Python-tesseract is a Python wrapper for Google’s Tesseract-OCR. code example for python - extract text from image python without tesseract - Best free resources for learning to code and The websites in this article focus on coding example Jan 11, 2021 · Extracting text as string values from images is called optical character recognition (OCR) or simply text recognition. In this article, we explore how to detect and extract text from images using OpenCV for image processing and Tesseract OCR for text recognition. Apr 12, 2025 · This guide will show you how to extract text from images using Python. Learn how to implement each library and enhance your image processing skills! Download this code from https://codegive. open("image_sample Jan 16, 2020 · I would like to know if there is a way to extract the content of the image directly from the object converted_scan, without saving the scan as a new "physical" image file on the disk? Nov 20, 2019 · 10 I have bounding box (coordinate of rectangle) in an image and want to extract text within that coordinates. Programs can use OCR to, for example, recognize the names on street signs and writing on checks Nov 16, 2024 · A comprehensive guide to From Images to Text: A Hands-on Tutorial on Optical Character Recognition (OCR). Is it possible to do this without machine learning? Thank you! Jul 25, 2023 · Discover the top 5 Python OCR libraries, including pytesseract, EasyOCR, and docTR, to easily extract text from images. In Python, OCR tools have evolved significantly over the years, and with the latest version, these libraries now offer even more powerful, efficient solutions. May 6, 2024 · You have learned two Python techniques for text extraction from images. I hope you all enjoy with this article and will update. A Step-By-Step Guide to OCR With PyTesseract & OpenCV Installation PyTesseract works on top of the official Tesseract engine, which is a separate CLI software. . import pytesseract from PIL import Image # Load an image img = Image. We'll cover installation, basic usage, and practical examples. You can do it by assigning --psm mode to it. You can configure Tesseract’s different segmentations if you are interested in capturing a small region of text from the image. Step 1. Before May 14, 2024 · screenshot. Jul 25, 2023 · Discover the top 5 Python OCR libraries, including pytesseract, EasyOCR, and docTR, to easily extract text from images. 😃 In this video we learn how to extract text from images using python. image_to_string (). How can I use pytesseract to extract text within that coordinates? I tried copying the image portion to other numpyarray using opencv like cropped_image = image[y1:y2][x1:x2] and tried pytesseract. May 21, 2020 · By default, Tesseract considers the input image as a page of text in segments. Perform image Jul 12, 2025 · Optical Character Recognition (OCR) is a technology used to extract text from images which is used in applications like document digitization, license plate recognition and automated data entry. Apr 23, 2024 · In this tutorial, we will focus on PyTesseract, which is Tesseract’s Python API. Step-by-step guide. May 17, 2025 · Before we start Need to extract text from images in Python? There is an easier way to extract text and use it for cool image effects. Includes setup, image preprocessing, and advanced accuracy tips. EasyOCR is simpler to set up than Tesseract and performs better in some cases, particularly with images containing irregular fonts or complex layouts. com Sure, I can guide you through building a simple image-to-text converter in Python without using Tesseract. image_to_string (img, config=config) print (text) Above program will show the results of the image and we used tesseract without preprocessing so accuracy will be very low. Pixmap and OCR that directly. 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. Oct 4, 2025 · OCR (Optical Character Recognition) is a technique used to convert text from images into editable and searchable digital text. Apr 16, 2025 · Explore top 8 Python OCR libraries for extracting text from images. Installation To enable OCR in Python, we use the pytesseract library: pip install Here's a simple approach using OpenCV and Pytesseract OCR. 22 RECOGNIZING TEXT IN IMAGES Text recognition, more formally called optical character recognition (OCR), is the extraction of text from an image. Whether you‘re building an app to digitize old documents, automating data entry from receipts, or just curious about how computers can "read" text, this guide has you covered. Sep 11, 2024 · In this article, we’ll explore how to extract text from images using EasyOCR, a Python-based OCR library that supports over 80 languages. Python has a rich collection of string methods and regular expressions for processing text, but these require you to first input the text as a string. png: modified_image. Oct 17, 2021 · text = pytesseract. This wrapper lets you extract text from images with just a few lines of code. Learn how to master OCR with Python for your next project. Python makes it easy with OCR tools like Tesseract. Return text in JSON response or save it to a text file. 44 votes, 50 comments. png, you can run OCR over it to extract the string of text. Install Tesseract on your machine Jun 2, 2023 · Hi friends, after long time I would like to tell about how to extract text from images (OCR- Optical Recognition) in Python. Nov 15, 2024 · Once Tesseract is installed, if you want to use it with Python, you need to install the pytesseract package using the pip package manager. Cloudinary is a cloud-based image management platform with a generous free plan and a Python SDK. Learn practical implementation, best practices, and real-world examples. The idea is to obtain a processed image where the text to extract is in black with the background in white. Here, we will use the tesseract package to read the text from the given image. Dec 24, 2024 · Learn how to extract text from images using Python with this step-by-step guide, including Tesseract OCR setup and code examples. Apr 17, 2023 · A detailed guide on using OCR to extract a table from an image in python. I am searching for an approach if it can be done without installing this OCR application. One method was to manually write a program in Python and use Tesseract OCR for text extraction. This article will cover the top seven OCR libraries in Python, highlighting their strengths, unique features, and code examples to help you get started. As someone who‘s implemented OCR in dozens of projects over the years, I‘m excited to share everything I know about extracting text from images using Python. It will read and recognize the text in images, license plates, etc. exe) application on the host. This guide uses OpenCV for image processing and Tesseract for OCR. Step-by-step guide for developers and automation enthusiasts. ' \n\n \n\nCLASS OF 2019!\n\nYOUR DIPLOMA GRANTS YOU MANY NEW Apr 12, 2025 · Extracting text from images is a common task in data processing. Jun 3, 2022 · Introduction Hello! In this quick tutorial I will show how to create a simple program using Python and Tesseract OCR that can extract text from image files. Python is an easy-to-use and efficient programming language that is especially popular in text and image processing. 6oocytffhh6xsj7mw3pwsfcluvh3cdrnskynwnleyzeqsgk