Google Cloud Vision API vs Tesseract OCR

Need advice about which tool to choose?Ask the StackShare community!

Google Cloud Vision API

132
274
+ 1
16
Tesseract OCR

94
278
+ 1
7
Add tool

Google Cloud Vision API vs Tesseract OCR: What are the differences?

Introduction

In this Markdown document, we will compare and highlight the key differences between Google Cloud Vision API and Tesseract OCR.

  1. Accuracy: Google Cloud Vision API utilizes state-of-the-art machine learning models to deliver highly accurate results. It supports a wide range of image recognition tasks with excellent precision. On the other hand, Tesseract OCR is an open-source OCR engine that performs well for standard text recognition, but may not deliver the same level of accuracy for complex or specialized image recognition tasks.

  2. Ease of Use: Google Cloud Vision API offers a user-friendly interface and provides comprehensive documentation, making it easy for developers to integrate image recognition capabilities into their applications. Tesseract OCR, while also accessible, may require additional configuration and customization to achieve optimal results, especially for more complex scenarios.

  3. Language Support: Google Cloud Vision API supports a wide range of languages for text recognition, including both Latin-based and non-Latin scripts. It offers robust language detection and supports text in multiple languages within a single image. Tesseract OCR, while capable of recognizing various languages, may have limitations when it comes to complex scripts or rare languages, as it relies heavily on training data availability.

  4. Additional Features: Apart from optical character recognition, Google Cloud Vision API offers additional features like face detection, image labeling, landmark recognition, and content moderation. These features enable developers to build more advanced image recognition applications. Tesseract OCR, being primarily an OCR engine, focuses solely on text recognition without offering extended functionalities like face detection or image labeling.

  5. Scalability and Performance: Google Cloud Vision API operates as a cloud-based service, allowing for easy scalability based on application requirements. It provides high performance and can handle large volumes of image processing requests efficiently. Tesseract OCR, being an open-source engine, may face limitations in terms of scalability and might require additional resources for handling high-volume image recognition tasks.

  6. Cost Considerations: Google Cloud Vision API is a commercial service and charges are based on the number of API requests made and the additional features used. While it offers premium capabilities, this might come with associated costs. Tesseract OCR, being an open-source solution, is free to use, making it a cost-effective option for basic text recognition needs.

In summary, Google Cloud Vision API provides highly accurate results with robust language support, additional features, and scalability options, but comes with associated costs. Tesseract OCR, as an open-source OCR engine, offers a cost-effective solution with decent accuracy for standard text recognition needs, but may lack some of the advanced features and scalability of Google Cloud Vision API.

Decisions about Google Cloud Vision API and Tesseract OCR
Vladyslav Holubiev
Sr. Directory of Technology at Shelf · | 1 upvote · 47.3K views

AWS Rekognition has an OCR feature but can recognize only up to 50 words per image, which is a deal-breaker for us. (see my tweet).

Also, we discovered fantastic speed and quality improvements in the 4.x versions of Tesseract. Meanwhile, the quality of AWS Rekognition's OCR remains to be mediocre in comparison.

We run Tesseract serverlessly in AWS Lambda via aws-lambda-tesseract library that we made open-source.

See more
Get Advice from developers at your company using StackShare Enterprise. Sign up for StackShare Enterprise.
Learn More
Pros of Google Cloud Vision API
Pros of Tesseract OCR
  • 9
    Image Recognition
  • 7
    Built by Google
  • 5
    Building training set is easy
  • 2
    Very lightweight library

Sign up to add or upvote prosMake informed product decisions

Cons of Google Cloud Vision API
Cons of Tesseract OCR
    Be the first to leave a con
    • 1
      Works best with white background and black text

    Sign up to add or upvote consMake informed product decisions

    - No public GitHub repository available -

    What is Google Cloud Vision API?

    Google Cloud Vision API enables developers to understand the content of an image by encapsulating powerful machine learning models in an easy to use REST API.

    What is Tesseract OCR?

    Tesseract was originally developed at Hewlett-Packard Laboratories Bristol and at Hewlett-Packard Co, Greeley Colorado between 1985 and 1994, with some more changes made in 1996 to port to Windows, and some C++izing in 1998. In 2005 Tesseract was open sourced by HP. Since 2006 it is developed by Google.

    Need advice about which tool to choose?Ask the StackShare community!

    What companies use Google Cloud Vision API?
    What companies use Tesseract OCR?
    See which teams inside your own company are using Google Cloud Vision API or Tesseract OCR.
    Sign up for StackShare EnterpriseLearn More

    Sign up to get full access to all the companiesMake informed product decisions

    What tools integrate with Google Cloud Vision API?
    What tools integrate with Tesseract OCR?
      No integrations found
      What are some alternatives to Google Cloud Vision API and Tesseract OCR?
      JavaScript
      JavaScript is most known as the scripting language for Web pages, but used in many non-browser environments as well such as node.js or Apache CouchDB. It is a prototype-based, multi-paradigm scripting language that is dynamic,and supports object-oriented, imperative, and functional programming styles.
      Git
      Git is a free and open source distributed version control system designed to handle everything from small to very large projects with speed and efficiency.
      GitHub
      GitHub is the best place to share code with friends, co-workers, classmates, and complete strangers. Over three million people use GitHub to build amazing things together.
      Python
      Python is a general purpose programming language created by Guido Van Rossum. Python is most praised for its elegant syntax and readable code, if you are just beginning your programming career python suits you best.
      jQuery
      jQuery is a cross-platform JavaScript library designed to simplify the client-side scripting of HTML.
      See all alternatives