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Deep Learning
DL4CV

Your deep learning + Python Ubuntu virtual machine

September 22, 2017

When it comes to working with deep learning + Python I highly recommend that you use a Linux environment. Deep learning tools can be more easily configured and installed on Linux, allowing you to develop and run neural networks quickly.…

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Deep Learning
DL4CV

Pre-configured Amazon AWS deep learning AMI with Python

September 20, 2017

The Ubuntu VirtualBox virtual machine that comes with my book, Deep Learning for Computer Vision with Python, includes all the necessary deep learning and computer vision libraries you need (such as Keras, TensorFlow, scikit-learn, scikit-image, OpenCV, etc.) pre-installed. However, while…

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Resources
Tutorials

Fast, optimized ‘for’ pixel loops with OpenCV and Python

August 28, 2017

Have you ever had to loop over an image pixel-by-pixel using Python and OpenCV? If so, you know that it’s a painfully slow operation even though images are internally represented by NumPy arrays. So why is this? Why are individual…

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Optical Character Recognition (OCR)
Tutorials

Bank check OCR with OpenCV and Python (Part II)

July 31, 2017

Today’s blog post is Part II in our two part series on OCR’ing bank check account and routing numbers using OpenCV, Python, and computer vision techniques. Last week we learned how to extract MICR E-13B digits and symbols from input…

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Optical Character Recognition (OCR)
Tutorials

Bank check OCR with OpenCV and Python (Part I)

July 24, 2017

Today’s blog post is inspired by Li Wei, a PyImageSearch reader who emailed me last week and asked: Hi Adrian, Thank you for the PyImageSearch blog. I read it each week and look forward to your new posts every Monday.…

Read More of Bank check OCR with OpenCV and Python (Part I)

Optical Character Recognition (OCR)
Tutorials

Credit card OCR with OpenCV and Python

July 17, 2017

Today’s blog post is a continuation of our recent series on Optical Character Recognition (OCR) and computer vision. In a previous blog post, we learned how to install the Tesseract binary and use it for OCR. We then learned how…

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Optical Character Recognition (OCR)
Tesseract
Tutorials

Using Tesseract OCR with Python

July 10, 2017

Last updated on Feb 13, 2024. In last week’s blog post we learned how to install the Tesseract binary for Optical Character Recognition (OCR). We then applied the Tesseract program to test and evaluate the performance of the OCR engine…

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OpenCV Tutorials
Tutorials

Resolving macOS, OpenCV, and Homebrew install errors

May 15, 2017

As you undoubtedly know, configuring and installing OpenCV on your macOS machine can be a bit of a pain. To help you and other PyImageSearch readers get OpenCV installed faster (and with less headaches), I put together a tutorial on…

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Resources

OpenCV: Resolving NoneType errors

December 26, 2016

Each week I receive and respond to at least 2-3 emails and 3-4 blog post comments regarding NoneType errors in OpenCV and Python. For beginners, these errors can be hard to diagnose — by definition they aren’t very informative. Since…

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You can learn Computer Vision, Deep Learning, and OpenCV.

Get your FREE 17 page Computer Vision, OpenCV, and Deep Learning Resource Guide PDF. Inside you’ll find our hand-picked tutorials, books, courses, and libraries to help you master CV and DL.


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  • Dlib Library
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  • Face Applications
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  • OpenCV Install Guides
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