Adrian Rosebrock

Inside this Keras tutorial, you will discover how easy it is to get started with deep learning and Python. You will use the Keras deep learning library to train your first neural network on a custom image dataset, and from…

In this tutorial, you will learn how to perform semantic segmentation using OpenCV, deep learning, and the ENet architecture. After reading today’s guide, you will be able to apply semantic segmentation to images and video using OpenCV. Deep learning has…

In this tutorial, you will learn how to apply neural style transfer to both images and real-time video using OpenCV, Python, and deep learning. By the end of this guide, you’ll be able to generate beautiful works of art with…

Last updated on July 7, 2021. In this tutorial you will learn how to use OpenCV to detect text in natural scene images using the EAST text detector. OpenCV’s EAST text detector is a deep learning model, based on a…

This tutorial provides step-by-step instructions to install OpenCV 4 (with Python bindings) on your macOS machine. OpenCV 4 was released on November 20th, 2018. I originally wrote this blog post when the alpha version was released, and it has now…

In this tutorial you will learn how to install OpenCV 4 on your Ubuntu system. OpenCV 4 has been officially released as of 20 November 2018! So, why bother installing OpenCV 4? You may want to consider installing OpenCV 4…

Last updated on July 8, 2021. In this tutorial you will learn how to build a “people counter” with OpenCV and Python. Using OpenCV, we’ll count the number of people who are heading “in” or “out” of a department store…

Inside today’s tutorial, you will learn how to track multiple objects using OpenCV and Python. This post was inspired by a question I received from PyImageSearch reader, Ariel. Ariel writes: Hi Adrian, thanks for last week’s blog post on object…

In last week’s blog post we got our feet wet by implementing a simple object tracking algorithm called “centroid tracking”. Today, we are going to take the next step and look at eight separate object tracking algorithms built right into…