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Embedded/IoT and Computer Vision
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Tutorials

OpenCV – Stream video to web browser/HTML page

September 2, 2019

Last updated on July 9, 2021. In this tutorial, you will learn how to use OpenCV to stream video from a webcam to a web browser/HTML page using Flask and Python. Ever have your car stolen? Mine was stolen over…

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Raspberry Pi
Resources

Common errors using the Raspberry Pi camera module

August 29, 2016

Today’s blog post will take a short diversion from our recent trend of Deep Learning tutorials here on the PyImageSearch blog and instead focus on a topic that I’ve been receiving a ton of emails about lately — common errors…

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Image Descriptors
OpenCV Tutorials
Raspberry Pi
Tutorials

Real-time panorama and image stitching with OpenCV

January 25, 2016

One of my favorite parts of running the PyImageSearch blog is a being able to link together previous blog posts and create a solution to a particular problem — in this case, real-time panorama and image stitching with Python and…

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Raspberry Pi
Tutorials

Multiple cameras with the Raspberry Pi and OpenCV

January 18, 2016

I’ll keep the introduction to today’s post short, since I think the title of this post and GIF animation above speak for themselves. Inside this post, I’ll demonstrate how to attach multiple cameras to your Raspberry Pi…and access all of…

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Libraries
Raspberry Pi
Tutorials

Unifying picamera and cv2.VideoCapture into a single class with OpenCV

January 4, 2016

Over the past two weeks on the PyImageSearch blog, we have discussed how to use threading to increase our FPS processing rate on both built-in/USB webcams, along with the Raspberry Pi camera module. By utilizing threading, we learned that we…

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Libraries
Raspberry Pi
Tutorials

Increasing Raspberry Pi FPS with Python and OpenCV

December 28, 2015

Today is the second post in our three part series on milking every last bit of performance out of your webcam or Raspberry Pi camera. Last week we discussed how to: Increase the FPS rate of our video processing pipeline.…

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Libraries
Tutorials

Increasing webcam FPS with Python and OpenCV

December 21, 2015

Over the next few weeks, I’ll be doing a series of blog posts on how to improve your frames per second (FPS) from your webcam using Python, OpenCV, and threading. Using threading to handle I/O-heavy tasks (such as reading frames…

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Raspberry Pi
Tutorials

Accessing the Raspberry Pi Camera with OpenCV and Python

March 30, 2015

Over the past year the PyImageSearch blog has had a lot of popular blog posts. Using k-means clustering to find the dominant colors in an image was (and still is) hugely popular. One of my personal favorites, building a kick-ass…

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