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Libraries
When it comes to deep learning, Keras is my favorite Python library… …but a close runner up is mxnet. What I like about mxnet is that it combines the best of both worlds in terms of performance and ease of…
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Today’s blog post is part three in our current series on facial landmark detection and their applications to computer vision and image processing. Two weeks ago I demonstrated how to install the dlib library which we are using for facial…
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Last updated on July 3, 2021. Last week we learned how to install and configure dlib on our system with Python bindings. Today we are going to use dlib and OpenCV to detect facial landmarks in an image. Facial landmarks…
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Two weeks ago I interviewed Davis King, the creator and chief maintainer of the dlib library. Today I am going to demonstrate how to install dlib with Python bindings on both macOS and Ubuntu. I highly encourage you to take…
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Easily one of my all-time favorite papers in computer vision literature is Seam Carving for Content-Aware Image Resizing by Avidan and Shamir from Mitsubishi Electric Research Labs (MERL). Originally published in the SIGGRAPH 2007 proceedings, I read this paper for…
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A few months ago I demonstrated how to install the Keras deep learning library with a Theano backend. In today’s blog post I provide detailed, step-by-step instructions to install Keras using a TensorFlow backend, originally developed by the researchers and…
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The purpose of this blog post is to demonstrate how to install the Keras library for deep learning. The installation procedure will show how to install Keras: With GPU support, so you can leverage your GPU, CUDA Toolkit, cuDNN, etc.,…
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So you’re interested in deep learning and Convolutional Neural Networks. But where do you start? Which library do you use? There are just so many! Inside this blog post, I detail 9 of my favorite Python deep learning libraries. This…
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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…
Read More of Unifying picamera and cv2.VideoCapture into a single class with OpenCV
