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pip install OpenCVSeptember 19, 2018In this tutorial, you will learn how to pip install OpenCV on Ubuntu, macOS, and the Raspberry Pi. In previous OpenCV install tutorials I have recommended compiling from source; however, in the past year it has become possible to install…
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OpenCV Tutorial: A Guide to Learn OpenCVJuly 19, 2018Whether you’re interested in learning how to apply facial recognition to video streams, building a complete deep learning pipeline for image classification, or simply want to tinker with your Raspberry Pi and add image recognition to a hobby project, you’ll…
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Bubble sheet multiple choice scanner and test grader using OMR, Python, and OpenCVOctober 3, 2016Over the past few months I’ve gotten quite the number of requests landing in my inbox to build a bubble sheet/Scantron-like test reader using computer vision and image processing techniques. And while I’ve been having a lot of fun doing…
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Training an object detector from scratch in PyTorchNovember 1, 2021In this tutorial, you will learn how to train a custom object detector from scratch using PyTorch. This lesson is part 2 of a 3-part series on advanced PyTorch techniques: Training a DCGAN in PyTorch (last week’s tutorial) Training an…
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Introduction to Distributed Training in PyTorchOctober 18, 2021In this tutorial, you will learn the basics of distributed training with PyTorch. This is the last lesson in a 3-part tutorial on intermediate PyTorch techniques for computer vision and deep learning practitioners: Image Data Loaders in PyTorch (1st lesson)…
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An interview with David Bonn, computer vision and wildfire detection expertOctober 13, 2021Imagine this: You’ve built a brand new home out in the country, far from major cities. You need a break from all the hustle and bustle, and you want to bring yourself back to nature. The house you’ve built is…
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OpenCV Eigenfaces for Face RecognitionMay 10, 2021In this tutorial, you will learn how to implement face recognition using the Eigenfaces algorithm, OpenCV, and scikit-learn. Our previous tutorial introduced the concept of face recognition — detecting the presence of a face in an image/video and then subsequently…
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Face Recognition with Local Binary Patterns (LBPs) and OpenCVMay 3, 2021In this tutorial, you will learn how to perform face recognition using Local Binary Patterns (LBPs), OpenCV, and the cv2.face.LBPHFaceRecognizer_create function. In our previous tutorial, we discussed the fundamentals of face recognition, including: The difference between face detection and face…
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What is face recognition?May 1, 2021In this tutorial, you will learn about face recognition, including: How face recognition works How face recognition is different from face detection A history of face recognition algorithms State-of-the-art algorithms used for face recognition today Next week we will start…
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Deep LearningPyTorchTutorialsTraining an object detector from scratch in PyTorchNovember 1, 2021In this tutorial, you will learn how to train a custom object detector from scratch using PyTorch. This lesson is part 2 of a 3-part series on advanced PyTorch techniques: Training a DCGAN in PyTorch (last week’s tutorial) Training an…
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Optical Character RecognitionOptical Character Recognition (OCR)TutorialsAutomatically OCR’ing Receipts and ScansOctober 27, 2021In this tutorial, you will learn how to use Tesseract and OpenCV to build an automatic receipt scanner. We’ll use OpenCV to build the actual image processing component of the system, including: Detecting the receipt in the image Finding the…
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Generative Adversarial Networks (GANs)TutorialsTraining a DCGAN in PyTorchOctober 25, 2021In this tutorial, we will learn how to train our first DCGAN Model using PyTorch to generate images. This lesson is part 1 of a 3-part series on Advanced PyTorch Techniques: Training a DCGAN in PyTorch (today’s tutorial) Training an…
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Optical Character Recognition (OCR)TutorialsUsing Machine Learning to Denoise Images for Better OCR AccuracyOctober 20, 2021One of the most challenging aspects of applying optical character recognition (OCR) isn’t the OCR itself. Instead, it’s the process of pre-processing, denoising, and cleaning up images such that they can be OCR’d. To learn how to denoise your images…
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Deep LearningPyTorchTutorialsIntroduction to Distributed Training in PyTorchOctober 18, 2021In this tutorial, you will learn the basics of distributed training with PyTorch. This is the last lesson in a 3-part tutorial on intermediate PyTorch techniques for computer vision and deep learning practitioners: Image Data Loaders in PyTorch (1st lesson)…
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Deep LearningEmbedded/IoT Computer VisionInterviewsAn interview with David Bonn, computer vision and wildfire detection expertOctober 13, 2021Imagine this: You’ve built a brand new home out in the country, far from major cities. You need a break from all the hustle and bustle, and you want to bring yourself back to nature. The house you’ve built is…
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