✨ OpenCV Eigenfaces for Face Recognition ✨

📖 In 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…...

🏷️ #FaceApplications #OpenCVTutorials #Tutorials

✨ Face Recognition with Local Binary Patterns (LBPs) and OpenCV ✨

📖 In 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…...

🏷️ #FaceApplications #OpenCVTutorials #Tutorials

✨ Face detection tips, suggestions, and best practices ✨

📖 In this tutorial, you will learn my tips, suggestions, and best practices to achieve high face detection accuracy with OpenCV and dlib. We’ve covered face detection four times on the PyImageSearch blog: Face detection with OpenCV and Haar cascades Face…...

🏷️ #FaceApplications #OpenCVTutorials #Tutorials

✨ Breaking captchas with deep learning, Keras, and TensorFlow ✨

📖 In the past, we’ve worked with datasets that have been pre-compiled and labeled for us — but what if we wanted to go about creating our own custom dataset and then training a CNN on it? In this tutorial, I’ll…...

🏷️ #DeepLearning #KerasandTensorFlow #Tutorials

✨ Smile detection with OpenCV, Keras, and TensorFlow ✨

📖 In this tutorial, we will be building a complete end-to-end application that can detect smiles in a video stream in real-time using deep learning along with traditional computer vision techniques. To accomplish this task, we’ll be training the LetNet architecture…...

🏷️ #DeepLearning #KerasandTensorFlow #Tutorials

✨ Data augmentation with tf.data and TensorFlow ✨

📖 In this tutorial, you will learn two methods to incorporate data augmentation into your tf.data pipeline using Keras and TensorFlow. A good dataset of images is vital when working with data augmentation in TensorFlow. It enables us to see how…...

🏷️ #DeepLearning #KerasandTensorFlow #Tutorials

✨ OpenCV Social Distancing Detector ✨

📖 In this tutorial, you will learn how to implement a COVID-19 social distancing detector using OpenCV, Deep Learning, and Computer Vision. Today’s tutorial is inspired by PyImageSearch reader Min-Jun, who emailed in asking: Hi Adrian, I’ve seen a number of…...

🏷️ #DeepLearning #MedicalComputerVision #ObjectDetection #Tutorials

✨ COVID-19: Face Mask Detector with OpenCV, Keras/TensorFlow, and Deep Learning ✨

📖 In this tutorial, you will learn how to train a COVID-19 face mask detector on a custom dataset with OpenCV, Keras/TensorFlow, and Deep Learning. Last month, I authored a blog post on detecting COVID-19 in X-ray images using deep learning.…...

🏷️ #DeepLearning #FaceApplications #KerasandTensorFlow #MedicalComputerVision #ObjectDetection #Tutorials

✨ Detecting COVID-19 in X-ray images with Keras, TensorFlow, and Deep Learning ✨

📖 In this tutorial, you will learn how to automatically detect COVID-19 in a hand-created X-ray image dataset using Keras, TensorFlow, and Deep Learning. Like most people in the world right now, I’m genuinely concerned about COVID-19. I find myself constantly…...

🏷️ #DeepLearning #KerasandTensorFlow #MedicalComputerVision #Tutorials

✨ Text Detection and OCR with Google Cloud Vision API ✨

📖 Table of Contents Text Detection and OCR with Google Cloud Vision API Google Cloud Vision API for OCR Obtaining Your Google Cloud Vision API Keys Prerequisite Steps to Enable Google Cloud Vision API and Download Credentials Configuring Your Development Environment…...

🏷️ #OpticalCharacterRecognitionOCR #Python #TextDetection #Tutorials