✨ 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

✨ Text Detection and OCR with Microsoft Cognitive Services ✨

📖 Table of Contents Text Detection and OCR with Microsoft Cognitive Services Microsoft Cognitive Services for OCR Obtaining Your Microsoft Cognitive Services Keys Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure Creating Our Configura...

🏷️ #MicrosoftCognitiveServices #OpticalCharacterRecognitionOCR #Python #TextDetection #Tutorials

✨ Text Detection and OCR with Amazon Rekognition API ✨

📖 Table of Contents Text Detection and OCR with Amazon Rekognition API Configuring Your Development Environment Amazon Rekognition API for OCR Obtaining Your AWS Rekognition Keys Installing Amazon’s Python Package Having Problems Configuring Your Development Environment? Project Structure Creating Our...

🏷️ #AmazonRekognitionAPI #AmazonWebServicesAWS #OpticalCharacterRecognitionOCR #Python #Tutorials

✨ Improving Text Detection Speed with OpenCV and GPUs ✨

📖 In this tutorial, you will learn to improve text detection speed with OpenCV and GPUs. This tutorial is the last in a 4-part series on OCR with Python: Multi-Column Table OCR OpenCV Fast Fourier Transform (FFT) for Blur Detection in…...

🏷️ #GraphicsProcessingUnitsGPU #OpenCV #OpticalCharacterRecognitionOCR #Python #Tutorials

✨ OpenCV Vehicle Detection, Tracking, and Speed Estimation ✨

📖 In this tutorial, you will learn how to use OpenCV and Deep Learning to detect vehicles in video streams, track them, and apply speed estimation to detect the MPH/KPH of the moving vehicle. This tutorial is inspired by PyImageSearch readers…...

🏷️ #EmbeddedIoTandComputerVision #IoT #Movidius #ObjectDetection #ObjectTracking #RaspberryPi #Tutorials

✨ Multi-object tracking with dlib ✨

📖 In this tutorial, you will learn how to use the dlib library to efficiently track multiple objects in real-time video. So far in this series on object tracking we have learned how to: Track single objects with OpenCV Track multiple…...

🏷️ #dlib #ObjectTracking #Tutorials

✨ Object tracking with dlib ✨

📖 This tutorial will teach you how to perform object tracking using dlib and Python. After reading today’s blog post you will be able to track objects in real-time video with dlib. A couple months ago we discussed centroid tracking, a…...

🏷️ #dlib #ObjectTracking #Tutorials

✨ Thermal Vision: Night Object Detection with PyTorch and YOLOv5 (real project) ✨

📖 Table of Contents Thermal Vision: Night Object Detection with PyTorch and YOLOv5 (real project) Object Detection with Deep Learning Through PyTorch and YOLOv5 Discovering FLIR Thermal Starter Dataset Thermal Object Detection Using PyTorch and YOLOv5 Configuring Your Development Environment Having…...

🏷️ #InfraredVision #IRVision #ObjectDetection #OpenCVTutorials #Tutorials #YOLOv5

✨ Thermal Vision: Fever Detector with Python and OpenCV (starter project) ✨

📖 Table of Contents Thermal Vision: Fever Detector with Python and OpenCV (starter project) Simple Face Detection in Thermal Images Introduction Thermal Face Detection with Haar Cascades Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structur...

🏷️ #InfraredVision #IRVision #OpenCVTutorials #Tutorials

✨ Thermal Vision: Measuring Your First Temperature from an Image with Python and OpenCV ✨

📖 Table of Contents Thermal Vision: Measuring Your First Temperature from an Image with Python and OpenCV Thermal Imaging Formats: Gray8 vs. Gray16 Gray8 Gray16 Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure Measuring Your First Tem...

🏷️ #InfraredVision #IRVision #OpenCVTutorials #Tutorials

✨ OpenCV Contour Approximation ✨

📖 In this tutorial, we’ll learn about a step-by-step implementation and utilization of OpenCV’s Contour Approximation. When I first chanced upon the concept of Contour Approximation, the first question that hit me was: Why? Throughout my journey in Machine Learning and…...

🏷️ #ImageProcessing #OpenCVTutorials #Tutorials

✨ YOLO and Tiny-YOLO object detection on the Raspberry Pi and Movidius NCS ✨

📖 In this tutorial, you will learn how to utilize YOLO and Tiny-YOLO for near real-time object detection on the Raspberry Pi with a Movidius NCS. The YOLO object detector is often cited as being one of the fastest deep learning-based…...

🏷️ #DeepLearning #EmbeddedIoTandComputerVision #Movidius #ObjectDetection #RaspberryPi #Tutorials

✨ OpenCV Vehicle Detection, Tracking, and Speed Estimation ✨

📖 In this tutorial, you will learn how to use OpenCV and Deep Learning to detect vehicles in video streams, track them, and apply speed estimation to detect the MPH/KPH of the moving vehicle. This tutorial is inspired by PyImageSearch readers…...

🏷️ #EmbeddedIoTandComputerVision #IoT #Movidius #ObjectDetection #ObjectTracking #RaspberryPi #Tutorials

✨ Install OpenCV 4 on Raspberry Pi 4 and Raspbian Buster ✨

📖 In this tutorial, you will learn how to install OpenCV 4 on the Raspberry Pi 4 and Raspbian Buster. You will learn how to install OpenCV 4 on Raspbian Buster via both: A simple pip-install method (which can be completed…...

🏷️ #EmbeddedIoTandComputerVision #IoT #OpenCVTutorials #RaspberryPi #Tutorials