✨ 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

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✨ An interview with Paul Lee – Doctor, Cardiologist and Deep Learning Researcher ✨

📖 In today’s blog post, I interview Dr. Paul Lee, a PyImageSearch reader and interventional cardiologist affiliated with NY Mount Sinai School of Medicine. Dr. Lee recently presented his research at the prestigious American Heart Association Scientific Session in Philadelphia, PA…...

🏷️ #DeepLearning #Interviews #MedicalComputerVision

✨ 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

✨ Training YOLOv12 for Detecting Pothole Severity Using a Custom Dataset ✨

📖 Table of Contents Training YOLOv12 for Detecting Pothole Severity Using a Custom Dataset Introduction Dataset and Task Overview About the Dataset What Are We Detecting? Defining Pothole Severity Can the Pothole Severity Logic Be Improved? Configuring Your Development Environment Training…...

🏷️ #ComputerVision #DeepLearning #ObjectDetection #Tutorial #YOLO

✨ People Tracker with YOLOv12 and Centroid Tracker ✨

📖 Table of Contents People Tracker with YOLOv12 and Centroid Tracker Introduction Why People Tracker Monitoring Matters How YOLOv12 Enables Real-Time Applications Configuring Your Development Environment Downloading the Input Video Install gdown Download the Video Visualizing the Inference and Trackin...

🏷️ #ComputerVision #ObjectDetection #PeopleTracker #Tutorial #YOLOv12

✨ Object Detection and Visual Grounding with Qwen 2.5 ✨

📖 Table of Contents Object Detection and Visual Grounding with Qwen 2.5 Introduction and Types of Spatial Understanding Object Detection Visual Grounding and Counting Understanding Relationships How Spatial Understanding Works in Qwen 2.5 VL Models Prompt Structure Task-Specific Instruction Object or…...

🏷️ #ObjectDetection #Qwen25 #Qwen25 #Tutorial #VisualGrounding

✨ AI for Healthcare: Fine-Tuning Google’s PaliGemma 2 for Brain Tumor Detection ✨

📖 Table of Contents AI for Healthcare: Fine-Tuning Google’s PaliGemma 2 for Brain Tumor Detection Configuring Your Development Environment Setup and Imports Load the Brain Tumor Dataset Format Dataset to PaliGemma Format Display Train Image and Label COCO Format BBox to…...

🏷️ #FineTuning #ObjectDetection #PaliGemma2 #PEFT #QLoRA #Transformers #Tutorial #VisionLanguageModels

✨ Object Tracking with YOLOv8 and Python ✨

📖 Table of Contents Object Tracking with YOLOv8 and Python YOLOv8: Reliable Object Detection and Tracking Understanding YOLOv8 Architecture Mosaic Data Augmentation Anchor-Free Detection C2f (Coarse-to-Fine) Module Decoupled Head Loss Object Detection and Tracking with YOLOv8 Object Detection Object T...

🏷️ #AdvancedComputerVision #DataScience #DeepLearning #MachineLearning #ObjectDetection #ObjectTracking #ProgrammingTutorials #Tutorial #VideoObjectTracking #YOLO

✨ 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