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Creating Image Processing, Object Detection, and Face Recognition Apps with OpenCV 4 and Qt 5
Key Features: - Gain practical insights into coding for all projects covered in this book - Understand modern computer vision concepts such as character recognition, image processing, and modification - Learn to use a graphics processing unit (GPU) and its parallel processing power for quick image filtering
Book Description: OpenCV and Qt have proven to be a winning combination for developing cross-platform computer vision applications. By leveraging their power, you can create robust applications with both an intuitive graphical user interface (GUI) and high-performance capabilities. This book will guide you through a variety of real-world projects on image processing, face and text recognition, object detection, and high-performance computing. You'll be able to progressively build on your skills by working on projects of increasing complexity.
You'll begin by creating an image viewer application, building a user interface from scratch by adding menus, performing actions based on key-presses, and applying other functions. As you progress, the book will guide you through using OpenCV image processing and modification functions to edit an image with filters and transformation features. In addition, you'll explore the complex motion analysis and facial landmark detection algorithms, which you can use to build security and face detection applications. Finally, you'll learn to use pretrained deep learning models in OpenCV and GPUs to filter images quickly. By the end of this book, you will have learned how to effectively develop full-fledged computer vision applications with OpenCV and Qt.
Who this book is for: This book is for engineers and developers who are familiar with both Qt and OpenCV frameworks and are capable of creating simple projects using them, but want to build their skills to create professional-level projects using them. Familiarity with the C++ language is a must to follow the example source codes in this book.
Table of Contents: 1. Building an Image Viewer: How to build a proper image viewer with all standard capabilities 2. Editing Images Like A Pro: How to modify images filters, transformation, and many more 3. Home Security Application: How to use motion analysis 4. Fun with Faces: How to detect and use faces and facial landmarks in real-time 5. Optical Character Recognition: How to extract text from images and scanned documents 6. Object Detection in Realtime: Using trained models and classifiers 7. Real-time car detection and distance measurement 8. Using OpenGL for high-speed filtering of images
product information:
Attribute | Value | ||||
---|---|---|---|---|---|
publisher | Packt Publishing; 1st edition (June 21, 2019) | ||||
publication_date | June 21, 2019 | ||||
language | English | ||||
file_size | 19556 KB | ||||
text_to_speech | Enabled | ||||
screen_reader | Supported | ||||
enhanced_typesetting | Enabled | ||||
x_ray | Not Enabled | ||||
word_wise | Not Enabled | ||||
sticky_notes | On Kindle Scribe | ||||
print_length | 350 pages | ||||
best_sellers_rank | #2,024,898 in Kindle Store (See Top 100 in Kindle Store) #184 in Cross-platform Software Development #190 in Pattern Recognition #343 in C++ Programming | ||||
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