Hands-On Image Processing with Python. Advanced Methods for Analyzing, Transforming, and Interpreting Digital Images with Expertise - Second Edition
(ebook)
(audiobook)
(audiobook)
- Wydawnictwo:
- Packt Publishing
- Ocena:
Opis ebooka: Hands-On Image Processing with Python. Advanced Methods for Analyzing, Transforming, and Interpreting Digital Images with Expertise - Second Edition
Being able to process, extract information and understand an image quickly has become critical to many applications such as security, payment, healthcare, advertising, and so on. This is where this book comes in.
The book will start with the basics and guide you to go to on an advanced level by providing python reproducible implementations throughout the book. You will be proficient to write code snippets in Python 3 and quickly implement complex image processing and computer vision algorithms to solve problems in image enhancement, restoration, denoising, segmentation, classification, object detection and so on, using image processing libraries such as PIL, scikit-mage, scipy ndimage, opencv-python. You will learn to use ML models using scikit-learn and explore recent advances with deep learning models with CNNs (e.g., ResNet, Yolo) using tensorflow, keras, pytorch. You will also learn a few advanced problems such as image-to-image translation, anisotropic diffusion, generative arts. By the end of this book, you will be highly hands-on to solve problems on image processing.
This book follows a highly practical approach which that will take its readers through a set of image- processing concepts/algorithms and help them learn, in detail, how to use leading python library functions to implement these algorithms.
The book will start with the basics and guide you to go to on an advanced level by providing python reproducible implementations throughout the book. You will be proficient to write code snippets in Python 3 and quickly implement complex image processing and computer vision algorithms to solve problems in image enhancement, restoration, denoising, segmentation, classification, object detection and so on, using image processing libraries such as PIL, scikit-mage, scipy ndimage, opencv-python. You will learn to use ML models using scikit-learn and explore recent advances with deep learning models with CNNs (e.g., ResNet, Yolo) using tensorflow, keras, pytorch. You will also learn a few advanced problems such as image-to-image translation, anisotropic diffusion, generative arts. By the end of this book, you will be highly hands-on to solve problems on image processing.
This book follows a highly practical approach which that will take its readers through a set of image- processing concepts/algorithms and help them learn, in detail, how to use leading python library functions to implement these algorithms.
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Szczegóły ebooka
- Tytuł oryginału:
- Hands-On Image Processing with Python. Advanced Methods for Analyzing, Transforming, and Interpreting Digital Images with Expertise - Second Edition
- ISBN Ebooka:
- 978-18-376-3489-7, 9781837634897
- Data wydania ebooka:
-
2024-06-27
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- Język publikacji:
- angielski
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Hands-On Image Processing with Python. Advanced Methods for Analyzing, Transforming, and Interpreting Digital Images with Expertise - Second Edition
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