Hands-On Image Processing with Python
Hands-On Image Processing with Python:
Expert techniques for advanced image analysis and effective interpretation of image data
by Sandipan Dey
English | 2018 | ISBN: 1789343739 | 494 Pages | PDF True | 112 MB
Expert techniques for advanced image analysis and effective interpretation of image data
by Sandipan Dey
English | 2018 | ISBN: 1789343739 | 494 Pages | PDF True | 112 MB
The book will start from the classical image processing techniques and explore the evolution of image processing algorithms up to the recent advances in image processing or computer vision with deep learning. We will learn how to use image processing libraries such as PIL, scikit-mage, and scipy ndimage in Python. This book will enable us to write code snippets in Python 3 and quickly implement complex image processing algorithms such as image enhancement, filtering, segmentation, object detection, and classification. We will be able to use machine learning models using the scikit-learn library and later explore deep CNN, such as VGG-19 with Keras, and we will also use an end-to-end deep learning model called YOLO for object detection. We will also cover a few advanced problems, such as image inpainting, gradient blending, variational denoising, seam carving, quilting, and morphing.