Book Image

Python Image Processing Cookbook

By : Sandipan Dey
Book Image

Python Image Processing Cookbook

By: Sandipan Dey

Overview of this book

With the advancements in wireless devices and mobile technology, there's increasing demand for people with digital image processing skills in order to extract useful information from the ever-growing volume of images. This book provides comprehensive coverage of the relevant tools and algorithms, and guides you through analysis and visualization for image processing. With the help of over 60 cutting-edge recipes, you'll address common challenges in image processing and learn how to perform complex tasks such as object detection, image segmentation, and image reconstruction using large hybrid datasets. Dedicated sections will also take you through implementing various image enhancement and image restoration techniques, such as cartooning, gradient blending, and sparse dictionary learning. As you advance, you'll get to grips with face morphing and image segmentation techniques. With an emphasis on practical solutions, this book will help you apply deep learning techniques such as transfer learning and fine-tuning to solve real-world problems. By the end of this book, you'll be proficient in utilizing the capabilities of the Python ecosystem to implement various image processing techniques effectively.
Table of Contents (11 chapters)

Using steganography and steganalysis

Steganography aims to hide a message (called stego text) imperceptibly in an input image (known as cover image) resulting in an output stego image (without visible distortion) so that the existence of the message isn't suspected. It provides security through obscurity and is used to convey messages secretly between a sender and a recipient. Steganography hides the message so that it is hard to be observed, unlike cryptography, which encrypts the message so that it is (computationally) hard to be decrypted or understood. On the contrary, steganalysis refers to the process of detecting secret messages that were hidden using steganography; cryptanalysis has a similar relationship with cryptography.

In this recipe, we shall demonstrate a very popular steganography technique known as LSB data hiding (secret messages can be hidden by storing...