Image Processing Masterclass with Python: 50+ Solutions and Techniques Solving Complex Digital Image Processing Challenges Using Numpy,Scipy,Pytorch and Keras (English Edition)
by: Sandipan Dey
Publisher finelybook 出版社: BPB Publications (March 10,2021)
Language 语言: English
Print Length 页数: 428 pages
ISBN-10: 9389898641
ISBN-13: 9789389898644
Book Description
Over 50 problems solved with classical algorithms + ML / DL models
Key Features
Problem-driven approach to practice image processing.
Practical usage of popular Python libraries: Numpy,Scipy,scikit-image,PIL and SimpleITK.
End-to-end demonstration of popular facial image processing challenges using MTCNN and Microsoft’s Cognitive Vision APIs.
This book starts with basic Image Processing and manipulation problems and demonstrates how to solve them with popular Python libraries and modules. It then concentrates on problems based on Geometric image transformations and problems to be solved with Image hashing.
Next,the book focuses on solving problems based on Sampling,Convolution,Discrete Fourier transform,Frequency domain filtering and image restoration with deconvolution. It also aims at solving Image enhancement problems using different algorithms such as spatial filters and create a super resolution image using SRGAN.
Finally,it explores popular facial image processing problems and solves them with Machine learning and Deep learning models using popular python ML / DL libraries.
What you will learn
Develop strong grip on the fundamentals of Image Processing and Image Manipulation.
Solve popular Image Processing problems using Machine Learning and Deep Learning models.
Working knowledge on Python libraries including numpy,scipy and scikit-image.
Use popular Python Machine Learning packages such as scikit-learn,Keras and pytorch.
Live implementation of Facial Image Processing techniques such as Face Detection / Recognition / Parsing dlib and MTCNN
