Handbook of Texture Analysis is popular PDF and ePub book, written by Ayman El-Baz in 2024-06-21, it is a fantastic choice for those who relish reading online the Computers genre. Let's immerse ourselves in this engaging Computers book by exploring the summary and details provided below. Remember, Handbook of Texture Analysis can be Read Online from any device for your convenience.
Handbook of Texture Analysis Book PDF Summary
The major goals of texture research in computer vision are to understand, model, and process texture and, ultimately, to simulate the human visual learning process using computer technologies. In the last decade, artificial intelligence has been revolutionized by machine learning and big data approaches, outperforming human prediction on a wide range of problems. In particular, deep learning convolutional neural networks (CNNs) are particularly well suited to texture analysis. This volume presents important branches of texture analysis methods which find a proper application in AI-based medical image analysis. This book: Discusses first-order, second-order statistical methods, local binary pattern (LBP) methods, and filter bank-based methods Covers spatial frequency-based methods, Fourier analysis, Markov random fields, Gabor filters, and Hough transformation Describes advanced textural methods based on DL as well as BD and advanced applications of texture to medial image segmentation Is aimed at researchers, academics, and advanced students in biomedical engineering, image analysis, cognitive science, and computer science and engineering This is an essential reference for those looking to advance their understanding in this applied and emergent field.
Detail Book of Handbook of Texture Analysis PDF
- Author : Ayman El-Baz
- Release : 21 June 2024
- Publisher : CRC Press
- ISBN : 9781040008904
- Genre : Computers
- Total Page : 271 pages
- Language : English
- PDF File Size : 18,6 Mb
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