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Books > Computing & IT > Applications of computing > Image processing

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Image Texture Analysis - Foundations, Models and Algorithms (Hardcover, 1st ed. 2019) Loot Price: R1,104
Discovery Miles 11 040
You Save: R241 (18%)
Image Texture Analysis - Foundations, Models and Algorithms (Hardcover, 1st ed. 2019): Chih-Cheng Hung, Enmin Song, Yihua Lan

Image Texture Analysis - Foundations, Models and Algorithms (Hardcover, 1st ed. 2019)

Chih-Cheng Hung, Enmin Song, Yihua Lan

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List price R1,345 Loot Price R1,104 Discovery Miles 11 040 | Repayment Terms: R103 pm x 12* You Save R241 (18%)

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This useful textbook/reference presents an accessible primer on the fundamentals of image texture analysis, as well as an introduction to the K-views model for extracting and classifying image textures. Divided into three parts, the book opens with a review of existing models and algorithms for image texture analysis, before delving into the details of the K-views model. The work then concludes with a discussion of popular deep learning methods for image texture analysis. Topics and features: provides self-test exercises in every chapter; describes the basics of image texture, texture features, and image texture classification and segmentation; examines a selection of widely-used methods for measuring and extracting texture features, and various algorithms for texture classification; explains the concepts of dimensionality reduction and sparse representation; discusses view-based approaches to classifying images; introduces the template for the K-views algorithm, as well as a range of variants of this algorithm; reviews several neural network models for deep machine learning, and presents a specific focus on convolutional neural networks. This introductory text on image texture analysis is ideally suitable for senior undergraduate and first-year graduate students of computer science, who will benefit from the numerous clarifying examples provided throughout the work.

General

Imprint: Springer Nature Switzerland AG
Country of origin: Switzerland
Release date: June 2019
First published: 2019
Authors: Chih-Cheng Hung • Enmin Song • Yihua Lan
Dimensions: 235 x 155mm (L x W)
Format: Hardcover
Pages: 259
Edition: 1st ed. 2019
ISBN-13: 978-3-03-013772-4
Categories: Books > Computing & IT > Applications of computing
Books > Computing & IT > Applications of computing > Image processing
Books > Computing & IT > Applications of computing > Image processing > General
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LSN: 3-03-013772-4
Barcode: 9783030137724

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