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书名 基于内容的图像检索方法及关键技术(英文版)
分类 计算机-操作系统
作者 黄全振
出版社 黄河水利出版社
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简介
内容推荐
The book is mainly written with image retrieval technology as the research object, inorder to provide technical reference for relevant researchers, students and instructors.The book is divided into seven chapters, mainly including key technologies of contentbased image retrieval, image retrieval based on color features, image retrieval based ontexture features, high-dimensional image retrieval technology and evaluation indexes ofimage retrieval system, such as similarity measurement and performance evaluation. The book can be read by professionals engaged in computer image processing or multimediatechnology, and can be used by teachers and students engaged in computer graphics and image processing in Colleges and universities.
目录
Preface
Chapterl Introduction of Content-based Image Retrieval
1.1 Development and Current Status of Image Retrieval
1.2 Research Status at Home and Abroad
1.3 CBIR Technology
1.4 Introduction of Classic CBIR System
1.5 Organization of the Book
References
Chapter 2 Key Techniques of Content-based Image Retrieval
2.1 Basic Principles of CBIR Retrieval
2.2 Image Content
2.3 Matching Technology in Image Retrieval
2.4 Performance Evaluation Criteria of Image Retrieval System
References
Chapter 3 Color-based Image Retrieval
3.1 Color Space
3.2 Color Quantization
3.3 Global Color Feature
3.4 Color Space Feature
3.5 Color Spatial Distribution Entropy
3.6 Distribution Entropy Plane
3.7 Improved Bit-plane Entropy Distribution
References
Chapter 4 Texture Feature-based Image Retrieval
4.1 Texture Feature
4.2 Perceptual Model of Texture
4.3 Statistical Model of Texture
4.4 Structural Model of Texture
4.5 Transform Model of Texture
4.6 MPEG-7 Texture Descriptors
References
Chapter 5 High.dimensional Indexing Technology
5.1 High-dimensional Indexing Technology
5.2 High-dimensional Properties in Vector Space
5.3 Dimensional Catastrophic Phenomena
5.4 Vector Approximation Method Based on Vector Quantization
5.5 High-dimensional Index Method Based on SVD on Quadratic Distance
5.6 Multi-resolution and High-dimensional Indexing Methods
5.7 Application of Vector Approximation Method in Correlation Feedback Technique
5.8 Evaluation Criteria for High-dimensional Index Technology
References
Chapter 6 Similarity Measures and Performance Evaluation
6.1 Similarity Measures
6.2 User Comparison
6.3 Precision and Recall
6.4 Precision-recall Graph
6.5 Average Precision
6.6 F-Score
6.7 Average Normalized Modified Retrieval Rank (ANMRR)
References
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