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Exploratory Image Databases Content-Based Retrieval

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ISBN-10: 0126192618

ISBN-13: 9780126192612

Edition: 2001

Authors: Simone Santini, Jerry D. Gibson

List price: $116.00
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Description:

Computer use and Internet communication require storage, retrieval and search ability for both still photo and video images. These needs are addressed in this study of image database design and implementation.
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Book details

List price: $116.00
Copyright year: 2001
Publisher: Elsevier Science & Technology
Publication date: 9/5/2001
Binding: Hardcover
Pages: 613
Size: 6.00" wide x 9.25" long x 1.25" tall
Weight: 3.278
Language: English

Simone Santini, Ph.D. is affiliated with the Visual Computing Laboratory at the University of California, San Diego He is gaining widespread recognition for his research and publications in the rapidly emerging field of image databases and visual information retrieval.

Preface
Acknowledgments
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An Eerie Sense of Deja Vu
Characteristics of Visual Information Systems
Query by Example and the Semantic Gap
What Do Users Really Need?
User Interaction with Image Archives
The Mysterious Case of the Disappearing Semantics
Signs and Meanings
Can Images Lie?
What Kind of Signs are Pictures?
The Association Between Text and Pictures
The Three Modalities of Signification
Linguistic Modality
Closed World Modality
The User Modality
The Quest for Formalization
How You Can Know You Are Right
The Role of Evaluation
Inadequacy of Traditional Evaluation Models
Basic Techniques
Measurements of Trial Results
Does the Difference Make a Difference?
Contextual Evaluation
Noncontextual Evaluation
Additional Pointers
De Re Visiva Principia Geometrica
Similarity
Preattentive Similarity
Psychological Models of Similarity
The Metric Axioms
Alternatives to the Distance Axioms
The Feature Contrast Model
Fuzzy Set-Theoretic Similarity
Fuzzy Features Contrast Model
Feature Dependence
Consideration of Geometric Distances
Metric and Similarity Structures
Variable Metric Structures
Distance Algebras
Similarity Algebras
Algebras for Variable Metric Structures
Systems with Limited Ontologies
Features
Color
Color Representation
The Perception of Colors
Texture
The Problem of Scale
Statistical Texture Features
Gabor Decomposition
Quadrature Mirror Filters
Histograms
Global Histograms
Discriminating Power of Histograms
Spatial Histograms
Segmentation
Clustering Methods
Region Merging and Region Splitting
Edge Flow
Shape Description and Similarity
The Contents of a Region
Region Shape
Spatial Relations
Similarity of Region Images
Systems with General Ontologies
Bases, Frames, and Transforms
Periodic Functions and the Fourier Transform
Frames
Group Representations and Image Transforms
Boundedness Modulo a Subgroup
Affine Wavelets
Other Wavelet-Generating Groups
Discrete Subgroups and Transforms
Quadrature Mirror Filters
Measuring the Distance
Point Distances
General Distances
Natural Distances
Invariance Properties
Approximate Representations
Vector Quantization
Quality of Representation
Approximate Distance Computation
Writing About Images
Automatic Text Analysis
Single Term Indexing
Term Weighting
The Vector Space Model
Latent Semantics
Relevance Feedback
Rocchio Algorithm
Evaluation
Precision and Recall
Other Models
The Relation Between Text and Images
Some Truisms on Web Structures
That is Good, but Where are the Images?
Image-Text Integration
Visual Dictionary
Mutual Influence
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Algebra and the Modern Query
A First Model of Image Data
A Quick Review of Relational Algebra
An Algebra for Image Databases
An Algebra of Scoring Functions
Complementation
Conjunction and Disjunction
Other Operators
Associative Operators
Weighted Combinations of Scores
A functional View of the Scoring Operators
A More Complete Data Model
Scoring Function and Operators
Image Structure and Feature Algebra
General Data Types
Image Features
Feature Algebras
Examples
Where Is My Image?
Who Cursed Dimensionality?
Framework and Definitions
Query Instability
Concentration of Measure
So, Now What?
Dimensionality Reduction
Singular Value Decomposition
Multidimensional Scaling
Space-Partitioning Techniques
The K-d Tree
R-Trees Style Trees
The R*-Tree
The TV-Tree
Indexing in Metric Spaces
Hashing
Nearest-Neighbor Search
A Cost Model
Of Mice and Men
Sign Systems
Semiotic Morphisms
Interface Spaces and Sign Systems
Relational Databases
Query-by-Example
Interaction Diagrams
Representation
User Response
Querying
Other Forms of User Dialog
Query-by-Example
Representation Techniques
Spring Embedding
Projection Pursuit
Clustering in the Output Space
Other Visualization Techniques
User Response
Direct Manipulation
Linguistic Features
Additional interaction
Query Creation
Image-text Integration
What Else?
Appendix
Bibliography
Index