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Natural Image Statistics

Overview of attention for book
Cover of 'Natural Image Statistics'

Table of Contents

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    Book Overview
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    Chapter 1 Introduction
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    Chapter 2 Linear Filters and Frequency Analysis
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    Chapter 3 Outline of the Visual System
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    Chapter 4 Multivariate Probability and Statistics
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    Chapter 5 Principal Components and Whitening
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    Chapter 6 Sparse Coding and Simple Cells
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    Chapter 7 Independent Component Analysis
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    Chapter 8 Information-Theoretic Interpretations
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    Chapter 9 Energy Correlation of Linear Features and Normalization
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    Chapter 10 Energy Detectors and Complex Cells
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    Chapter 11 Energy Correlations and Topographic Organization
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    Chapter 12 Dependencies of Energy Detectors: Beyond V1
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    Chapter 13 Overcomplete and Non-negative Models
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    Chapter 14 Lateral Interactions and Feedback
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    Chapter 15 Color and Stereo Images
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    Chapter 16 Temporal Sequences of Natural Images
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    Chapter 17 Conclusion and Future Prospects
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    Chapter 18 Optimization Theory and Algorithms
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    Chapter 19 Crash Course on Linear Algebra
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    Chapter 20 The Discrete Fourier Transform
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    Chapter 21 Estimation of Non-normalized Statistical Models
Attention for Chapter 5: Principal Components and Whitening
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