Chapter 2 Tight-frames An Introduction 1 Outline 1. Tight-frame - - PDF document

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Chapter 2 Tight-frames An Introduction 1 Outline 1. Tight-frame - - PDF document

Chapter 2 Tight-frames An Introduction 1 Outline 1. Tight-frame 1. Tight-frame 2. Matrix Representation 2. Matrix Representation 2 1 Tight Frames 3 Construction of Haar Wavelet = + 4 2 Construction of Haar Wavelet 5 Construction


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SLIDE 1

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Tight-frames An Introduction Chapter 2

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  • 1. Tight-frame
  • 2. Matrix Representation

Outline

  • 1. Tight-frame
  • 2. Matrix Representation
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SLIDE 2

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Tight Frames

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Construction of Haar Wavelet

+ =

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SLIDE 3

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Construction of Haar Wavelet

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Construction of Haar Wavelet

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Haar Function

...

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Haar Wavelet Filters

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Piecewise Linear Tight Frame

−1 −0.8 −0.6 −0.4 −0.2 0.2 0.4 0.6 0.8 1 0.2 0.4 0.6 0.8 1

Piecewise Linear Refinable Function φ

−1 −0.8 −0.6 −0.4 −0.2 0.2 0.4 0.6 0.8 1 0.2 0.4 0.6 0.8 1

φ(2x+1) /2 φ(2x−1) /2 φ (2x) φ(x)=φ(2x+1)/2+φ(2x)+φ(2x−1)/2

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Piecewise Linear Tight Frame

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Piecewise Linear Tight Frame

−1 −0.8 −0.6 −0.4 −0.2 0.2 0.4 0.6 0.8 1 0.2 0.4 0.6 0.8 1

Piecewise Linear Refinable Function φ

−1 −0.8 −0.6 −0.4 −0.2 0.2 0.4 0.6 0.8 1 −0.8 −0.6 −0.4 −0.2 0.2 0.4 0.6 0.8

0.707φ(2x+1) −0.707φ(2x−1) ψ1(x)=0.707φ(2x+1)−0.707φ(2x−1)

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Piecewise Linear Tight Frame

−1 −0.8 −0.6 −0.4 −0.2 0.2 0.4 0.6 0.8 1 0.2 0.4 0.6 0.8 1

Piecewise Linear Refinable Function φ

−1 −0.8 −0.6 −0.4 −0.2 0.2 0.4 0.6 0.8 1 −0.4 −0.2 0.2 0.4 0.6 0.8 1

−φ(2x+1)/2 −φ(2x−1) /2 φ(2x) ψ2(x)=−φ(2x+1)/2+φ(2x)−φ(2x−1)/2

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SLIDE 7

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Piecewise Linear Tight Frame

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Unitary Extension Principle

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Unitary Extension Principle

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1D Piecewise Linear Tight Frame

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1D Piecewise Linear Tight Frame

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  • 1. Tight-frame
  • 2. Matrix Representation

Outline

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SLIDE 10

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Matrix Representation

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Matrix Representation

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SLIDE 11

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Analysis and Synthesis Operators

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Important Observation

Tight Frames = Redundant Bases

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SLIDE 12

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Perfect Reconstruction Formula

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Multi-level Decomposition without Down-sampling

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SLIDE 13

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Multi-level Decomposition without Down-sampling

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Multi-level Decomposition

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SLIDE 14

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2D Tight Frame

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2D Piecewise Linear Framelets

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SLIDE 15

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1D Piecewise Cubic Tight Frame

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1D Piecewise Cubic Tight Frame

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SLIDE 16

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Tight Frames

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Spline Framelet Systems