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基于PDE正则化的图像去噪研究

摘要第4-5页
Abstract第5-6页
目录第7-10页
Contents第10-13页
Chapter 1 Introduction第13-30页
    1.1 Some Background Information on Image processing第13-17页
    1.2 Brief Background of PDE's In Image Processing第17-19页
    1.3 Literature Review第19-26页
    1.4 Objectives Of The Research第26-27页
    1.5 Preliminaries第27-30页
Chapter 2 Strictly Convex Modification of Total Variation Model For Image Denoising第30-44页
    2.1 Introduction第30页
    2.2 Proposed Model第30-34页
        2.2.1 The Energy Functional第30-32页
        2.2.2 The Associated Evolution Equation第32-34页
    2.3 The Minimization Problem第34-35页
        2.3.1 Existence and Uniqueness of Solution to the Minimization Problem第34-35页
    2.4 Existence and Uniqueness for the Evolution Equation第35-44页
        2.4.1 Definition of the Weak Solution第35-36页
        2.4.2 Approximating Energy Functional第36-39页
        2.4.3 Existence and Uniqueness of the Solution of the Evolution Problem第39-42页
        2.4.4 Large Time Behavior第42-43页
        2.4.5 Summary第43-44页
Chapter 3 Alternative Variational Framework For Image Denoising第44-62页
    3.1 Introduction第44页
    3.2 Proposed Model第44-48页
        3.2.1 The New Framework For Energy Functional第45-46页
        3.2.2 Summary On The Characterization of Growth of the Coefficient Function第46-48页
    3.3 The Minimization Problem第48-50页
        3.3.1 Existence and Uniqueness of Solution to the Minimization Problem第48-49页
        3.3.2 The Associated Evolution Equation第49-50页
    3.4 Weak Solution to the Flow Associated with the Minimization Problem第50-62页
        3.4.1 Existence of the Solution of the Approximate Evolution Problem第51-57页
        3.4.2 Existence and Uniqueness of the Solution to the Evolution Problem第57-60页
        3.4.3 Summary第60-62页
Chapter 4 Multiplicative Noise Reduction Model Based on Logarithmic Reg-ularization第62-73页
    4.1 Introduction第62-65页
    4.2 Proposed Model for Multiplicative Noise Reduction第65-66页
    4.3 Existence and Uniqueness for the Minimization Problem第66-68页
    4.4 The Evolution Problem第68-73页
        4.4.1 Semi-Discrete Version of Evolution Equation第68-69页
        4.4.2 Existence and Uniqueness of the Solution Sequence for the Dis-crete Minimization Problem第69-70页
        4.4.3 Euler Lagrange Equation for the Discrete Minimization Problem第70页
        4.4.4 Convergence Of The Solution Sequence to the minimizer u第70-71页
        4.4.5 Summary第71-73页
Chapter 5 Numerical Experiments第73-93页
    5.1 Introduction第73-74页
    5.2 Numerical Schemes第74-83页
        5.2.1 Experiment Ⅰ第75-77页
        5.2.2 Experiment Ⅱ第77-83页
    5.3 Discussion of the Results第83-89页
        5.3.1 Results From Experiment Ⅰ第83-87页
        5.3.2 Results From Experiment Ⅱ第87-89页
    5.4 Experiment Ⅲ (Multiplicative Denoising)第89-93页
        5.4.1 PM-Scheme第89-90页
        5.4.2 AOS-Scheme第90-93页
结论第93-95页
Conclusion第95-98页
References第98-107页
List of Publications第107-109页
Acknowledgement第109-111页
Resume第111页

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