A Study on Angular Softmax

发布时间：2024-03-23 19:24

　　

【文章页数】：83 页

【学位级别】：博士

【文章目录】：
Acknowledgements
Abstract
Chapter 1 Introduction
    1.1 Artificial Neural Networks
    1.2 Image Recognition
        1.2.1 Face Recognition
        1.2.2 Handwritten Digit Recognition
    1.3 Motivation and Objectives
    1.4 Main Contribution
    1.5 Road Map
Chapter 2 Literature Review and Related Work
    2.1 Brief Literature Review
    2.2 Related Work
        2.2.1 Deep Hypersphere Embedding
        2.2.2 Large Margin Cosine Loss
        2.2.3 Additive Angular Margin Loss
        2.2.4 Laplacian Smoothing Gradient Descent
Chapter 3 Methodology
    3.1 Angular Softmax
        3.1.1 Modification in Sofmax
        3.1.2 Additive Parameter
        3.1.3 Significant Impact
Chapter 4 Applications
    4.1 Face Recognition
        4.1.1 Implementation Details
        4.1.2 Results and Analysis
    4.2 Handwritten Digit Recognition
        4.2.1 Implementation Details
        4.2.2 Results and Analysis
Chapter 5 Conclusion and Future Work
    5.1 Conclusion
    5.2 Future Work
References
Research work conducted during PhD



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