【文章頁數(shù)】：83 頁

【學(xué)位級別】：博士

【文章目錄】：
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



本文編號：3936370