Giovanneschi, Fabio: Online dictionary learning for classification of antipersonnel landmines using ground penetrating radar. 2020
Inhalt
- Acknowledgments
- Zusammenfassung
- Abstract
- Contents
- Introduction
- Ground Penetrating Radar Technology and Target Classification
- Sparse Representation and Dictionary Learning techniques
- Fundamentals of Sparse Representation
- Sparse Representation methods
- Fundamentals of Dictionary Learning
- Dictionary Learning methods
- Online dictionary learning for adaptive GPR target recognition
- Experimental measurements
- Ground Penetrating Radar System
- Test Field
- Dataset Organization
- A note on signal pre-processing
- Selecting the maximal residual error for SR
- Parametric evaluation of DL algorithms
- Similarity Measure
- Statistical Metrics
- Coefficient of variation
- Two-sample Kolmogorov-Smirnov (K-S) distance
- Dvoretzky-Kiefer-Wolfowitz (DKW) inequality
- Parametric Evaluation results
- Classification results
- Summary and conclusions
- Existing challenges and proposed methodology
- Evaluation of DL algorithms
- Classification performances
- Final remarks and outlook
- Bibliography
- Convolutional Neural Networks
- Support Vector Machines
- List of Figures
- List of Tables