Kortkamp, Marco: Detecting domestic objects with ensembles of view-tuned support vector machine cascades trained on Web images. 2011
Inhalt
- Abstract
- Acknowledgments
- Introduction
- Related Work
- Data Acquisition and Annotation
- Principal View Extraction
- View-tuned Kernel
- Introduction
- Approximate Partial Matching with lbTreeGNGs
- View-tuned Approximate Partial Matching
- Results and Discussion
- View-tuned Support Vector Machines
- SVM Formulation and Optimisation
- Efficient Feature Extraction
- Efficient Computation of the Decision Function
- View-tuned SVM Cascade
- Sequential Discriminative Optimisation
- Summary
- Detection with Ensembles of View-tuned SVM Cascades
- Final Conclusion and Outlook
- A Limited Branching Tree Growing Neural Gas
- Supplementary Material
- Bibliography