TV Content Analysis

Chapter 2

Cross-Domain Learning for Semantic Concept Detection

Wei Jiang

Eastman Kodak Company

Alexander Loui

Eastman Kodak Company

Shih-Fu Chang

Columbia University

Contents

2.1 Survey of Cross-Domain Learning for Concept Detection

2.1.1 Standard SVM

2.1.2 Semi-supervised Approaches

2.1.3 Feature Replication

2.1.4 Domain Adaptive Semantic Diffusion

2.1.5 Adaptive SVM (A-SVM)

2.1.6 Overview of Our Methods

2.2 CDSVM for Data Incorporation

2.3 AS³ VM for Incremental Classifier Adaptation

2.3.1 Discriminative Cost Function

2.3.2 Graph Regularization ...