Chapter 1 DIRAC: Detection and Identification of Rare Audio-Visual Events

Chapter 2 Audio Classification and Localization for Incongruent Event Detection

Chapter 3 Identification of Novel Classes in Object Class Recognition

Chapter 4 Out-of-Vocabulary Word Detection and Beyond

Chapter 5 Incongruence Detection in Audio-Visual Processing

Chapter 7 Trajectory-Based Abnormality Categorization for Learning Route Patterns in Surveillance

Chapter 8 Identifying Surprising Events in Video Using Bayesian Topic Models

Chapter 9 Anomaly Detection and Knowledge Transfer in Automatic Sports Video Annotation

Chapter 10 Learning from Incongruence

Chapter 11 Towards a Quantitative Measure of Rareness

Chapter 12 Predictions and Incongruency in Object Recognition: A Cognitive Neuroscience Perspective

Chapter 13 Modulations of Single-Trial Interactions between the Auditory and the Visual Cortex during Prolonged Exposure to Audiovisual Stimuli with Fixed Stimulus Onset Asynchrony

Chapter 14 Discrimination of Locomotion Direction at Different Speeds: A Comparison between Macaque Monkeys and Algorithms