The present invention relates generally to methods and apparatus for the determination, monitoring and prediction of various levels of alertness, and for the design and validation of fatigue countermeasures, and more particularly to methods and apparatus for the automatic characterization, detection and classification of microsleep events through processing physiological, eye tracking, video, perf