Brain-computer interface (BCI) is a system to detect user’s intentions or “thoughts” from measured signal of brain and nervous activities. In this presentation, our studies to detect mental events (e.g. imagery or selective attention) and mental states (drowsiness, emergency, concentration) for realizing BCI are introduced and discussed.