Activity recognition is a research field focused on computationally identifying and classifying human actions, behaviors, or activities from sensor data. It involves developing methods and systems to infer semantic descriptions of activities based on observations from various sources, such as wearable sensors, environmental sensors, or video feeds, enabling applications in areas like pervasive computing, healthcare, and human-computer interaction.