Probing neural activations from continuous EEG in a real-world task: Time-frequency independent component analysis

► Identification of networked functional neural activations in real-world tasks. ► A novel time-frequency independent component analysis on continuous EEG data. ► Reliable and consistent detections in multiple participants. ► Significant correlation between neural activations and behavioral performance. ► Time-on-task effect was significantly identified in EEG.