This dataset contains EEG measures taken from participants observing upright and inverted faces and upright houses. Here we collate averages of standard ERP components, the P100 and N170, and selected MVPA decoding measures. The data was collected to study how neural signals of face processing relate to a measure of face expertise (the Cambridge Face Memory task; also provided in the dataset).