Emotion Recognition From Singing Voices Using Contemporary Commercial Music and Classical Styles - PubMed

There are statistically significant differences in the recognition of emotions between classical and CCM styles of singing. Furthermore, in the singing voice, pitch affects the perception of emotions, and valence and activity are more easily recognized than emotions.