“…Some aspects such as intonation accuracy, vibrato or rhythm seem to be quite reliably judged by musicians, unlike more subjective aspects such as diction. Prior work has lead to various solutions for automatic singing rating [4,5,6,7,8,9,10]. In general, all these systems focus on intonation assessment with visually attractive real-time feedback.…”