Interpretable Singing Emotion Recognition Using Acoustic and Vocal Technique Features
The analysis highlights vibrato and pharyngeal techniques as salient cues of emotional delivery, with SHAP indicating that vibrato is context-dependent on articulation rate and GRAD-CAM indicating that vibrato is context-dependent on articulation rate.