Listening Like a Judge: A Music-Aware Framework for Automatic Singing Performance Evaluation

Neelam Saini, Sourav Ghosh

Automatic singing quality assessment (SQA) requires evaluating lyrical correctness and musical fidelity while handling expressive variations. However, existing systems largely rely…