Quantum-Enhanced Analysis and Grading of Vocal Performance

Rohan Agarwal

We present QuantumMelody, a hybrid quantum-classical method for objective singing assessment. Grouped vocal features (pitch stability, dynamics, timbre) are encoded into a small si…