Rishi Gupta

Addressing tonal weaknesses in neural audio codecs through synthetic data augmentation and balanced training

Neural audio codecs (NACs) achieve strong perceptual quality at low bitrates but consistently struggle with harmonic-rich, sustained tonal content such as bells, glockenspiel, and piano. Prior work has used synthetic tonal augmentation mainly to improve embedding quality for evaluation; we instead treat it as a fir...