5 papers · 1 filter
Self-Transriber: Few-shot Lyrics Transcription with Self-training
Xiaoxue Gao, Xianghu Yue, Haizhou Li
The current lyrics transcription approaches heavily rely on supervised learning with labeled data, but such data are scarce and manual labeling of singing is expensive. How to bene…
token2vec: A Joint Self-Supervised Pre-training Framework Using Unpaired Speech and Text
Xianghu Yue, Junyi Ao, Xiaoxue Gao +1
Self-supervised pre-training has been successful in both text and speech processing. Speech and text offer different but complementary information. The question is whether we are a…
PoLyScriber: Integrated Fine-tuning of Extractor and Lyrics Transcriber for Polyphonic Music
Xiaoxue Gao, Chitralekha Gupta, Haizhou Li
Lyrics transcription of polyphonic music is challenging as the background music affects lyrics intelligibility. Typically, lyrics transcription can be performed by a two-step pipel…
Music-robust Automatic Lyrics Transcription of Polyphonic Music
Xiaoxue Gao, Chitralekha Gupta, Haizhou Li
Lyrics transcription of polyphonic music is challenging because singing vocals are corrupted by the background music. To improve the robustness of lyrics transcription to the backg…
Genre-conditioned Acoustic Models for Automatic Lyrics Transcription of Polyphonic Music
Xiaoxue Gao, Chitralekha Gupta, Haizhou Li
Lyrics transcription of polyphonic music is challenging not only because the singing vocals are corrupted by the background music, but also because the background music and the sin…