5 papers
Deep Embeddings for Robust User-Based Amateur Vocal Percussion Classification
Alejandro Delgado, Emir Demirel, Vinod Subramanian +2
Vocal Percussion Transcription (VPT) is concerned with the automatic detection and classification of vocal percussion sound events, allowing music creators and producers to sketch…
MSTRE-Net: Multistreaming Acoustic Modeling for Automatic Lyrics Transcription
Emir Demirel, Sven Ahlbäck, Simon Dixon
This paper makes several contributions to automatic lyrics transcription (ALT) research. Our main contribution is a novel variant of the Multistreaming Time-Delay Neural Network (M…
Computational Pronunciation Analysis in Sung Utterances
Emir Demirel, Sven Ahlback, Simon Dixon
Recent automatic lyrics transcription (ALT) approaches focus on building stronger acoustic models or in-domain language models, while the pronunciation aspect is seldom touched upo…
Low Resource Audio-to-Lyrics Alignment From Polyphonic Music Recordings
Emir Demirel, Sven Ahlbäck, Simon Dixon
Lyrics alignment in long music recordings can be memory exhaustive when performed in a single pass. In this study, we present a novel method that performs audio-to-lyrics alignment…
Automatic Lyrics Transcription using Dilated Convolutional Neural Networks with Self-Attention
Emir Demirel, Sven Ahlback, Simon Dixon
Speech recognition is a well developed research field so that the current state of the art systems are being used in many applications in the software industry, yet as by today, th…