Polyphonic pitch detection with convolutional recurrent neural networks

no code implementations • 4 Feb 2022 • Carl Thomé, Sven Ahlbäck

Recent directions in automatic speech recognition (ASR) research have shown that applying deep learning models from image recognition challenges in computer vision is beneficial.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +3

MSTRE-Net: Multistreaming Acoustic Modeling for Automatic Lyrics Transcription

2 code implementations • 5 Aug 2021 • Emir Demirel, Sven Ahlbäck, Simon Dixon

This paper makes several contributions to automatic lyrics transcription (ALT) research.

Automatic Lyrics Transcription TAG

Pitch-Informed Instrument Assignment Using a Deep Convolutional Network with Multiple Kernel Shapes

no code implementations • 28 Jul 2021 • Carlos Lordelo, Emmanouil Benetos, Simon Dixon, Sven Ahlbäck

We also include ablation studies investigating the effects of the use of multiple kernel shapes and comparing different input representations for the audio and the note-related information.

Adversarial Unsupervised Domain Adaptation for Harmonic-Percussive Source Separation

no code implementations • 3 Jan 2021 • Carlos Lordelo, Emmanouil Benetos, Simon Dixon, Sven Ahlbäck, Patrik Ohlsson

This paper addresses the problem of domain adaptation for the task of music source separation.

Music Source Separation Unsupervised Domain Adaptation