1 code implementation • 13 Mar 2024 • Heitor R. Guimarães, Arthur Pimentel, Anderson R. Avila, Mehdi Rezagholizadeh, Boxing Chen, Tiago H. Falk
Lastly, we show that the proposed recipe can be applied to other distillation methodologies, such as the recent DPWavLM.
1 code implementation • 17 Nov 2023 • Yi Zhu, Mahsa Abdollahi, Ségolène Maucourt, Nico Coallier, Heitor R. Guimarães, Pierre Giovenazzo, Tiago H. Falk
We then provide an overview of the phenotypic data distribution as well as a visualization of the sensor data patterns.
no code implementations • 22 Sep 2023 • Heitor R. Guimarães, Arthur Pimentel, Anderson Avila, Tiago H. Falk
Keyword spotting (KWS) refers to the task of identifying a set of predefined words in audio streams.
no code implementations • 18 Feb 2023 • Heitor R. Guimarães, Arthur Pimentel, Anderson R. Avila, Mehdi Rezagholizadeh, Boxing Chen, Tiago H. Falk
The proposed layer-wise distillation recipe is evaluated on top of three well-established universal representations, as well as with three downstream tasks.
no code implementations • 12 Nov 2022 • Heitor R. Guimarães, Arthur Pimentel, Anderson R. Avila, Mehdi Rezagholizadeh, Tiago H. Falk
Self-supervised speech representation learning aims to extract meaningful factors from the speech signal that can later be used across different downstream tasks, such as speech and/or emotion recognition.