Search Results for author: Heitor R. Guimarães

Found 5 papers, 2 papers with code

RobustDistiller: Compressing Universal Speech Representations for Enhanced Environment Robustness

no code implementations18 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.

Knowledge Distillation Multi-Task Learning

Improving the Robustness of DistilHuBERT to Unseen Noisy Conditions via Data Augmentation, Curriculum Learning, and Multi-Task Enhancement

no code implementations12 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.

Data Augmentation Emotion Recognition +2

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