5 papers
End-to-End Voice Intent Recognition for Spontaneous Human-Drone Interaction with Naive Users
Allan Henry, Solange Rossato, Christian Graff +2
Voice control offers an intuitive alternative to manual drone piloting, yet most existing systems rely on rigid command vocabularies that fail to handle the spontaneous, disfluent…
Appraisal Dimensions Generalise Better than Emotion Labels for Cross-Age Affect Recognition in AI-Assisted Healthcare
Hippolyte Fournier, Safaa Azzakhnini, Sina Alisamir +14
The integration of artificial intelligence (AI) into healthcare has advanced significantly, yet affect recognition remains a major challenge, particularly in AI-assisted interventi…
Responsible Benchmarking of Fairness for Automatic Speech Recognition
Felix Herron, Ange Richard, François Portet +2
Many studies have shown automatic speech processing (ASR) systems have unequal performance across speakergroups (SG's). However, the manner in which such studies arrive at this con…
Identifying and typifying demographic unfairness in phoneme-level embeddings of self-supervised speech recognition models
Felix Herron, Solange Rossato, Alexandre Allauzen +1
Modern automatic speech recognition (ASR) systems have been observed to function better for certain speaker groups (SGs) than others, despite recent gains in overall performance. O…
Where Do Self-Supervised Speech Models Become Unfair?
Felix Herron, Maja Hjuler, Solange Rossato +2
Speech encoder models are known to model members of some speaker groups (SGs) better than others. However, there has been little work in establishing why this occurs on a technolog…