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Sparse Autoencoders Make Audio Foundation Models more Explainable
Théo Mariotte, Martin Lebourdais, Antonio Almudévar +3
Audio pretrained models are widely employed to solve various tasks in speech processing, sound event detection, or music information retrieval. However, the representations learned…
Joint speech and overlap detection: a benchmark over multiple audio setup and speech domains
Martin Lebourdais, Théo Mariotte, Marie Tahon +5
Voice activity and overlapped speech detection (respectively VAD and OSD) are key pre-processing tasks for speaker diarization. The final segmentation performance highly relies on…
Overlapped speech and gender detection with WavLM pre-trained features
Martin Lebourdais, Marie Tahon, Antoine Laurent +1
This article focuses on overlapped speech and gender detection in order to study interactions between women and men in French audiovisual media (Gender Equality Monitoring project)…