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Predicting Audio Popularity: A Comparative Study of Metadata and Acoustic Features Across Music and Sound Effects
Ikram El Hadi, Nihad Elbari, Kawtar Tlemçani +2
This study addresses the prediction of audio popularity on an online sharing platform by leveraging both metadata and acoustic feature representations. Two distinct categories of a…
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…
ASoBO: Attentive Beamformer Selection for Distant Speaker Diarization in Meetings
Theo Mariotte, Anthony Larcher, Silvio Montresor +1
Speaker Diarization (SD) aims at grouping speech segments that belong to the same speaker. This task is required in many speech-processing applications, such as rich meeting transc…
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…
Multi-microphone Automatic Speech Segmentation in Meetings Based on Circular Harmonics Features
Théo Mariotte, Anthony Larcher, Silvio Montrésor +1
Speaker diarization is the task of answering Who spoke and when? in an audio stream. Pipeline systems rely on speech segmentation to extract speakers' segments and achieve robust s…