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In this thesis we present the research work we have carried out on bass line extraction and transcription and audio segmentation for chord estimation. First, we introduce the task and we define important musical concepts to be taken into account. Next, we review the scientific background to our work, both in the chord estimation and the bass extraction/transcription tasks. We then present a set of modifications to the Essentia's predominant melody algorithm to adapt it for bass line estimation.doi:10.5281/zenodo.3755371 fatcat:cbav4ax4xjc5xk46jz5xmjxgm4