Music-Theoretic Estimation of Chords and Keys from Audio

This paper proposes a new method for local key and chord estimation from audio signals. This method relies primarily on principles from music theory, and does not require any training on a corpus of labelled audio files. A harmonic content of the musical piece is first extracted by computing a set of chroma vectors. A set of chord/key pairs is selected for every frame by correlation with fixed chord and key templates. An acyclic harmonic graph is constructed with these pairs as vertices, using a musical distance to weigh its edges. Finally, the sequences of chords and keys are obtained by finding the best path in the graph using dynamic programming. The proposed method allows a mutual chord and key estimation. It is evaluated on a corpus composed of Beatles songs for both the local key estimation and chord recognition tasks, as well as a larger corpus composed of songs taken from the Billboard dataset.

¿Actividad cotidiana o práctica ritual? Agrupación de 14 colgantes líticos del Magdaleniense Inferior en la cueva de Praileaitz 1 (Deba, Gipuzkoa)

Homenaje a Ignacio Barandiarán Maestu / coord. por Javier Fernández Eraso, Juan Santos Yanguas

A propósito de una posible escena ritual de caza en el abrigo de Legteitira 5 (Agüenit, Sahara Occidental)

[ES] La presencia de unos personajes humanos con grandes cabezas pintadas en uno de los paneles artísticos del abrigo de Legteitira 5 genera diversas impresiones sobre su significado. A lo extraño de la composición, hay que añadir que se trata, por el momento, de un caso único en el repertorio iconográfico del Occidente del Sahara. La hipótesis de una posible relación con cabezas enmascaradas, en el contexto simbólico de una escena ritual cinegética, pudiera acaso retenerse como argumento explicativo.