Search Results for author: Elio Quinton

Found 6 papers, 5 papers with code

The Song Describer Dataset: a Corpus of Audio Captions for Music-and-Language Evaluation

1 code implementation16 Nov 2023 Ilaria Manco, Benno Weck, Seungheon Doh, Minz Won, Yixiao Zhang, Dmitry Bogdanov, Yusong Wu, Ke Chen, Philip Tovstogan, Emmanouil Benetos, Elio Quinton, György Fazekas, Juhan Nam

We introduce the Song Describer dataset (SDD), a new crowdsourced corpus of high-quality audio-caption pairs, designed for the evaluation of music-and-language models.

Music Captioning Music Generation +2

Serenade: A Model for Human-in-the-loop Automatic Chord Estimation

no code implementations17 Oct 2023 Hendrik Vincent Koops, Gianluca Micchi, Ilaria Manco, Elio Quinton

Computational harmony analysis is important for MIR tasks such as automatic segmentation, corpus analysis and automatic chord label estimation.

Equivariant Self-Supervision for Musical Tempo Estimation

1 code implementation3 Sep 2022 Elio Quinton

Contrastive methods are a popular choice for self-supervision in the audio domain, and typically provide a learning signal by forcing the model to be invariant to some transformations of the input.

Representation Learning

Contrastive Audio-Language Learning for Music

1 code implementation25 Aug 2022 Ilaria Manco, Emmanouil Benetos, Elio Quinton, György Fazekas

In this work, we explore cross-modal learning in an attempt to bridge audio and language in the music domain.

Audio to Text Retrieval Descriptive +5

Learning music audio representations via weak language supervision

1 code implementation8 Dec 2021 Ilaria Manco, Emmanouil Benetos, Elio Quinton, Gyorgy Fazekas

To address this question, we design a multimodal architecture for music and language pre-training (MuLaP) optimised via a set of proxy tasks.

Audio Classification Information Retrieval +2

MusCaps: Generating Captions for Music Audio

1 code implementation24 Apr 2021 Ilaria Manco, Emmanouil Benetos, Elio Quinton, Gyorgy Fazekas

Content-based music information retrieval has seen rapid progress with the adoption of deep learning.

Audio captioning Classification +3

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