activity
20112022
most citedGeneral-purpose Tagging of Freesound Audio with AudioSet Labels: Task Description, Dataset, and Baseline

116 citations · 674 across the 48 of their papers we have counts for

collaborators

58 papers

cs.SD2022★ 3 cited

Score difficulty analysis for piano performance education based on fingering

Pedro Ramoneda, Nazif Can Tamer, Vsevolod Eremenko +2

In this paper, we introduce score difficulty classification as a sub-task of music information retrieval (MIR), which may be used in music education technologies, for personalised…

cs.IR2021★ 4 cited

Emotion Embedding Spaces for Matching Music to Stories

Minz Won, Justin Salamon, Nicholas J. Bryan +2

Content creators often use music to enhance their stories, as it can be a powerful tool to convey emotion. In this paper, our goal is to help creators find music to match the emoti…

cs.SD2021★ 13 cited

Semi-Supervised Music Tagging Transformer

Minz Won, Keunwoo Choi, Xavier Serra

We present Music Tagging Transformer that is trained with a semi-supervised approach. The proposed model captures local acoustic characteristics in shallow convolutional layers, th…

cs.OH2021

Piano Fingering with Reinforcement Learning

Pedro Ramoneda, Marius Miron, Xavier Serra

Hand and finger movements are a mainstay of piano technique. Automatic Fingering from symbolic music data allows us to simulate finger and hand movements. Previous proposals achiev…

cs.LG2021★ 4 cited

Evaluating Off-the-Shelf Machine Listening and Natural Language Models for Automated Audio Captioning

Benno Weck, Xavier Favory, Konstantinos Drossos +1

Automated audio captioning (AAC) is the task of automatically generating textual descriptions for general audio signals. A captioning system has to identify various information fro…

cs.SD2021

Soundata: A Python library for reproducible use of audio datasets

Magdalena Fuentes, Justin Salamon, Pablo Zinemanas +6

Soundata is a Python library for loading and working with audio datasets in a standardized way, removing the need for writing custom loaders in every project, and improving reprodu…