Visualitza per autoria "Favory, Xavier"

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  • Enriched music representations with multiple cross-modal contrastive learning
    Ferraro, Andrés; Favory, Xavier; Drossos, Konstantinos; Kim, Yuntae; Bogdanov, Dmitry (Institute of Electrical and Electronics Engineers (IEEE), 2021)
    Modeling various aspects that make a music piece unique is a challenging task, requiring the combination of multiple sources of information. Deep learning is commonly used to obtain representations using various sources ...
  • Facilitating the manual annotation of sounds when using large taxonomies
    Favory, Xavier; Fonseca, Eduardo; Font Corbera, Frederic; Serra, Xavier (FRUCT, 2018)
    Properly annotated multimedia content is crucial for supporting advances in many Information Retrieval applications. It enables, for instance, the development of automatic tools for the annotation of large and diverse ...
  • Freesound datasets: a platform for the creation of open audio datasets
    Fonseca, Eduardo; Pons Puig, Jordi; Favory, Xavier; Font Corbera, Frederic; Bogdanov, Dmitry; Ferraro, Andrés; Oramas, Sergio; Porter, Alastair; Serra, Xavier (International Society for Music Information Retrieval (ISMIR), 2017)
    Openly available datasets are a key factor in the advancement of data-driven research approaches, including many of the ones used in sound and music computing. In the last few years, quite a number of new audio datasets ...
  • FSD50K: an open dataset of human-labeled sound events
    Fonseca, Eduardo; Favory, Xavier; Pons, Jordi; Font, Frederic; Serra, Xavier (Institute of Electrical and Electronics Engineers (IEEE), 2022)
    Most existing datasets for sound event recognition (SER) are relatively small and/or domain-specific, with the exception of AudioSet, based on over 2 M tracks from YouTube videos and encompassing over 500 sound classes. ...
  • General-purpose tagging of Freesound audio with audioSet labels: task description, dataset, and baseline
    Fonseca, Eduardo; Plakal, Manoj; Font Corbera, Frederic; Ellis, Daniel P. W.; Favory, Xavier; Pons Puig, Jordi; Serra, Xavier (Tampere University of Technology, 2018)
    This paper describes Task 2 of the DCASE 2018 Challenge, titled “General-purpose audio tagging of Freesound content with AudioSet labels”. This task was hosted on the Kaggle platform as “Freesound General-Purpose Audio ...
  • Improving sound retrieval in large collaborative collections
    Favory, Xavier (Universitat Pompeu Fabra, 2021-03-24)
    Capturing sounds on a recording medium to enable their preservation and reproduction started to be possible during the industrial revolution of the 19th century, originally achieved through mechanic and acoustic devices, ...
  • Learning contextual tag embeddings for cross-modal alignment of audio and tags
    Favory, Xavier; Drossos, Konstantinos; Virtanen, Tuomas; Serra, Xavier (Institute of Electrical and Electronics Engineers (IEEE), 2021)
    Self-supervised audio representation learning offers an attractive alternative for obtaining generic audio embeddings, capable to be employed into various downstream tasks. Published approaches that consider both audio and ...
  • Learning sound event classifiers from web audio with noisy labels
    Fonseca, Eduardo; Plakal, Manoj; Ellis, Daniel P. W.; Font Corbera, Frederic; Favory, Xavier; Serra, Xavier (Institute of Electrical and Electronics Engineers (IEEE), 2018)
    As sound event classification moves towards larger datasets, issues of label noise become inevitable. Web sites can supply large volumes of user-contributed audio and metadata, but inferring labels from this metadata ...
  • Multi web audio sequencer: collaborative music making
    Favory, Xavier; Serra, Xavier (2018)
    Recent advancements in web-based audio systems have enabled sufficiently accurate timing control and real-time sound processing capabilities. Numerous specialized music tools, as well as digital audio workstations, are ...
  • Neural percussive synthesis parameterised by high-level timbral features
    Ramires, António; Chandna, Pritish; Favory, Xavier; Gómez Gutiérrez, Emilia, 1975-; Serra, Xavier (Institute of Electrical and Electronics Engineers (IEEE), 2020)
    We present a deep neural network-based methodology for synthesising percussive sounds with control over high-level timbral characteristics of the sounds. This approach allows for intuitive control of a synthesizer, enabling ...
  • Pre-Training Strategies Using Contrastive Learning and Playlist Information for Music Classification and Similarity
    Alonso-Jiménez, Pablo; Favory, Xavier; Foroughmand, Hadrien; Bourdalas, Grigoris; Serra, Xavier; Lidy, Thomas; Bogdanov, Dmitry (2023-04-25)
    In this work, we investigate an approach that relies on contrastive learning and music metadata as a weak source of supervision to train music representation models. Recent studies show that contrastive learning can be ...

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