Browsing by Author "Tovstogan, Philip"

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  • Da-TACOS: A dataset for cover song identification and understanding
    Yesiler, Furkan; Tralie, Chris; Correya, Albin Andrew; Silva, Diego F.; Tovstogan, Philip; Gómez Gutiérrez, Emilia, 1975-; Serra, Xavier (International Society for Music Information Retrieval (ISMIR), 2019)
    This paper focuses on Cover Song Identification (CSI), an important research challenge in content-based Music Information Retrieval (MIR). Although the task itself is interesting and challenging for both academia and ...
  • Exploration of music collections with audio embeddings
    Tovstogan, Philip (Universitat Pompeu Fabra, 2022-07-12)
    Music recommendation systems (RecSys) are integral to modern music streaming services. While there is much research on many aspects of RecSys, there is not enough research on exploration and discovery that contributes to ...
  • MediaEval 2019: emotion and theme recognition in music using Jamendo
    Bogdanov, Dmitry; Porter, Alastair; Tovstogan, Philip; Won, Minz (CEUR Workshop Proceedings, 2019)
    This paper provides an overview of the Emotion and Theme recognition in Music task organized as part of the MediaEval 2019 Benchmarking Initiative for Multimedia Evaluation. The goal of this task is to automatically ...
  • Similarity of nearest-neighbor query results in deep latent spaces
    Tovstogan, Philip; Serra, Xavier; Bogdanov, Dmitry (Sound and Music Computing, 2022)
    Music recommendation systems are commonly used for personalized recommendations. However, there are cases where due to privacy concerns or design decisions, there is no user information nor collaborative filtering data ...
  • The MTG-Jamendo dataset for automatic music tagging
    Bogdanov, Dmitry; Won, Minz; Tovstogan, Philip; Porter, Alastair; Serra, Xavier (ICML, 2019)
    We present the MTG-Jamendo Dataset, a new open dataset for music auto-tagging. It is built using music available at Jamendo under Creative Commons licenses and tags provided by content uploaders. The dataset contains ...
  • Visualization of deep audio embeddings for music exploration and rediscovery
    Tovstogan, Philip; Serra, Xavier; Bogdanov, Dmitry (Sound and Music Computing, 2022)
    User interfaces for music exploration and discovery have always been an exciting application of music information retrieval (MIR) throughout the years. However, while discovering new music is a common goal of such ...
  • Web interface for exploration of latent and tag spaces in music auto-tagging
    Tovstogan, Philip; Serra, Xavier; Bogdanov, Dmitry (ICML, 2020)
    We present an online graphical web interface for the exploration and evaluation of embedding and tag spaces of music auto-tagging systems. It allows for quick and qualitative evaluation of individual and pairwise tag ...