Ph. D. Thesis

  • Exploration of Music Collections with Audio Embeddings
    Tovstogan P.
    Universitat Pompeu Fabra, Barcelona, Spain, 2022

Conferences and workshops

  • Visualization of Deep Audio Embeddings for Music Exploration and Rediscovery
    Tovstogan P., Serra X. and Bogdanov D.
    Sound and Music Computing Conference (SMC), Saint-Étienne, France, 2022
  • Similarity of Nearest-Neighbor Query Results in Deep Latent Spaces
    Tovstogan P., Serra X. and Bogdanov D.
    Sound and Music Computing Conference (SMC), Saint-Étienne, France, 2022
  • MediaEval 2021: Emotion and Theme Recognition in Music using Jamendo
    Tovstogan P., Bogdanov D., and Porter A.
    Working Notes Proceedings of the MediaEval 2021 Workshop, Online
  • MediaEval 2020: Emotion and Theme Recognition in Music using Jamendo
    Bogdanov D., Porter A., Tovstogan P., and Won M.
    Working Notes Proceedings of the MediaEval 2021 Workshop, Online
  • Web Interface for Exploration of Latent and Tag Spaces in Music Auto-Tagging
    Tovstogan P., Serra X., and Bogdanov D.
    Machine Learning for Media Discovery Workshop (ML4MD), International Conference on Machine Learning (ICML), Vienna, Austria, 2020
  • MediaEval 2019: Emotion and Theme Recognition in Music using Jamendo
    Bogdanov D., Porter A., Tovstogan P., and Won M.
    Working Notes Proceedings of the MediaEval 2021 Workshop, Online
  • The MTG-Jamendo Dataset for Automatic Music Tagging
    Bogdanov, D., Won M., Tovstogan P., Porter A., and Serra X.
    Machine Learning for Music Discovery Workshop (ML4MD), International Conference on Machine Learning (ICML), Long Beach, CA, United States, 2019
  • Da-TACOS: A Dataset for Cover Song Identification and Understanding
    Yesiler F., Tralie C., Correya A., Silva D. F., Tovstogan P., Gómez E., and Serra X.
    In 20th International Society for Music Information Retrieval Conference (ISMIR), Delft, The Netherlands, 2019
  • Video Streaming Optimization Using Degradation Estimation with Unequal Error Protection
    Tovstogan P., and Hsiao H. F.
    IEEE International Symposium on Circuits and Systems (ISCAS), Baltimore, MD, United States, 2017
  • Cross-Layer Unequal Error Protection for Video Streaming over Wireless Broadband Networks Tovstogan P., Tseng K. J., and Hsiao H. F.
    Asia-Pacific Radio Science Conference (AP-RASC), Taipei, Taiwan, 2014

Master Theses

  • Exploring Music Similarity with AcousticBrainz
    Tovstogan P.
    Universitat Pompeu Fabra, Barcelona, Spain, 2018
  • Optimization of Video Streaming Using Video Quality Estimation and LMRC Channel Coding
    Tovstogan P.
    National Yang Ming Chiao Tung University, Hsinchu, Taiwan, 2015