Miss Lele Liu

Teaching

Music Informatics (Postgraduate/Undergraduate)

This module introduces students to state-of-the-art methods for the analysis of music data, with a focus on music audio. It presents in-depth studies of general approaches to the low-level analysis of audio signals, and follows these with specialised methods for the high-level analysis of music signals, including the extraction of information related to the rhythm, melody, harmony, form and instrumentation of recorded music. This is followed by an examination of the most important methods of extracting high-level musical content, sound source separation, and on analysing multimodal music data.

Research

Research Interests:

Publications

• Liu L, KONG Q, Morfi G-V et al. (2022). Performance MIDI-to-score conversion by neural beat tracking. 23rd International Society for Music Information Retrieval Conference (ISMIR)

  
  

  DOI: doi

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/80694
• Liu L, Morfi V, Benetos E (2021). ACPAS: A Dataset of Aligned Classical Piano Audio and Scores for Audio-to-Score Transcription. Late-Breaking Demo Session of the 22nd Int. Society for Music Information Retrieval Conference

  
  

  DOI: doi

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/79136
• Liu L, Benetos E (2021). From Audio to Music Notation. nameOfConference

  
  

  DOI: 10.1007/978-3-030-72116-9_24

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/73211
• Liu L, Morfi G-V, Benetos E (2021). Joint multi-pitch detection and score transcription for polyphonic piano music. IEEE International Conference on Acoustics, Speech and Signal Processing

  
  

  DOI: 10.1109/ICASSP39728.2021.9413601

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/70432
• Liu L, Morfi G-V, Benetos E (2020). Joint Piano-roll and Score Transcription for Polyphonic Piano Music. DMRN+15: Digital Music Research Network One-day Workshop

  
  

  DOI: doi

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/70433
• Ycart A, Liu L, Benetos E et al. (2020). Investigating the Perceptual Validity of Evaluation Metrics for Automatic Piano Music Transcription. nameOfConference

  
  

  DOI: 10.5334/tismir.57

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/65069
• Liu L, Benetos E (2019). Automatic Music Accompaniment with a Chroma-based Music Data Representation. DMRN+14: Digital Music Research Network One-day Workshop

  
  

  DOI: doi

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/62518