Deep Composer Classification Using Symbolic Representation
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Abstract (arXiv)
In this study, we train deep neural networks to classify composer on a symbolic domain. The model takes a two-channel two-dimensional input, i.e., onset and note activations of time-pitch representation, which is converted from MIDI recordings and performs a single-label classification. On the experiments conducted on MAESTRO dataset, we report an F1 value of 0.8333 for the classification of 13~classical composers.
Key facts. Cited by 9 papers in the map (data through 14 Oct 2026). First posted on arXiv 2 Oct 2020.
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Citing papers per year: 2021: 3; 2022: 3; 2023: 1; 2024: 1; 2025: 1.
9 papers.
- 2021DadaGP: A Dataset of Tokenized GuitarPro Songs for Sequence Modelscited by 20
- 2021BERT-like Pre-training for Symbolic Piano Music Classification Taskscited by 12
- 2022Concept-Based Techniques for "Musicologist-friendly" Explanations in a Deep Music Classifiercited by 12
- 2021Is BERT a Cross-Disciplinary Knowledge Learner? A Surprising Finding of Pre-trained Models' Transferabilitycited by 6
- 2022Jointist: Joint Learning for Multi-instrument Transcription and Its Applicationscited by 6
- 2023Jointist: Simultaneous Improvement of Multi-instrument Transcription and Music Source Separation via Joint Trainingcited by 3
- 2022Proceedings of the 4th International Workshop on Reading Music Systemscited by 0
- 2024PBSCR: The Piano Bootleg Score Composer Recognition Datasetcited by 0
- 2025Style-based Composer Identification and Attribution of Symbolic Music Scores: a Systematic Surveycited by 0
- 2025Style-based Composer Identification and Attribution of Symbolic Music Scores: a Systematic Survey14 Jun 2025
- 2024PBSCR: The Piano Bootleg Score Composer Recognition Dataset30 Jan 2024
- 2023Jointist: Simultaneous Improvement of Multi-instrument Transcription and Music Source Separation via Joint Training1 Feb 2023
- 2022Proceedings of the 4th International Workshop on Reading Music Systems23 Nov 2022
- 2022Concept-Based Techniques for "Musicologist-friendly" Explanations in a Deep Music Classifier26 Aug 2022
- 2022Jointist: Joint Learning for Multi-instrument Transcription and Its Applications22 Jun 2022
- 2021DadaGP: A Dataset of Tokenized GuitarPro Songs for Sequence Models30 Jul 2021
- 2021BERT-like Pre-training for Symbolic Piano Music Classification Tasks12 Jul 2021
- 2021Is BERT a Cross-Disciplinary Knowledge Learner? A Surprising Finding of Pre-trained Models' Transferability12 Mar 2021