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Exploring ai music generation: A review of deep learning algorithms and datasets for undergraduate researchers
I Yunoki, G Berreby, N D'Andrea, Y Lu, X Qu - International Conference on …, 2023 - Springer
This review paper presents an exploration of the deep learning-based music generation
literature, designed to offer undergraduate researchers an initiation into the field. This study …
literature, designed to offer undergraduate researchers an initiation into the field. This study …
Schubert Winterreise dataset: A multimodal scenario for music analysis
This article presents a multimodal dataset comprising various representations and
annotations of Franz Schubert's song cycle Winterreise. Schubert's seminal work constitutes …
annotations of Franz Schubert's song cycle Winterreise. Schubert's seminal work constitutes …
Not all roads lead to Rome: Pitch representation and model architecture for automatic harmonic analysis
Automatic harmonic analysis has been an enduring focus of the MIR community, and has
enjoyed a particularly vigorous revival of interest in the machine-learning age. We focus …
enjoyed a particularly vigorous revival of interest in the machine-learning age. We focus …
[HTML][HTML] Attend to chords: Improving harmonic analysis of symbolic music using transformer-based models
TP Chen, L Su - Transactions of the International Society for …, 2021 - transactions.ismir.net
Automatic chord recognition (ACR) has long been a topic of interest in the field of Music
Information Retrieval (MIR), due to not only its commercial applications, but also its support …
Information Retrieval (MIR), due to not only its commercial applications, but also its support …
Statistical characteristics of tonal harmony: A corpus study of Beethoven's string quartets
Tonal harmony is one of the central organization systems of Western music. This article
characterizes the statistical foundations of tonal harmony based on the computational …
characterizes the statistical foundations of tonal harmony based on the computational …
Roman numeral analysis with graph neural networks: Onset-wise predictions from note-wise features
Roman Numeral analysis is the important task of identifying chords and their functional
context in pieces of tonal music. This paper presents a new approach to automatic Roman …
context in pieces of tonal music. This paper presents a new approach to automatic Roman …
When in Rome: a meta-corpus of functional harmony
'When in Rome'brings together all human-made, computer-encoded, functional harmonic
analyses of music. This amounts in total to over 2,000 analyses of 1,500 distinct works. The …
analyses of music. This amounts in total to over 2,000 analyses of 1,500 distinct works. The …
[PDF][PDF] AugmentedNet: A Roman Numeral Analysis Network with Synthetic Training Examples and Additional Tonal Tasks.
AugmentedNet is a new convolutional recurrent neural network for predicting Roman
numeral labels. The network architecture is characterized by a separate convolutional block …
numeral labels. The network architecture is characterized by a separate convolutional block …
[PDF][PDF] A deep learning method for enforcing coherence in Automatic Chord Recognition.
Deep learning approaches to automatic chord recognition of symbolic music have improved
the state of the art, but they still face a common problem: how to deal with a vast chord …
the state of the art, but they still face a common problem: how to deal with a vast chord …
[HTML][HTML] BPSD: A coherent multi-version dataset for analyzing the first movements of beethoven's piano sonatas
This paper introduces the Beethoven Piano Sonata Dataset (BPSD), a multi-version dataset
focusing on the first movements of Beethoven's 32 piano sonatas. Recognized as pivotal …
focusing on the first movements of Beethoven's 32 piano sonatas. Recognized as pivotal …