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From audio encoders to piano judges: Benchmarking performance understanding for solo piano
Our study investigates an approach for understanding musical performances through the
lens of audio encoding models, focusing on the domain of solo Western classical piano …
lens of audio encoding models, focusing on the domain of solo Western classical piano …
LLaQo: Towards a Query-Based Coach in Expressive Music Performance Assessment
Research in music understanding has extensively explored composition-level attributes
such as key, genre, and instrumentation through advanced representations, leading to cross …
such as key, genre, and instrumentation through advanced representations, leading to cross …
Can audio reveal music performance difficulty? insights from the piano syllabus dataset
Automatically estimating the performance difficulty of a music piece represents a key
process in music education to create tailored curricula according to the individual needs of …
process in music education to create tailored curricula according to the individual needs of …
Predicting performance difficulty from piano sheet music images
Estimating the performance difficulty of a musical score is crucial in music education for
adequately designing the learning curriculum of the students. Although the Music …
adequately designing the learning curriculum of the students. Although the Music …
Hybrid models of piano instruction: How combining traditional teaching methods with personalized AI feedback affects learners' skill acquisition, self-efficacy, and …
S Wang - Education and Information Technologies, 2025 - Springer
Artificial intelligence (AI), due to its extensive capabilities for analyzing incoming information
and providing personalized and detailed feedback, has significant potential for use in …
and providing personalized and detailed feedback, has significant potential for use in …
Towards Explainable and Interpretable Musical Difficulty Estimation: A Parameter-efficient Approach
Estimating music piece difficulty is important for organizing educational music collections.
This process could be partially automatized to facilitate the educator's role. Nevertheless, the …
This process could be partially automatized to facilitate the educator's role. Nevertheless, the …
Neural audio synthesis of realistic piano performances
L Renault - 2024 - theses.hal.science
Musician and instrument make up a central duo in the musical experience. Inseparable, they
are the key actors of the musical performance, transforming a composition into an emotional …
are the key actors of the musical performance, transforming a composition into an emotional …