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This work is about the extraction of the motion of fingers, in their three articulations, of a keyboard player from a video sequence. The relevance of the problem involves several aspects, in fact, the extraction of the movements of the…

Computer Vision and Pattern Recognition · Computer Science 2023-03-23 Marco Costanzo

Songs can be well arranged by professional music curators to form a riveting playlist that creates engaging listening experiences. However, it is time-consuming for curators to timely rearrange these playlists for fitting trends in future.…

Computation and Language · Computer Science 2018-09-13 Shun-Yao Shih , Heng-Yu Chi

This paper introduces a novel method for emulating piano sounds. We propose to exploit the sines, transient, and noise decomposition to design a differentiable spectral modeling synthesizer replicating piano notes. Three sub-modules learn…

Sound · Computer Science 2025-02-04 Riccardo Simionato , Stefano Fasciani

Piano playing requires agile, precise, and coordinated hand control that stretches the limits of dexterity. Hand motion models with the sophistication to accurately recreate piano playing have a wide range of applications in character…

Graphics · Computer Science 2024-10-10 Ruocheng Wang , Pei Xu , Haochen Shi , Elizabeth Schumann , C. Karen Liu

The automated creation of accurate musical notation from an expressive human performance is a fundamental task in computational musicology. To this end, we present an end-to-end deep learning approach that constructs detailed musical scores…

Sound · Computer Science 2024-10-02 Tim Beyer , Angela Dai

Language models must be adapted to understand and follow user instructions. Reinforcement learning is widely used to facilitate this -- typically using fixed criteria such as "helpfulness" and "harmfulness". In our work, we instead propose…

Computation and Language · Computer Science 2025-12-02 Vijay Viswanathan , Yanchao Sun , Shuang Ma , Xiang Kong , Meng Cao , Graham Neubig , Tongshuang Wu

The virtuoso plays the piano with passion, poetry and extraordinary technical ability. As Liszt said (a virtuoso)must call up scent and blossom, and breathe the breath of life. The strongest robots that can play a piano are based on a…

Robotics · Computer Science 2022-08-08 Huazhe Xu , Yuping Luo , Shaoxiong Wang , Trevor Darrell , Roberto Calandra

In this research, Piano performances have been analyzed only based on visual information. Computer vision algorithms, e.g., Hough transform and binary thresholding, have been applied to find where the keyboard and specific keys are located.…

Computer Vision and Pattern Recognition · Computer Science 2019-10-29 Seongjae Kang , Jaeyoon Kim , Sung-eui Yoon

Existing methods for expressive music performance rendering rely on supervised learning over small labeled datasets, which limits scaling of both data volume and model size, despite the availability of vast unlabeled music, as in vision and…

Sound · Computer Science 2025-12-03 Hong-Jie You , Jie-Jing Shao , Xiao-Wen Yang , Lin-Han Jia , Lan-Zhe Guo , Yu-Feng Li

This project presents an AI-based system for tone replication in music production, focusing on predicting EQ parameter settings directly from audio features. Unlike traditional audio-to-audio methods, our approach outputs interpretable…

Sound · Computer Science 2025-09-30 Song-Ze Yu

We present Piano Genie, an intelligent controller which allows non-musicians to improvise on the piano. With Piano Genie, a user performs on a simple interface with eight buttons, and their performance is decoded into the space of plausible…

Machine Learning · Computer Science 2019-03-25 Chris Donahue , Ian Simon , Sander Dieleman

In this paper, we consider the problem of probabilistically modelling symbolic music data. We introduce a representation which reduces polyphonic music to a univariate categorical sequence. In this way, we are able to apply state of the art…

Sound · Computer Science 2016-06-07 Christian Walder

Checklists are simple decision aids that are often used to promote safety and reliability in clinical applications. In this paper, we present a method to learn checklists for clinical decision support. We represent predictive checklists as…

Machine Learning · Computer Science 2022-01-19 Haoran Zhang , Quaid Morris , Berk Ustun , Marzyeh Ghassemi

Despite recent advances in audio content-based music emotion recognition, a question that remains to be explored is whether an algorithm can reliably discern emotional or expressive qualities between different performances of the same…

Sound · Computer Science 2021-07-29 Shreyan Chowdhury , Gerhard Widmer

This paper describes a computational model of loudness variations in expressive ensemble performance. The model predicts and explains the continuous variation of loudness as a function of information extracted automatically from the written…

Sound · Computer Science 2016-12-19 Thassilo Gadermaier , Maarten Grachten , Carlos Eduardo Cancino Chacón

A central goal in automatic music transcription is to detect individual note events in music recordings. An important variant is instrument-dependent music transcription where methods can use calibration data for the instruments in use.…

Sound · Computer Science 2017-11-01 Sebastian Ewert , Mark B. Sandler

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 Information Retrieval community has recently shown interest in this…

Sound · Computer Science 2023-09-29 Pedro Ramoneda , Jose J. Valero-Mas , Dasaem Jeong , Xavier Serra

In this study, we present a novel automatic piano reduction method with semi-supervised machine learning. Piano reduction is an important music transformation process, which helps musicians and composers as a musical sketch for performances…

Sound · Computer Science 2026-01-06 Wan Ki Wong , Ka Ho To , Chuck-jee Chau , Lucas Wong , Kevin Y. Yip , Irwin King

Real-time frequency analysis of musical instruments, such as the piano, is an essential feature in areas like electronic tuners, music visualizers, and live sound monitoring. Traditional methods often rely on software-based digital signal…

Hardware Architecture · Computer Science 2025-09-03 Shafayet M. Anik , D. G. Perera

Replicating human-like dexterity in robot hands represents one of the largest open problems in robotics. Reinforcement learning is a promising approach that has achieved impressive progress in the last few years; however, the class of…