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相关论文: PianoMotion10M: Dataset and Benchmark for Hand Mot…

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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…

图形学 · 计算机科学 2024-10-10 Ruocheng Wang , Pei Xu , Haochen Shi , Elizabeth Schumann , C. Karen Liu

It has been a long-standing research goal to endow robot hands with human-level dexterity. Bi-manual robot piano playing constitutes a task that combines challenges from dynamic tasks, such as generating fast while precise motions, with…

机器人学 · 计算机科学 2024-11-19 Yi Zhao , Le Chen , Jan Schneider , Quankai Gao , Juho Kannala , Bernhard Schölkopf , Joni Pajarinen , Dieter Büchler

Synthesizing realistic piano hand motions requires both precision and naturalness. Physics-based methods achieve precision but produce stiff motions; data-driven models learn natural dynamics but struggle with positional accuracy. Piano…

Audio-driven bimanual piano motion generation requires precise modeling of complex musical structures and dynamic cross-hand coordination. However, existing methods often rely on acoustic-only representations lacking symbolic priors, employ…

计算机视觉与模式识别 · 计算机科学 2026-04-16 Xuan Wang , Kai Ruan , Jiayi Han , Kaiyue Zhou , Gaoang Wang

Piano fingering -- knowing which finger to use to play each note in a musical piece, is a hard and important skill to master when learning to play the piano. While some sheet music is available with expert-annotated fingering information,…

计算机视觉与模式识别 · 计算机科学 2023-03-08 Amit Moryossef , Yanai Elazar , Yoav Goldberg

The multimodal nature of music performance has driven increasing interest in data beyond the audio domain within the music information retrieval (MIR) community. This paper introduces PianoVAM, a comprehensive piano performance dataset that…

声音 · 计算机科学 2025-09-11 Yonghyun Kim , Junhyung Park , Joonhyung Bae , Kirak Kim , Taegyun Kwon , Alexander Lerch , Juhan Nam

Automatic estimation of piano fingering is important for understanding the computational process of music performance and applicable to performance assistance and education systems. While a natural way to formulate the quality of fingerings…

机器学习 · 计算机科学 2020-01-03 Eita Nakamura , Yasuyuki Saito , Kazuyoshi Yoshii

Generating musical audio directly with neural networks is notoriously difficult because it requires coherently modeling structure at many different timescales. Fortunately, most music is also highly structured and can be represented as…

Hand and finger movements are a mainstay of piano technique. Automatic Fingering from symbolic music data allows us to simulate finger and hand movements. Previous proposals achieve automatic piano fingering based on knowledge-driven or…

其他计算机科学 · 计算机科学 2021-11-17 Pedro Ramoneda , Marius Miron , Xavier Serra

We present a data-driven approach for physics-based, muscle-driven dexterous control that enables musculoskeletal hands to perform precise piano playing for novel pieces of music outside the reference dataset. Our approach combines…

图形学 · 计算机科学 2026-04-28 Pei Xu , Yufei Ye , Shuchun Sun , Yu Ding , Elizabeth Schumann , C. Karen Liu

Although a variety of transformers have been proposed for symbolic music generation in recent years, there is still little comprehensive study on how specific design choices affect the quality of the generated music. In this work, we…

Abstract instructions in piano education, such as "raise your wrist" and "relax your tension," lead to varying interpretations among learners, preventing instructors from effectively conveying their intended pedagogical guidance. To address…

In this work we present a new approach for the task of predicting fingerings for piano music. While prior neural approaches have often treated this as a sequence tagging problem with independent predictions, we put forward a checklist…

机器学习 · 计算机科学 2022-09-14 Nikita Srivatsan , Taylor Berg-Kirkpatrick

A music glove instrument equipped with force sensitive, flex and IMU sensors is trained on an electric piano to learn note sequences based on a time series of sensor inputs. Once trained, the glove is used on any surface to generate the…

人机交互 · 计算机科学 2020-01-28 Joseph Bakarji

Piano performance is a multimodal activity that intrinsically combines physical actions with the acoustic rendition. Despite growing research interest in analyzing the multimodal nature of piano performance, the laborious process of…

声音 · 计算机科学 2025-09-19 Junhyung Park , Yonghyun Kim , Joonhyung Bae , Kirak Kim , Taegyun Kwon , Alexander Lerch , Juhan Nam

Generating high-quality piano audio from video requires precise synchronization between visual cues and musical output, ensuring accurate semantic and temporal alignment.However, existing evaluation datasets do not fully capture the…

声音 · 计算机科学 2025-05-27 Chang Liu , Haomin Zhang , Shiyu Xia , Zihao Chen , Chaofan Ding , Xin Yue , Huizhe Chen , Xinhan Di

This paper introduces the jazznet Dataset, a dataset of fundamental jazz piano music patterns for developing machine learning (ML) algorithms in music information retrieval (MIR). The dataset contains 162520 labeled piano patterns,…

声音 · 计算机科学 2023-02-20 Tosiron Adegbija

We review human evaluation practices in automatic, speech-driven 3D gesture generation and find a lack of standardisation and frequent use of flawed experimental setups. This leads to a situation where it is impossible to know how different…

Automatically generating realistic musical performance motion can greatly enhance digital media production, often involving collaboration between professionals and musicians. However, capturing the intricate body, hand, and finger movements…

A typical process of learning to play a piece on a piano consists of a progression through a series of practice units that focus on individual dimensions of the skill, the so-called practice modes. Practice modes in learning to play music…

机器学习 · 计算机科学 2024-06-10 Alexandra Moringen , Elad Vromen , Helge Ritter , Jason Friedman
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