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相关论文: RP1M: A Large-Scale Motion Dataset for Piano Playi…

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Endowing robot hands with human-level dexterity has been a long-standing goal in robotics. Bimanual robotic piano playing represents a particularly challenging task: it is high-dimensional, contact-rich, and requires fast, precise control.…

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…

Towards the grand challenge of achieving human-level manipulation in robots, playing piano is a compelling testbed that requires strategic, precise, and flowing movements. Over the years, several works demonstrated hand-designed controllers…

机器人学 · 计算机科学 2026-04-14 Yves-Simon Zeulner , Simon Crämer , Sandeep Selvaraj , Roberto Calandra

Recently, artificial intelligence techniques for education have been received increasing attentions, while it still remains an open problem to design the effective music instrument instructing systems. Although key presses can be directly…

声音 · 计算机科学 2025-02-26 Qijun Gan , Song Wang , Shengtao Wu , Jianke Zhu

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

Mastering dexterous manipulation with multi-fingered hands has been a grand challenge in robotics for decades. Despite its potential, the difficulty of collecting high-quality data remains a primary bottleneck for high-precision tasks.…

机器人学 · 计算机科学 2026-05-19 Amber Xie , Haozhi Qi , Dorsa Sadigh

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…

机器人学 · 计算机科学 2022-08-08 Huazhe Xu , Yuping Luo , Shaoxiong Wang , Trevor Darrell , Roberto Calandra

In this paper, a non-iterative spatio-temporal multi-task assignment approach is used for playing piano music by a team of robots. This paper considers the piano playing problem, in which an algorithm needs to compute the trajectories for a…

机器人学 · 计算机科学 2023-02-20 Shridhar Velhal , Krishna Kishore VS , Suresh Sundaram

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

Performing in-hand, contact-rich, and long-horizon dexterous manipulation remains an unsolved challenge in robotics. Prior hand dexterity works have considered each of these three challenges in isolation, yet do not combine these skills…

机器人学 · 计算机科学 2026-03-24 Hung-Chieh Fang , Amber Xie , Jennifer Grannen , Kenneth Llontop , Dorsa Sadigh

Wearable robotics bring the opportunity to augment human capability and performance, be it through prosthetics, exoskeletons, or supernumerary robotic limbs. The latter concept allows enhancing human performance and assisting them in daily…

机器人学 · 计算机科学 2018-08-02 James Cunningham , Anita Hapsari , Pierre Guilleminot , Ali Shafti , A. Aldo Faisal

Humanoid robots have seen remarkable advances in dexterity, balance, and locomotion, yet their role in expressive domains such as music performance remains largely unexplored. Musical tasks, like drumming, present unique challenges,…

机器人学 · 计算机科学 2025-07-17 Asad Ali Shahid , Francesco Braghin , Loris Roveda

Recent advances in machine learning have paved the way for the development of musical and entertainment robots. However, human-robot cooperative instrument playing remains a challenge, particularly due to the intricate motor coordination…

机器人学 · 计算机科学 2024-09-19 Huijiang Wang , Xiaoping Zhang , Fumiya Iida

Most successes in robotic manipulation have been restricted to single-arm robots, which limits the range of solvable tasks to pick-and-place, insertion, and objects rearrangement. In contrast, dual and multi arm robot platforms unlock a…

机器人学 · 计算机科学 2022-03-17 Satoshi Kataoka , Seyed Kamyar Seyed Ghasemipour , Daniel Freeman , Igor Mordatch

Dual-arm robotic grasping is crucial for handling large objects that require stable and coordinated manipulation. While single-arm grasping has been extensively studied, datasets tailored for dual-arm settings remain scarce. We introduce a…

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

Imitation learning from human demonstrations is an effective means to teach robots manipulation skills. But data acquisition is a major bottleneck in applying this paradigm more broadly, due to the amount of cost and human effort involved.…

机器人学 · 计算机科学 2025-03-07 Zhenyu Jiang , Yuqi Xie , Kevin Lin , Zhenjia Xu , Weikang Wan , Ajay Mandlekar , Linxi Fan , Yuke Zhu

Multi-finger grasping relies on high quality training data, which is hard to obtain: human data is hard to transfer and synthetic data relies on simplifying assumptions that reduce grasp quality. By making grasp simulation differentiable,…

Human hands play a central role in interacting, motivating increasing research in dexterous robotic manipulation. Data-driven embodied AI algorithms demand precise, large-scale, human-like manipulation sequences, which are challenging to…

机器人学 · 计算机科学 2025-03-31 Kailin Li , Puhao Li , Tengyu Liu , Yuyang Li , Siyuan Huang

Dexterous manipulation with anthropomorphic robot hands remains a challenging problem in robotics because of the high-dimensional state and action spaces and complex contacts. Nevertheless, skillful closed-loop manipulation is required to…

机器人学 · 计算机科学 2022-12-06 Malte Mosbach , Kara Moraw , Sven Behnke
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