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相关论文: HandX: Scaling Bimanual Motion and Interaction Gen…

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Human interactions in everyday life are inherently social, involving engagements with diverse individuals across various contexts. Modeling these social interactions is fundamental to a wide range of real-world applications. In this paper,…

计算机视觉与模式识别 · 计算机科学 2025-04-01 Heng Yu , Juze Zhang , Changan Chen , Tiange Xiang , Yusu Fang , Juan Carlos Niebles , Ehsan Adeli

In this paper, we present Motion-X, a large-scale 3D expressive whole-body motion dataset. Existing motion datasets predominantly contain body-only poses, lacking facial expressions, hand gestures, and fine-grained pose descriptions.…

计算机视觉与模式识别 · 计算机科学 2024-01-29 Jing Lin , Ailing Zeng , Shunlin Lu , Yuanhao Cai , Ruimao Zhang , Haoqian Wang , Lei Zhang

Text-to-image generation models have achieved remarkable advancements in recent years, aiming to produce realistic images from textual descriptions. However, these models often struggle with generating anatomically accurate representations…

计算机视觉与模式识别 · 计算机科学 2024-12-24 Haozhuo Zhang , Bin Zhu , Yu Cao , Yanbin Hao

Scaling dexterous robot learning is constrained by the difficulty of collecting high-quality demonstrations across diverse operators. Existing wearable interfaces often trade comfort and cross-user adaptability for kinematic fidelity, while…

We tackle the problem of forecasting bimanual 3D hand motion & articulation from a single image in everyday settings. To address the lack of 3D hand annotations in diverse settings, we design an annotation pipeline consisting of a diffusion…

计算机视觉与模式识别 · 计算机科学 2025-10-08 Aditya Prakash , David Forsyth , Saurabh Gupta

Robotic dexterous hands are central to contact-rich manipulation, with rapid progress driven by advances in hardware, sensing, control, simulation, and data generation. However, existing studies are often developed under different…

机器人学 · 计算机科学 2026-05-18 Weiguang Zhao , Tian Liang , Xihao Guo , Rui Zhang , Irwin King , Kaizhu Huang

Humans frequently grasp, manipulate, and move objects. Interactive systems assist humans in these tasks, enabling applications in Embodied AI, human-robot interaction, and virtual reality. However, current methods in hand-object synthesis…

机器人学 · 计算机科学 2025-03-10 Sammy Christen

Dexterous hands enable concurrent prehensile and nonprehensile manipulation, such as holding one object while interacting with another, a capability essential for everyday tasks yet underexplored in robotics. Learning such long-horizon,…

机器人学 · 计算机科学 2026-03-17 Hao Jiang , Yue Wu , Yue Wang , Gaurav S. Sukhatme , Daniel Seita

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…

The recently emerging text-to-motion advances have spired numerous attempts for convenient and interactive human motion generation. Yet, existing methods are largely limited to generating body motions only without considering the rich…

计算机视觉与模式识别 · 计算机科学 2024-09-27 Wenqian Zhang , Molin Huang , Yuxuan Zhou , Juze Zhang , Jingyi Yu , Jingya Wang , Lan Xu

Human dexterity relies on rapid, sub-second motor adjustments, yet capturing these high-frequency dynamics remains an enduring challenge in biomechanics and robotics. Existing motion capture paradigms are compromised by a trade-off between…

机器人学 · 计算机科学 2026-03-30 Haoyang Luo , Zihang Zhao , Leiyao Cui , Saiyao Zhang , Liu Yang , Zhi Han , Xiyuan Tang , Yixin Zhu

Bimanual object manipulation involves multiple visuo-haptic sensory feedbacks arising from the interaction with the environment that are managed from the central nervous system and consequently translated in motor commands. Kinematic…

机器人学 · 计算机科学 2022-11-23 Elisa Galofaro , Erika D'Antonio , Nicola Lotti , Fabrizio Patane' , Maura Casadio , Lorenzo Masia

Recent progress of video diffusion models have enabled extensive simulation of the physical world. While simulation with hand object interaction has been less explored. We propose DexSIM, a dexterous simulation framework for simulating…

计算机视觉与模式识别 · 计算机科学 2026-05-26 Adam Lee

We present DexMan, an automated framework that converts human visual demonstrations into bimanual dexterous manipulation skills for humanoid robots in simulation. Operating directly on third-person videos of humans manipulating rigid…

机器人学 · 计算机科学 2025-10-10 Jhen Hsieh , Kuan-Hsun Tu , Kuo-Han Hung , Tsung-Wei Ke

Robotic dexterous in-hand manipulation, where multiple fingers dynamically make and break contact, represents a step toward human-like dexterity in real-world robotic applications. Unlike learning-based approaches that rely on large-scale…

机器人学 · 计算机科学 2025-05-09 Yongpeng Jiang , Mingrui Yu , Xinghao Zhu , Masayoshi Tomizuka , Xiang Li

Bimanual dexterous manipulation is a critical yet underexplored area in robotics. Its high-dimensional action space and inherent task complexity present significant challenges for policy learning, and the limited task diversity in existing…

机器人学 · 计算机科学 2024-10-04 Bohan Zhou , Haoqi Yuan , Yuhui Fu , Zongqing Lu

Human movement analysis is a key area of research in robotics, biomechanics, and data science. It encompasses tracking, posture estimation, and movement synthesis. While numerous methodologies have evolved over time, a systematic and…

机器人学 · 计算机科学 2023-05-11 Brenda Elizabeth Olivas-Padilla , Alina Glushkova , Sotiris Manitsaris

Grasping is a fundamental capability for robots to interact with the physical world. Humans, equipped with two hands, autonomously select appropriate grasp strategies based on the shape, size, and weight of objects, enabling robust grasping…

机器人学 · 计算机科学 2026-03-06 Sizhe Yang , Yiman Xie , Zhixuan Liang , Yang Tian , Jia Zeng , Dahua Lin , Jiangmiao Pang

Hand pose estimation plays a vital role in capturing subtle nonverbal cues essential for understanding human affect. However, collecting diverse, expressive real-world data remains challenging due to labor-intensive manual annotation that…

计算机视觉与模式识别 · 计算机科学 2026-01-21 Masum Hasan , Cengiz Ozel , Nina Long , Alexander Martin , Samuel Potter , Tariq Adnan , Sangwu Lee , Ehsan Hoque

Embodied intelligence has advanced rapidly in recent years; however, bimanual manipulation-especially in contact-rich tasks remains challenging. This is largely due to the lack of datasets with rich physical interaction signals, systematic…

机器人学 · 计算机科学 2026-04-23 Qianxi Hua , Xinyue Li , Zheng Yan , Yang Li , Chi Zhang , Yongyao Li , Yufei Liu