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While data-driven imitation learning has revolutionized robotic manipulation, current approaches remain constrained by the scarcity of large-scale, diverse real-world demonstrations. Consequently, the ability of existing models to…

Developing smart tires with high sensing capability is significant for improving the moving stability and environmental adaptability of wheeled robots and vehicles. However, due to the classical manufacturing design, it is always…

机器人学 · 计算机科学 2025-04-29 Shoujie Li , Jianle Xu , Tong Wu , Yang Yang , Yanbo Chen , Xueqian Wang , Wenbo Ding , Xiao-Ping Zhang

Intuitive Teleoperation interfaces are essential for mobile manipulation robots to ensure high quality data collection while reducing operator workload. A strong sense of embodiment combined with minimal physical and cognitive demands not…

Tactile sensing provides local essential information that is complementary to visual perception, such as texture, compliance, and force. Despite recent advances in visuotactile representation learning, challenges remain in fusing these…

计算机视觉与模式识别 · 计算机科学 2026-04-30 Fotios Lygerakis , Ozan Özdenizci , Elmar Rückert

Collocated tactile sensing is a fundamental enabling technology for dexterous manipulation. However, deformable sensors introduce complex dynamics between the robot, grasped object, and environment that must be considered for fine…

机器人学 · 计算机科学 2022-09-28 Miquel Oller , Mireia Planas , Dmitry Berenson , Nima Fazeli

The development of vision-based tactile sensors has significantly enhanced robots' perception and manipulation capabilities, especially for tasks requiring contact-rich interactions with objects. In this work, we present DTactive, a novel…

机器人学 · 计算机科学 2024-10-14 Jikai Xu , Lei Wu , Changyi Lin , Ding Zhao , Huazhe Xu

Embodied intelligence for contact-rich manipulation has predominantly relied on position control, while explicit awareness and regulation of interaction forces remain under-explored, limiting stability, precision, and robustness in…

With the development of VR technology, especially the emergence of the metaverse concept, the integration of visual and tactile perception has become an expected experience in human-machine interaction. Therefore, achieving spatial-temporal…

机器人学 · 计算机科学 2024-01-01 Fuqiang Zhao , Kehan Zhang , Qian Liu , Zhuoyi Lyu

Tactile sensing presents a promising opportunity for enhancing the interaction capabilities of today's robots. BioTac is a commonly used tactile sensor that enables robots to perceive and respond to physical tactile stimuli. However, the…

机器人学 · 计算机科学 2026-04-29 Wadhah Zai El Amri , Nicolás Navarro-Guerrero

As humans, we experience the world with all our senses or modalities (sound, sight, touch, smell, and taste). We use these modalities, particularly sight and touch, to convey and interpret specific meanings. Multimodal expressions are…

机器学习 · 计算机科学 2022-05-17 Anirudh Sundar , Larry Heck

Dexterous robotic manipulator teleoperation is widely used in many applications, either where it is convenient to keep the human inside the control loop, or to train advanced robot agents. So far, this technology has been used in…

Designing robotic tasks for co-manipulation necessitates to exploit not only proprioceptive but also exteroceptive information for improved safety and autonomy. Following such instinct, this research proposes to formulate intuitive robotic…

系统与控制 · 电气工程与系统科学 2021-04-02 Sunny Katyara , Fanny Ficuciello , Tao Teng , Fei Chen , Bruno Siciliano , Darwin G. Caldwell

We introduce RotateIt, a system that enables fingertip-based object rotation along multiple axes by leveraging multimodal sensory inputs. Our system is trained in simulation, where it has access to ground-truth object shapes and physical…

机器人学 · 计算机科学 2023-09-29 Haozhi Qi , Brent Yi , Sudharshan Suresh , Mike Lambeta , Yi Ma , Roberto Calandra , Jitendra Malik

Knowledge of the 6D pose of an object can benefit in-hand object manipulation. In-hand 6D object pose estimation is challenging because of heavy occlusion produced by the robot's grippers, which can have an adverse effect on methods that…

Adaptive control for real-time manipulation requires quick estimation and prediction of object properties. While robot learning in this area primarily focuses on using vision, many tasks cannot rely on vision due to object occlusion. Here,…

机器人学 · 计算机科学 2021-10-12 Ahalya Prabhakar , Stanislas Furrer , Lorenzo Panchetti , Maxence Perret , Aude Billard

How are robots becoming smarter at interacting with their surroundings? Recent advances have reshaped how robots use tactile sensing to perceive and engage with the world. Tactile sensing is a game-changer, allowing robots to embed…

机器人学 · 计算机科学 2025-02-10 Enrico Donato , Matteo Lo Preti , Lucia Beccai , Egidio Falotico

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

Embodied foundation models are increasingly performant in real-world domains such as robotics or autonomous driving. These models are often deployed in interactive or assistive settings, where it is important that these assistive models…

机器人学 · 计算机科学 2026-03-06 Pradyumna Tambwekar , Andrew Silva , Deepak Gopinath , Jonathan DeCastro , Xiongyi Cui , Guy Rosman

Visuotactile policy learning augments vision-only policies with tactile input, facilitating contact-rich manipulation. However, the high cost of tactile data collection makes sample efficiency the key requirement for developing visuotactile…

机器人学 · 计算机科学 2025-11-12 Yizhe Zhu , Zhang Ye , Boce Hu , Haibo Zhao , Yu Qi , Dian Wang , Robert Platt

Robotic manipulation tasks such as inserting a key into a lock or plugging a USB device into a port can fail when visual perception is insufficient to detect misalignment. In these situations, touch sensing is crucial for the robot to…

机器人学 · 计算机科学 2025-09-23 Yinghao Wu , Shuhong Hou , Haowen Zheng , Yichen Li , Weiyi Lu , Xun Zhou , Yitian Shao