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Vision-based imitation learning has shown promising capabilities of endowing robots with various motion skills given visual observation. However, current visuomotor policies fail to adapt to drastic changes in their visual observations. We…

Robotics · Computer Science 2025-01-03 Pingcheng Jian , Easop Lee , Zachary Bell , Michael M. Zavlanos , Boyuan Chen

We consider the task of Image-to-Video (I2V) generation, which involves transforming static images into realistic video sequences based on a textual description. While recent advancements produce photorealistic outputs, they frequently…

Computer Vision and Pattern Recognition · Computer Science 2025-01-07 Guy Yariv , Yuval Kirstain , Amit Zohar , Shelly Sheynin , Yaniv Taigman , Yossi Adi , Sagie Benaim , Adam Polyak

Traditional visual servoing methods suffer from serving between scenes from multiple perspectives, which humans can complete with visual signals alone. In this paper, we investigated how multi-perspective visual servoing could be solved…

Robotics · Computer Science 2023-12-27 Lei Zhang , Jiacheng Pei , Kaixin Bai , Zhaopeng Chen , Jianwei Zhang

The problem of image-based visual servoing (IBVS) of an aerial robot using deep-learning-based keypoint detection is addressed in this article. A monocular RGB camera mounted on the platform is utilized to collect the visual data. A…

Robotics · Computer Science 2026-04-14 Shayan Sepahvand , Niloufar Amiri , Farrokh Janabi-Sharifi

We introduce Puppet-Master, an interactive video generator that captures the internal, part-level motion of objects, serving as a proxy for modeling object dynamics universally. Given an image of an object and a set of "drags" specifying…

Computer Vision and Pattern Recognition · Computer Science 2025-08-29 Ruining Li , Chuanxia Zheng , Christian Rupprecht , Andrea Vedaldi

This paper introduces a discrete-continuous action space to learn insertion primitives for robotic assembly tasks. Primitive is a sequence of elementary actions with certain exit conditions, such as "pushing down the peg until contact".…

Robotics · Computer Science 2021-10-26 Xiang Zhang , Shiyu Jin , Changhao Wang , Xinghao Zhu , Masayoshi Tomizuka

Scaling general-purpose manipulation to new robot embodiments remains challenging: each platform typically needs large, homogeneous demonstrations, and end-to-end pixel-to-action pipelines may degenerate under background and viewpoint…

Machine Learning · Computer Science 2025-12-23 Yao Feng , Hengkai Tan , Xinyi Mao , Chendong Xiang , Guodong Liu , Shuhe Huang , Hang Su , Jun Zhu

This paper presents a Dynamic Vision Sensor (DVS) based system for reasoning about high speed motion. As a representative scenario, we consider the case of a robot at rest reacting to a small, fast approaching object at speeds higher than…

Computer Vision and Pattern Recognition · Computer Science 2022-10-12 Anthony Bisulco , Fernando Cladera Ojeda , Volkan Isler , Daniel D. Lee

This paper proposes a new approach to achieve direct visual servoing (DVS) based on discrete orthogonal moments (DOMs). DVS is performed in such a way that the extraction of geometric primitives, matching, and tracking steps in the…

Robotics · Computer Science 2024-02-14 Yuhan Chen , Max Q. -H. Meng , Li Liu

Imitation learning (IL), particularly when leveraging high-dimensional visual inputs for policy training, has proven intuitive and effective in complex bimanual manipulation tasks. Nonetheless, the generalization capability of visuomotor…

Robotics · Computer Science 2025-06-24 Yizhou Chen , Hang Xu , Dongjie Yu , Zeqing Zhang , Yi Ren , Jia Pan

This work presents the dual benefit of integrating imitation learning techniques, based on the dynamical systems formalism, with the visual servoing paradigm. On the one hand, dynamical systems allow to program additional skills without…

Robotics · Computer Science 2022-04-13 Antonio Paolillo , Matteo Saveriano

Nowadays, with the continuous expansion of application scenarios of robotic arms, there are more and more scenarios where nonspecialist come into contact with robotic arms. However, in terms of robotic arm visual servoing, traditional…

Robotics · Computer Science 2022-11-22 Haibin Zeng , Yueyong Lyu , Jiaming Qi , Shuangquan Zou , Tanghao Qin , Wenyu Qin

Movement primitives (MPs) are compact representations of robot skills that can be learned from demonstrations and combined into complex behaviors. However, merely equipping robots with a fixed set of innate MPs is insufficient to deploy…

Robotics · Computer Science 2024-10-28 Tilman Daab , Noémie Jaquier , Christian Dreher , Andre Meixner , Franziska Krebs , Tamim Asfour

Sketching is a direct and inexpensive means of visual expression. Though image-based sketching has been well studied, video-based sketch animation generation is still very challenging due to the temporal coherence requirement. In this…

Graphics · Computer Science 2026-03-19 Xinding Zhu , Xinye Yang , Shuyang Zheng , Zhexin Zhang , Fei Gao , Jing Huang , Jiazhou Chen

This paper introduces DGBench, a fully reproducible open-source testing system to enable benchmarking of dynamic grasping in environments with unpredictable relative motion between robot and object. We use the proposed benchmark to compare…

Robotics · Computer Science 2022-07-14 Ben Burgess-Limerick , Chris Lehnert , Jurgen Leitner , Peter Corke

Tactile sensing plays a key role in robotic manipulation, particularly in tasks like surface inspection. Successful execution requires maintaining contact while accurately tracking object contours. In this work, we propose a Vision-Based…

Robotics · Computer Science 2026-05-21 Edison Velasco-Sanchez , Luis F. Recalde , Guanrui Li , Pablo Gil

In an attempt to confer robots with complex manipulation capabilities, dual-arm anthropomorphic systems have become an important research topic in the robotics community. Most approaches in the literature rely upon a great understanding of…

Robotics · Computer Science 2019-05-28 Èric Pairet , Paola Ardón , Michael Mistry , Yvan Petillot

Manipulation skills involving contact and friction are inherent to many robotics tasks. Using the class of motor primitives for peg-in-hole like insertions, we study how robots can learn such skills. Dynamic Movement Primitives (DMP) are a…

In this paper, we consider the problem of adapting a dynamically walking bipedal robot to follow a leading co-worker while engaging in tasks that require physical interaction. Our approach relies on switching among a family of Dynamic…

Robotics · Computer Science 2021-09-29 Prem Chand , Sushant Veer , Ioannis Poulakakis

We propose a control pipeline for SAG (Searching, Approaching, and Grasping) of objects, based on a decoupled arm kinematic chain and impedance control, which integrates image-based visual servoing (IBVS). The kinematic decoupling allows…

Robotics · Computer Science 2023-07-12 Riccardo Parosi , Mattia Risiglione , Darwin G. Caldwell , Claudio Semini , Victor Barasuol