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In this paper, we study integrated estimation and control of soft robots. A significant challenge in deploying closed loop controllers is reliable proprioception via integrated sensing in soft robots. Despite the considerable advances…

机器人学 · 计算机科学 2020-11-18 Lasitha Weerakoon , Zepeng Ye , Rahul Subramonian Bama , Elisabeth Smela , Miao Yu , Nikhil Chopra

In the industrial domain, the pose estimation of multiple texture-less shiny parts is a valuable but challenging task. In this particular scenario, it is impractical to utilize keypoints or other texture information because most of them are…

机器人学 · 计算机科学 2019-09-27 Chen Chen , Xin Jiang , Weiguo Zhou , Yun-Hui Liu

We want to enable fine manipulation with a multi-fingered robotic hand by using modern deep reinforcement learning methods. Key for fine manipulation is a spatially resolved tactile sensor. Here, we present a novel model of a tactile skin…

机器人学 · 计算机科学 2024-09-20 Ulf Kasolowsky , Berthold Bäuml

Tactile sensing is a crucial perception mode for robots and human amputees in need of controlling a prosthetic device. Today robotic and prosthetic systems are still missing the important feature of accurate tactile sensing. This lack is…

机器人学 · 计算机科学 2022-03-30 Xiaying Wang , Fabian Geiger , Vlad Niculescu , Michele Magno , Luca Benini

Contemporary approaches to solving various problems that require analyzing three-dimensional (3D) meshes and point clouds have adopted the use of deep learning algorithms that directly process 3D data such as point coordinates, normal…

计算机视觉与模式识别 · 计算机科学 2024-07-12 Stefan Novaković , Vladimir Risojević

Tactile sensing is important for robots to perceive the world as it captures the texture and hardness of the object in contact and is robust to illumination and colour variances. However, due to the limited sensing area and the resistance…

机器人学 · 计算机科学 2021-03-02 Guanqun Cao , Jiaqi Jiang , Chen Lu , Daniel Fernandes Gomes , Shan Luo

Deep learning and reinforcement learning methods have been shown to enable learning of flexible and complex robot controllers. However, the reliance on large amounts of training data often requires data collection to be carried out in…

机器人学 · 计算机科学 2020-04-02 Zihan Ding , Nathan F. Lepora , Edward Johns

Capturing accurate 3D human pose in the wild would provide valuable data for training pose estimation and motion generation methods. While video-based estimation approaches have become increasingly accurate, they often fail in common…

计算机视觉与模式识别 · 计算机科学 2026-03-13 Maria-Paola Forte , Nikos Athanasiou , Giulia Ballardini , Jan Ulrich Bartels , Katherine J. Kuchenbecker , Michael J. Black

Whole body tactile perception via tactile skins offers large benefits for robots in unstructured environments. To fully realize this benefit, tactile systems must support real-time data acquisition over a massive number of tactile sensor…

机器人学 · 计算机科学 2016-03-07 Brayden Hollis , Stacy Patterson , Jeff Trinkle

Haptic sensation is an important modality for interacting with the real world. This paper proposes a general framework of inferring haptic forces on the surface of a 3D structure from internal deformations using a small number of physical…

机器人学 · 计算机科学 2019-02-26 Huanbo Sun , Goerg Martius

Tactile sensing is critical in advanced interactive systems by emulating the human sense of touch to detect stimuli. Vision-based tactile sensors are promising for providing multimodal capabilities and high robustness, yet existing…

机器人学 · 计算机科学 2025-04-07 Mayue Shi , Yongqi Zhang , Xiaotong Guo , Eric M. Yeatman

The sense of touch is fundamental to human dexterity. When mimicked in robotic touch, particularly by use of soft optical tactile sensors, it suffers from distortion due to motion-dependent shear. This complicates tactile tasks like shape…

机器人学 · 计算机科学 2022-08-29 Anupam K. Gupta , Alex Church , Nathan F. Lepora

Suture needle localization is necessary for autonomous suturing. Previous approaches in autonomous suturing often relied on fiducial markers rather than markerless detection schemes for localizing a suture needle due to the inconsistency of…

机器人学 · 计算机科学 2022-04-06 Zih-Yun Chiu , Albert Z Liao , Florian Richter , Bjorn Johnson , Michael C. Yip

For machines to interact with the physical world, they must understand the physical properties of objects and materials they encounter. We use fabrics as an example of a deformable material with a rich set of mechanical properties. A thin…

计算机视觉与模式识别 · 计算机科学 2017-04-13 Wenzhen Yuan , Shaoxiong Wang , Siyuan Dong , Edward Adelson

Mimicking the perceptual functions of human cutaneous mechanoreceptors, artificial skins or flexible pressure sensors can transduce tactile stimuli to quantitative electrical signals. Conventional methods to design such devices follow a…

Vision and touch are two of the important sensing modalities for humans and they offer complementary information for sensing the environment. Robots could also benefit from such multi-modal sensing ability. In this paper, addressing for the…

机器人学 · 计算机科学 2018-03-14 Shan Luo , Wenzhen Yuan , Edward Adelson , Anthony G. Cohn , Raul Fuentes

We develop an algorithm to explore an environment to generate a measurement model for use in future localization tasks. Ergodic exploration with respect to the likelihood of a particular class of measurement (e.g., a contact detection…

机器人学 · 计算机科学 2018-08-29 Ian Abraham , Anastasia Mavrommati , Todd D. Murphey

Tactile perception is important for robotic systems that interact with the world through touch. Touch is an active sense in which tactile measurements depend on the contact properties of an interaction--e.g., velocity, force,…

机器人学 · 计算机科学 2024-05-21 Jake Ketchum , Ahalya Prabhakar , Todd D. Murphey

Reusing the tactile knowledge of some previously-explored objects helps us humans to easily recognize the tactual properties of new objects. In this master thesis, we enable arobotic arm equipped with multi-modal artificial skin, like…

机器人学 · 计算机科学 2018-07-04 Di Feng

Longitudinal tracking of skin lesions - finding correspondence, changes in morphology, and texture - is beneficial to the early detection of melanoma. However, it has not been well investigated in the context of full-body imaging. We…

计算机视觉与模式识别 · 计算机科学 2023-08-23 Wei-Lun Huang , Davood Tashayyod , Jun Kang , Amir Gandjbakhche , Michael Kazhdan , Mehran Armand