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Achieving human-level dexterity in robotic grasping remains a challenging endeavor. Robotic hands frequently encounter slippage and deformation during object manipulation, issues rarely encountered by humans due to their sensory receptors,…

Portrait Stylization aims to imbue portrait photos with vivid artistic effects drawn from style examples. Despite the availability of enormous training datasets and large network weights, existing methods struggle to maintain geometric…

计算机视觉与模式识别 · 计算机科学 2026-02-17 Xinrui Wang , Zhuoru Li , Xiao Zhou , Yusuke Iwasawa , Yutaka Matsuo

Recently, several works achieve end-to-end visual servoing (VS) for robotic manipulation by replacing traditional controller with differentiable neural networks, but lose the ability to servo arbitrary desired poses. This letter proposes a…

机器人学 · 计算机科学 2023-04-19 Hongxiang Yu , Anzhe Chen , Kechun Xu , Zhongxiang Zhou , Wei Jing , Yue Wang , Rong Xiong

We address the highly challenging problem of real-time 3D hand tracking based on a monocular RGB-only sequence. Our tracking method combines a convolutional neural network with a kinematic 3D hand model, such that it generalizes well to…

计算机视觉与模式识别 · 计算机科学 2019-03-19 Franziska Mueller , Florian Bernard , Oleksandr Sotnychenko , Dushyant Mehta , Srinath Sridhar , Dan Casas , Christian Theobalt

Human grasps can be roughly categorized into two types: power grasps and precision grasps. Precision grasping enables tool use and is believed to have influenced human evolution. Today's multi-fingered robotic hands are effective in power…

机器人学 · 计算机科学 2025-11-18 Jianglong Ye , Lai Wei , Guangqi Jiang , Changwei Jing , Xueyan Zou , Xiaolong Wang

Advancements in Biological Signal Processing (BSP) and Machine-Learning (ML) models have paved the path for development of novel immersive Human-Machine Interfaces (HMI). In this context, there has been a surge of significant interest in…

机器学习 · 计算机科学 2022-10-28 Soheil Zabihi , Elahe Rahimian , Amir Asif , Arash Mohammadi

We introduce a novel approach that combines tactile estimation and control for in-hand object manipulation. By integrating measurements from robot kinematics and an image-based tactile sensor, our framework estimates and tracks object pose…

机器人学 · 计算机科学 2026-01-22 Sangwoon Kim , Antonia Bronars , Parag Patre , Alberto Rodriguez

Accurate estimation of the relative pose between an object and a robot hand is critical for many manipulation tasks. However, most of the existing object-in-hand pose datasets use two-finger grippers and also assume that the object remains…

机器人学 · 计算机科学 2023-04-11 Yuyang Tu , Junnan Jiang , Shuang Li , Norman Hendrich , Miao Li , Jianwei Zhang

Making top-down human pose estimation method present both good performance and high efficiency is appealing. Mask RCNN can largely improve the efficiency by conducting person detection and pose estimation in a single framework, as the…

计算机视觉与模式识别 · 计算机科学 2023-01-13 Ling Li , Lin Zhao , Linhao Xu , Jie Xu

Articulated hand pose estimation plays an important role in human-computer interaction. Despite the recent progress, the accuracy of existing methods is still not satisfactory, partially due to the difficulty of embedded high-dimensional…

计算机视觉与模式识别 · 计算机科学 2016-12-28 Liuhao Ge , Hui Liang , Junsong Yuan , Daniel Thalmann

Soft growing robots are proposed for use in applications such as complex manipulation tasks or navigation in disaster scenarios. Safe interaction and ease of production promote the usage of this technology, but soft robots can be…

机器人学 · 计算机科学 2019-10-30 Fabio Stroppa , Ming Luo , Kyle Yoshida , Margaret M. Coad , Laura H. Blumenschein , Allison M. Okamura

We present a novel method for the direct transfer of grasps and manipulations between objects and hands through utilization of contact areas. Our method fully preserves contact shapes, and in contrast to existing techniques, is not…

机器人学 · 计算机科学 2022-06-03 Arjun Lakshmipathy , Dominik Bauer , Cornelia Bauer , Nancy S. Pollard

In this paper, we present a user-friendly planetary rover's control system for low latency surface telerobotic. Thanks to the proposed system, an operator can comfortably give commands through the control base station to a rover using…

Occlusions caused by a robot's own body is a common problem for closed-loop control methods employed in eye-to-hand camera setups. We propose an optimization-based reactive controller that minimizes self-occlusions while achieving a desired…

机器人学 · 计算机科学 2022-09-07 Kerry He , Rhys Newbury , Tin Tran , Jesse Haviland , Ben Burgess-Limerick , Dana Kulić , Peter Corke , Akansel Cosgun

Despite progress in both traditional dexterous grasping pipelines and recent Vision-Language-Action (VLA) approaches, the grasp execution stage remains prone to pose inaccuracies, especially in long-horizon tasks, which undermines overall…

机器人学 · 计算机科学 2025-10-01 Shuaijun Wang , Haoran Zhou , Diyun Xiang , Yangwei You

Estimating 3D hand pose directly from RGB imagesis challenging but has gained steady progress recently bytraining deep models with annotated 3D poses. Howeverannotating 3D poses is difficult and as such only a few 3Dhand pose datasets are…

计算机视觉与模式识别 · 计算机科学 2020-12-08 Liangjian Chen , Shih-Yao Lin , Yusheng Xie , Yen-Yu Lin , Xiaohui Xie

We propose to combine recent Convolutional Neural Networks (CNN) models with depth imaging to obtain a reliable and fast multi-person pose estimation algorithm applicable to Human Robot Interaction (HRI) scenarios. Our hypothesis is that…

计算机视觉与模式识别 · 计算机科学 2019-10-31 Angel Martínez-González , Michael Villamizar , Olivier Canévet , Jean-Marc Odobez

In this letter, we introduce a deep reinforcement learning (RL) based multi-robot formation controller for the task of autonomous aerial human motion capture (MoCap). We focus on vision-based MoCap, where the objective is to estimate the…

机器人学 · 计算机科学 2023-05-23 Rahul Tallamraju , Nitin Saini , Elia Bonetto , Michael Pabst , Yu Tang Liu , Michael J. Black , Aamir Ahmad

In this article, we propose a framework for contactless human-computer interaction (HCI) using novel tracking techniques based on deep learning-based super-resolution and tracking algorithms. Our system offers unprecedented high-resolution…

信号处理 · 电气工程与系统科学 2023-05-04 Josiah W. Smith , Orges Furxhi , Murat Torlak

This paper presents a novel personal identification and verification system using information extracted from the hand shape and texture. The system has two major constituent modules: a fully automatic and robust peg free segmentation and…

计算机视觉与模式识别 · 计算机科学 2019-12-24 F. Sohel , A. El-Sallam , M. Bennamoun