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Robotic grasp detection is a fundamental capability for intelligent manipulation in unstructured environments. Previous work mainly employed visual and tactile fusion to achieve stable grasp, while, the whole process depending heavily on…

机器人学 · 计算机科学 2019-09-17 Teng Xue , Wenhai Liu , Mingshuo Han , Zhenyu Pan , Jin Ma , Quanquan Shao , Weiming Wang

Zero-Shot Object Goal Navigation (ZS-OGN) enables robots or agents to navigate toward objects of unseen categories without object-specific training. Traditional approaches often leverage categorical semantic information for navigation…

机器人学 · 计算机科学 2024-11-01 Shuaihang Yuan , Hao Huang , Yu Hao , Congcong Wen , Anthony Tzes , Yi Fang

Transfer learning with pre-training on large-scale datasets has played an increasingly significant role in computer vision and natural language processing recently. However, as there exist numerous application scenarios that have…

计算机视觉与模式识别 · 计算机科学 2021-06-23 Xingyuan Bu , Junran Peng , Junjie Yan , Tieniu Tan , Zhaoxiang Zhang

Autonomously exploring the unknown physical properties of novel objects such as stiffness, mass, center of mass, friction coefficient, and shape is crucial for autonomous robotic systems operating continuously in unstructured environments.…

机器人学 · 计算机科学 2024-05-24 Anirvan Dutta , Etienne Burdet , Mohsen Kaboli

A core problem of Embodied AI is to learn object manipulation from observation, as humans do. To achieve this, it is important to localize 3D object affordance areas through observation such as images (3D affordance grounding) and…

计算机视觉与模式识别 · 计算机科学 2026-04-02 Xinhang Wan , Dongqiang Gou , Xinwang Liu , En Zhu , Xuming He

Deformable objects manipulation can benefit from representations that seamlessly integrate vision and touch while handling occlusions. In this work, we present a novel approach for, and real-world demonstration of, multimodal visuo-tactile…

机器人学 · 计算机科学 2022-10-10 Youngsun Wi , Andy Zeng , Pete Florence , Nima Fazeli

Accurate scene perception is critical for vision-based robotic manipulation. Existing approaches typically follow either a Vision-to-Action (V-A) paradigm, predicting actions directly from visual inputs, or a Vision-to-3D-to-Action (V-3D-A)…

机器人学 · 计算机科学 2026-05-25 Ying Chai , Litao Deng , Ruizhi Shao , Jiajun Zhang , Kangchen Lv , Liangjun Xing , Xiang Li , Hongwen Zhang , Yebin Liu

Robust grasping is a major, and still unsolved, problem in robotics. Information about the 3D shape of an object can be obtained either from prior knowledge (e.g., accurate models of known objects or approximate models of familiar objects)…

机器人学 · 计算机科学 2024-02-13 Joao Castanheira , Pedro Vicente , Ruben Martinez-Cantin , Lorenzo Jamone , Alexandre Bernardino

Task-oriented dexterous grasping remains challenging in robotic manipulations of open-world objects under severe partial observation, where significant missing data invalidates generic shape completion. In this paper, to overcome this…

机器人学 · 计算机科学 2026-04-14 Weishang Wu , Yifei Shi , Zhiping Cai

A dexterous hand capable of generalizable grasping objects is fundamental for the development of general-purpose embodied AI. However, previous methods focus narrowly on low-level grasp stability metrics, neglecting affordance-aware…

Mobile robot platforms will increasingly be tasked with activities that involve grasping and manipulating objects in open world environments. Affordance understanding provides a robot with means to realise its goals and execute its tasks,…

计算机视觉与模式识别 · 计算机科学 2024-07-19 Gertjan Burghouts , Marianne Schaaphok , Michael van Bekkum , Wouter Meijer , Fieke Hillerström , Jelle van Mil

This work presents a novel active visuo-tactile based framework for robotic systems to accurately estimate pose of objects in dense cluttered environments. The scene representation is derived using a novel declutter graph (DG) which…

机器人学 · 计算机科学 2022-02-14 Prajval Kumar Murali , Anirvan Dutta , Michael Gentner , Etienne Burdet , Ravinder Dahiya , Mohsen Kaboli

Recent progress in robotic manipulation has dealt with the case of previously unknown objects in the context of relatively simple tasks, such as bin-picking. Existing methods for more constrained problems, however, such as deliberate…

机器人学 · 计算机科学 2020-06-30 Chaitanya Mitash , Rahul Shome , Bowen Wen , Abdeslam Boularias , Kostas Bekris

Wearable and Assistive robotics for human grasp support are broadly either tele-operated robotic arms or act through orthotic control of a paralyzed user's hand. Such devices require correct orientation for successful and efficient…

机器人学 · 计算机科学 2018-07-24 Mireia Ruiz Maymo , Ali Shafti , A. Aldo Faisal

Robotic grasping is one of the most fundamental robotic manipulation tasks and has been actively studied. However, how to quickly teach a robot to grasp a novel target object in clutter remains challenging. This paper attempts to tackle the…

机器人学 · 计算机科学 2021-04-07 Yang Yang , Yuanhao Liu , Hengyue Liang , Xibai Lou , Changhyun Choi

In this paper we present a visual servoing approach to the problem of object grasping and more generally, to the problem of aligning an end-effector with an object. First we extend the method proposed by Espiau et al. [1] to the case of a…

机器人学 · 计算机科学 2023-11-22 Radu Horaud , Fadi Dornaika , Bernard Espiau

Affordances are fundamental descriptors of relationships between actions, objects and effects. They provide the means whereby a robot can predict effects, recognize actions, select objects and plan its behavior according to desired goals.…

机器人学 · 计算机科学 2024-02-12 Pedro Osório , Alexandre Bernardino , Ruben Martinez-Cantin , José Santos-Victor

Understanding spatial affordances -- comprising the contact regions of object interaction and the corresponding contact poses -- is essential for robots to effectively manipulate objects and accomplish diverse tasks. However, existing…

机器人学 · 计算机科学 2026-03-10 Zhanqi Xiao , Ruiping Wang , Xilin Chen

Image-based virtual try-on, widely used in online shopping, aims to generate images of a naturally dressed person conditioned on certain garments, providing significant research and commercial potential. A key challenge of try-on is to…

计算机视觉与模式识别 · 计算机科学 2024-11-18 Hanzhong Guo , Jianfeng Zhang , Cheng Zou , Jun Li , Meng Wang , Ruxue Wen , Pingzhong Tang , Jingdong Chen , Ming Yang

Affordance detection and pose estimation are of great importance in many robotic applications. Their combination helps the robot gain an enhanced manipulation capability, in which the generated pose can facilitate the corresponding…

机器人学 · 计算机科学 2023-09-21 Toan Nguyen , Minh Nhat Vu , Baoru Huang , Tuan Van Vo , Vy Truong , Ngan Le , Thieu Vo , Bac Le , Anh Nguyen