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Affordance detection refers to identifying the potential action possibilities of objects in an image, which is an important ability for robot perception and manipulation. To empower robots with this ability in unseen scenarios, we consider…

计算机视觉与模式识别 · 计算机科学 2021-06-29 Hongchen Luo , Wei Zhai , Jing Zhang , Yang Cao , Dacheng Tao

We propose AffordanceNet, a new deep learning approach to simultaneously detect multiple objects and their affordances from RGB images. Our AffordanceNet has two branches: an object detection branch to localize and classify the object, and…

计算机视觉与模式识别 · 计算机科学 2018-03-06 Thanh-Toan Do , Anh Nguyen , Ian Reid

Affordance detection refers to identifying the potential action possibilities of objects in an image, which is a crucial ability for robot perception and manipulation. To empower robots with this ability in unseen scenarios, we first study…

计算机视觉与模式识别 · 计算机科学 2021-08-10 Wei Zhai , Hongchen Luo , Jing Zhang , Yang Cao , Dacheng Tao

Affordance grounding refers to the task of finding the area of an object with which one can interact. It is a fundamental but challenging task, as a successful solution requires the comprehensive understanding of a scene in multiple aspects…

计算机视觉与模式识别 · 计算机科学 2024-04-19 Shengyi Qian , Weifeng Chen , Min Bai , Xiong Zhou , Zhuowen Tu , Li Erran Li

Affordance information about a scene provides important clues as to what actions may be executed in pursuit of meeting a specified goal state. Thus, integrating affordance-based reasoning into symbolic action plannning pipelines would…

机器人学 · 计算机科学 2020-09-15 Fu-Jen Chu , Ruinian Xu , Chao Tang , Patricio A. Vela

Affordances are the potential actions an agent can perform on an object, as observed by a camera. Visual affordance prediction is formulated differently for tasks such as grasping detection, affordance classification, affordance…

计算机视觉与模式识别 · 计算机科学 2025-10-15 Tommaso Apicella , Alessio Xompero , Andrea Cavallaro

This article studies the commonsense object affordance concept for enabling close-to-human task planning and task optimization of embodied robotic agents in urban environments. The focus of the object affordance is on reasoning how to…

Affordance refers to the perception of possible actions allowed by an object. Despite its relevance to human-computer interaction, no existing theory explains the mechanisms that underpin affordance-formation; that is, how affordances are…

人机交互 · 计算机科学 2022-01-10 Yi-Chi Liao , Kashyap Todi , Aditya Acharya , Antti Keurulainen , Andrew Howes , Antti Oulasvirta

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

Task driven object detection aims to detect object instances suitable for affording a task in an image. Its challenge lies in object categories available for the task being too diverse to be limited to a closed set of object vocabulary for…

计算机视觉与模式识别 · 计算机科学 2023-09-06 Jiajin Tang , Ge Zheng , Jingyi Yu , Sibei Yang

Our ability to interact with the world around us relies on being able to infer what actions objects afford -- often referred to as affordances. The neural mechanisms of object-action associations are realized in the visuomotor pathway where…

神经元与认知 · 定量生物学 2020-02-24 Aria Yuan Wang , Michael J. Tarr

We address the problem of affordance reasoning in diverse scenes that appear in the real world. Affordances relate the agent's actions to their effects when taken on the surrounding objects. In our work, we take the egocentric view of the…

计算机视觉与模式识别 · 计算机科学 2018-06-18 Ching-Yao Chuang , Jiaman Li , Antonio Torralba , Sanja Fidler

Visual affordances identify regions in an image with potential interactions, offering a novel paradigm for scene understanding. Recognizing affordances allows autonomous robots to act more naturally, could enhance human-robot interactions,…

计算机视觉与模式识别 · 计算机科学 2026-05-06 Lorenzo Mur-Labadia , Ruben Martinez-Cantina , Jose J. Guerrero

Object affordance is an important concept in hand-object interaction, providing information on action possibilities based on human motor capacity and objects' physical property thus benefiting tasks such as action anticipation and robot…

计算机视觉与模式识别 · 计算机科学 2023-02-13 Zecheng Yu , Yifei Huang , Ryosuke Furuta , Takuma Yagi , Yusuke Goutsu , Yoichi Sato

In recent years, there has been a renewed interest in jointly modeling perception and action. At the core of this investigation is the idea of modeling affordances(Affordances are opportunities of interaction in the scene. In other words,…

计算机视觉与模式识别 · 计算机科学 2018-04-10 Xiaolong Wang , Rohit Girdhar , Abhinav Gupta

Affordance detection from visual input is a fundamental step in autonomous robotic manipulation. Existing solutions to the problem of affordance detection rely on convolutional neural networks. However, these networks do not consider the…

计算机视觉与模式识别 · 计算机科学 2022-11-11 Antonio Rodríguez-Sánchez , Simon Haller-Seeber , David Peer , Chris Engelhardt , Jakob Mittelberger , Matteo Saveriano

Affordance knowledge is a fundamental aspect of commonsense knowledge. Recent findings indicate that world knowledge emerges through large-scale self-supervised pretraining, motivating our exploration of acquiring affordance knowledge from…

计算与语言 · 计算机科学 2023-12-19 Hsiu-Yu Yang , Carina Silberer

The term "affordance" denotes the behavioral meaning of objects. We propose a cognitive architecture for the detection of affordances in the visual modality. This model is based on the internal simulation of movement sequences. For each…

人工智能 · 计算机科学 2016-11-02 Wolfram Schenck , Hendrik Hasenbein , Ralf Möller

How do we know that a kitchen is a kitchen by looking? Relatively little is known about how we conceptualize and categorize different visual environments. Traditional models of visual perception posit that scene categorization is achieved…

神经元与认知 · 定量生物学 2014-11-20 Michelle R. Greene , Christopher Baldassano , Andre Esteva , Diane M. Beck , Li Fei-Fei

Intelligent agents accomplish different tasks by utilizing various objects based on their affordance, but how to select appropriate objects according to task context is not well-explored. Current studies treat objects within the affordance…

计算机视觉与模式识别 · 计算机科学 2024-11-26 Haojie Huang , Hongchen Luo , Wei Zhai , Yang Cao , Zheng-Jun Zha
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