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相关论文: VAGNet: Grounding 3D Affordance from Human-Object …

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Grounding 3D object affordance seeks to locate objects' ''action possibilities'' regions in the 3D space, which serves as a link between perception and operation for embodied agents. Existing studies primarily focus on connecting visual…

计算机视觉与模式识别 · 计算机科学 2023-08-10 Yuhang Yang , Wei Zhai , Hongchen Luo , Yang Cao , Jiebo Luo , Zheng-Jun Zha

3D affordance grounding aims to highlight the actionable regions on 3D objects, which is crucial for robotic manipulation. Previous research primarily focused on learning affordance knowledge from static cues such as language and images,…

计算机视觉与模式识别 · 计算机科学 2026-02-11 Hanqing Wang , Mingyu Liu , Xiaoyu Chen , Chengwei MA , Yiming Zhong , Wenti Yin , Yuhao Liu , Zhiqing Cui , Jiahao Yuan , Lu Dai , Zhiyuan Ma , Hui Xiong

Visual affordance grounding aims to segment all possible interaction regions between people and objects from an image/video, which is beneficial for many applications, such as robot grasping and action recognition. However, existing methods…

计算机视觉与模式识别 · 计算机科学 2021-08-13 Hongchen Luo , Wei Zhai , Jing Zhang , Yang Cao , Dacheng Tao

Learning how to interact with objects is an important step towards embodied visual intelligence, but existing techniques suffer from heavy supervision or sensing requirements. We propose an approach to learn human-object interaction…

计算机视觉与模式识别 · 计算机科学 2019-04-04 Tushar Nagarajan , Christoph Feichtenhofer , Kristen Grauman

Grounding 3D object affordance is a task that locates objects in 3D space where they can be manipulated, which links perception and action for embodied intelligence. For example, for an intelligent robot, it is necessary to accurately…

计算机视觉与模式识别 · 计算机科学 2025-04-08 He Zhu , Quyu Kong , Kechun Xu , Xunlong Xia , Bing Deng , Jieping Ye , Rong Xiong , Yue Wang

Grounding 3D scene affordance aims to locate interactive regions in 3D environments, which is crucial for embodied agents to interact intelligently with their surroundings. Most existing approaches achieve this by mapping semantics to 3D…

计算机视觉与模式识别 · 计算机科学 2024-10-01 Cuiyu Liu , Wei Zhai , Yuhang Yang , Hongchen Luo , Sen Liang , Yang Cao , Zheng-Jun Zha

Learning how to interact with objects is an important step towards embodied visual intelligence, but existing techniques suffer from heavy supervision or sensing requirements. We propose an approach to learn human-object interaction…

计算机视觉与模式识别 · 计算机科学 2019-06-06 Tushar Nagarajan , Christoph Feichtenhofer , Kristen Grauman

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

The ability to understand the ways to interact with objects from visual cues, a.k.a. visual affordance, is essential to vision-guided robotic research. This involves categorizing, segmenting and reasoning of visual affordance. Relevant…

计算机视觉与模式识别 · 计算机科学 2021-04-01 Shengheng Deng , Xun Xu , Chaozheng Wu , Ke Chen , Kui Jia

Modeling how humans interact with objects is crucial for AI to effectively assist or mimic human behaviors. Existing studies for learning such ability primarily focus on static human-object interaction (HOI) patterns, such as contact and…

计算机视觉与模式识别 · 计算机科学 2025-08-12 Hyeonwoo Kim , Sangwon Baik , Hanbyul Joo

Affordance grounding aims to locate objects' "action possibilities" regions, which is an essential step toward embodied intelligence. Due to the diversity of interactive affordance, the uniqueness of different individuals leads to diverse…

计算机视觉与模式识别 · 计算机科学 2023-05-26 Hongchen Luo , Wei Zhai , Jing Zhang , Yang Cao , Dacheng Tao

3D Object Affordance Grounding aims to predict the functional regions on a 3D object and has laid the foundation for a wide range of applications in robotics. Recent advances tackle this problem via learning a mapping between 3D regions and…

计算机视觉与模式识别 · 计算机科学 2026-03-17 Xianqiang Gao , Pingrui Zhang , Delin Qu , Dong Wang , Zhigang Wang , Yan Ding , Bin Zhao

3D object affordance grounding aims to predict the touchable regions on a 3d object, which is crucial for human-object interaction, human-robot interaction, embodied perception, and robot learning. Recent advances tackle this problem via…

计算机视觉与模式识别 · 计算机科学 2025-08-05 Hanqing Wang , Zhenhao Zhang , Kaiyang Ji , Mingyu Liu , Wenti Yin , Yuchao Chen , Zhirui Liu , Xiangyu Zeng , Tianxiang Gui , Hangxing Zhang

Grounding object affordance is fundamental to robotic manipulation as it establishes the critical link between perception and action among interacting objects. However, prior works predominantly focus on predicting single-object affordance,…

机器人学 · 计算机科学 2025-09-09 Tongxuan Tian , Xuhui Kang , Yen-Ling Kuo

Affordance grounding, a task to ground (i.e., localize) action possibility region in objects, which faces the challenge of establishing an explicit link with object parts due to the diversity of interactive affordance. Human has the ability…

计算机视觉与模式识别 · 计算机科学 2022-03-21 Hongchen Luo , Wei Zhai , Jing Zhang , Yang Cao , Dacheng Tao

Perceiving potential ``action possibilities'' (\ie, affordance) regions of images and learning interactive functionalities of objects from human demonstration is a challenging task due to the diversity of human-object interactions.…

计算机视觉与模式识别 · 计算机科学 2024-10-16 Hongchen Luo , Wei Zhai , Jiao Wang , Yang Cao , Zheng-Jun Zha

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

We introduce Audio-Visual Affordance Grounding (AV-AG), a new task that segments object interaction regions from action sounds. Unlike existing approaches that rely on textual instructions or demonstration videos, which often limited by…

计算机视觉与模式识别 · 计算机科学 2025-12-30 Lidong Lu , Guo Chen , Zhu Wei , Yicheng Liu , Tong Lu

Understanding how humans interact with the surrounding environment, and specifically reasoning about object interactions and affordances, is a critical challenge in computer vision, robotics, and AI. Current approaches often depend on…

计算机视觉与模式识别 · 计算机科学 2026-02-12 Harry Zhang , Luca Carlone

Reasoning the human-object interactions (HOI) is essential for deeper scene understanding, while object affordances (or functionalities) are of great importance for human to discover unseen HOIs with novel objects. Inspired by this, we…

计算机视觉与模式识别 · 计算机科学 2022-03-30 Zhi Hou , Baosheng Yu , Yu Qiao , Xiaojiang Peng , Dacheng Tao
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