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We address the challenging task of text-driven 3D human-object interaction (HOI) motion generation. Existing methods primarily rely on a direct text-to-HOI mapping, which suffers from three key limitations due to the significant…

计算机视觉与模式识别 · 计算机科学 2026-02-12 Yin Wang , Ziyao Zhang , Zhiying Leng , Haitian Liu , Frederick W. B. Li , Mu Li , Xiaohui Liang

This paper explores a cross-modality synthesis task that infers 3D human-object interactions (HOIs) from a given text-based instruction. Existing text-to-HOI synthesis methods mainly deploy a direct mapping from texts to object-specific 3D…

计算机视觉与模式识别 · 计算机科学 2025-03-05 Xuehao Gao , Yang Yang , Shaoyi Du , Yang Wu , Yebin Liu , Guo-Jun Qi

Human actions often involve complex interactions across several inter-related objects in the scene. However, existing approaches to fine-grained video understanding or visual relationship detection often rely on single object representation…

计算机视觉与模式识别 · 计算机科学 2018-03-22 Chih-Yao Ma , Asim Kadav , Iain Melvin , Zsolt Kira , Ghassan AlRegib , Hans Peter Graf

Zero-shot Human-Object Interaction (HOI) detection has emerged as a frontier topic due to its capability to detect HOIs beyond a predefined set of categories. This task entails not only identifying the interactiveness of human-object pairs…

计算机视觉与模式识别 · 计算机科学 2024-08-06 Ting Lei , Shaofeng Yin , Yuxin Peng , Yang Liu

Zero-shot human-object interaction (HOI) detection remains a challenging task, particularly in generalizing to unseen actions. Existing methods address this challenge by tapping Vision-Language Models (VLMs) to access knowledge beyond the…

计算机视觉与模式识别 · 计算机科学 2025-08-05 Qinqian Lei , Bo Wang , Robby T. Tan

Hand-object interaction (HOI) is fundamental for humans to express intent. Existing HOI generation research is predominantly confined to fixed grasping patterns, where control is tied to physical priors such as force closure or generic…

计算机视觉与模式识别 · 计算机科学 2025-10-17 Guangyi Han , Wei Zhai , Yuhang Yang , Yang Cao , Zheng-Jun Zha

We propose ChainHOI, a novel approach for text-driven human-object interaction (HOI) generation that explicitly models interactions at both the joint and kinetic chain levels. Unlike existing methods that implicitly model interactions using…

计算机视觉与模式识别 · 计算机科学 2025-03-18 Ling-An Zeng , Guohong Huang , Yi-Lin Wei , Shengbo Gu , Yu-Ming Tang , Jingke Meng , Wei-Shi Zheng

In this work, we are dedicated to a new task, i.e., hand-object interaction image generation, which aims to conditionally generate the hand-object image under the given hand, object and their interaction status. This task is challenging and…

计算机视觉与模式识别 · 计算机科学 2022-11-29 Hezhen Hu , Weilun Wang , Wengang Zhou , Houqiang Li

We are living in a world surrounded by diverse and "smart" devices with rich modalities of sensing ability. Conveniently capturing the interactions between us humans and these objects remains far-reaching. In this paper, we present I'm-HOI,…

计算机视觉与模式识别 · 计算机科学 2024-04-02 Chengfeng Zhao , Juze Zhang , Jiashen Du , Ziwei Shan , Junye Wang , Jingyi Yu , Jingya Wang , Lan Xu

Existing 3D human object interaction (HOI) datasets and models simply align global descriptions with the long HOI sequence, while lacking a detailed understanding of intermediate states and the transitions between states. In this paper, we…

计算机视觉与模式识别 · 计算机科学 2024-07-18 Jie Yang , Xuesong Niu , Nan Jiang , Ruimao Zhang , Siyuan Huang

We study the problem of precisely swapping objects in videos, with a focus on those interacted with by hands, given one user-provided reference object image. Despite the great advancements that diffusion models have made in video editing…

计算机视觉与模式识别 · 计算机科学 2024-11-12 Zihui Xue , Mi Luo , Changan Chen , Kristen Grauman

Human-Object Interaction (HOI) recognition is challenging due to two factors: (1) significant imbalance across classes and (2) requiring multiple labels per image. This paper shows that these two challenges can be effectively addressed by…

计算机视觉与模式识别 · 计算机科学 2022-03-14 Ying Jin , Yinpeng Chen , Lijuan Wang , Jianfeng Wang , Pei Yu , Lin Liang , Jenq-Neng Hwang , Zicheng Liu

Human-Object Interaction (HOI) recognition is challenging due to two factors: (1) significant imbalance across classes and (2) requiring multiple labels per image. This paper shows that these two challenges can be effectively addressed by…

计算机视觉与模式识别 · 计算机科学 2022-03-22 Ying Jin , Yinpeng Chen , Lijuan Wang , Jianfeng Wang , Pei Yu , Lin Liang , Jenq-Neng Hwang , Zicheng Liu

Recent methods for zero-shot Human-Object Interaction (HOI) detection typically leverage the generalization ability of large Vision-Language Model (VLM), i.e., CLIP, on unseen categories, showing impressive results on various zero-shot…

计算机视觉与模式识别 · 计算机科学 2025-05-27 Sanghyun Kim , Deunsol Jung , Minsu Cho

Human-object interactions (HOI) recognition and pose estimation are two closely related tasks. Human pose is an essential cue for recognizing actions and localizing the interacted objects. Meanwhile, human action and their interacted…

计算机视觉与模式识别 · 计算机科学 2019-03-18 Wei Feng , Wentao Liu , Tong Li , Jing Peng , Chen Qian , Xiaolin Hu

Digital interaction with everyday objects has become popular since the proliferation of camera-based systems that detect and augment objects "just-in-time". Common systems use a vision-based approach to detect objects and display their…

人机交互 · 计算机科学 2020-12-22 Thomas Kosch , Albrecht Schmidt

Reconstructing 3D human-object interaction (HOI) from single-view RGB images is challenging due to the absence of depth information and potential occlusions. Existing methods simply predict the body poses merely rely on network training on…

计算机视觉与模式识别 · 计算机科学 2024-07-22 Yuhang Chen , Chenxing Wang

Recent years, human-object interaction (HOI) detection has achieved impressive advances. However, conventional two-stage methods are usually slow in inference. On the other hand, existing one-stage methods mainly focus on the union regions…

计算机视觉与模式识别 · 计算机科学 2021-01-20 Hao-Shu Fang , Yichen Xie , Dian Shao , Cewu Lu

Detecting Human-Object Interaction (HOI) in images is an important step towards high-level visual comprehension. Existing work often shed light on improving either human and object detection, or interaction recognition. However, due to the…

计算机视觉与模式识别 · 计算机科学 2022-07-07 Guangzhi Wang , Yangyang Guo , Yongkang Wong , Mohan Kankanhalli

Current digital human studies focusing on lip-syncing and body movement are no longer sufficient to meet the growing industrial demand, while human video generation techniques that support interacting with real-world environments (e.g.,…

计算机视觉与模式识别 · 计算机科学 2025-03-26 Yingying Fan , Quanwei Yang , Kaisiyuan Wang , Hang Zhou , Yingying Li , Haocheng Feng , Errui Ding , Yu Wu , Jingdong Wang