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相关论文: GenHOI: Generalizing Text-driven 4D Human-Object I…

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This paper investigates the problem of the current HOI detection methods and introduces DiffHOI, a novel HOI detection scheme grounded on a pre-trained text-image diffusion model, which enhances the detector's performance via improved data…

计算机视觉与模式识别 · 计算机科学 2023-05-23 Jie Yang , Bingliang Li , Fengyu Yang , Ailing Zeng , Lei Zhang , Ruimao Zhang

We present HOIDiNi, a text-driven diffusion framework for synthesizing realistic and plausible human-object interaction (HOI). HOI generation is extremely challenging since it induces strict contact accuracies alongside a diverse motion…

计算机视觉与模式识别 · 计算机科学 2025-10-22 Roey Ron , Guy Tevet , Haim Sawdayee , Amit H. Bermano

Human-Object Interaction (HOI) modelling captures how humans act upon and relate to objects, typically expressed as <person, action, object> triplets. Existing approaches split into two disjoint families: HOI generation synthesises scenes…

计算机视觉与模式识别 · 计算机科学 2026-04-16 Jiun Tian Hoe , Weipeng Hu , Xudong Jiang , Yap-Peng Tan , Chee Seng Chan

In this study, we tackle the complex task of generating 3D human-object interactions (HOI) from textual descriptions in a zero-shot text-to-3D manner. We identify and address two key challenges: the unsatisfactory outcomes of direct…

计算机视觉与模式识别 · 计算机科学 2024-07-17 Sisi Dai , Wenhao Li , Haowen Sun , Haibin Huang , Chongyang Ma , Hui Huang , Kai Xu , Ruizhen Hu

In the field of human-object interaction (HOI), detection and generation are two dual tasks that have traditionally been addressed separately, hindering the development of comprehensive interaction understanding. To address this, we propose…

计算机视觉与模式识别 · 计算机科学 2025-11-20 Panqi Yang , Haodong Jing , Nanning Zheng , Yongqiang Ma

Hand-Object Interaction (HOI) generation plays a critical role in advancing applications across animation and robotics. Current video-based methods are predominantly single-view, which impedes comprehensive 3D geometry perception and often…

计算机视觉与模式识别 · 计算机科学 2026-03-09 Lingwei Dang , Zonghan Li , Juntong Li , Hongwen Zhang , Liang An , Yebin Liu , Qingyao Wu

We introduce PersonaHOI, a training- and tuning-free framework that fuses a general StableDiffusion model with a personalized face diffusion (PFD) model to generate identity-consistent human-object interaction (HOI) images. While existing…

计算机视觉与模式识别 · 计算机科学 2025-01-13 Xinting Hu , Haoran Wang , Jan Eric Lenssen , Bernt Schiele

The way humans interact with each other, including interpersonal distances, spatial configuration, and motion, varies significantly across different situations. To enable machines to understand such complex, context-dependent behaviors, it…

计算机视觉与模式识别 · 计算机科学 2025-12-25 Jeonghyeon Na , Sangwon Baik , Inhee Lee , Junyoung Lee , Hanbyul Joo

Human-object interaction (HOI) synthesis is crucial for creating immersive and realistic experiences for applications such as virtual reality. Existing methods often rely on simplified object representations, such as the object's centroid…

计算机视觉与模式识别 · 计算机科学 2025-03-27 Mengqing Xue , Yifei Liu , Ling Guo , Shaoli Huang , Changxing Ding

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

Recent advancements in diffusion models have led to significant improvements in the generation and animation of 4D full-body human-object interactions (HOI). Nevertheless, existing methods primarily focus on SMPL-based motion generation,…

计算机视觉与模式识别 · 计算机科学 2024-10-10 Yukang Cao , Liang Pan , Kai Han , Kwan-Yee K. Wong , Ziwei Liu

Human-Object Interaction (HOI) video reenactment with realistic motion remains a frontier in expressive digital human creation. Existing approaches primarily handle simple image-plane motion (e.g., in-plane translations), struggling with…

Recognition and generation are two fundamental tasks in computer vision, which are often investigated separately in the exiting literature. However, these two tasks are highly correlated in essence as they both require understanding the…

计算机视觉与模式识别 · 计算机科学 2024-07-17 Yisen Wang , Yao Teng , Limin Wang

Text-driven Human-Object Interaction (Text-to-HOI) generation is an emerging field with applications in animation, video games, virtual reality, and robotics. A key challenge in HOI generation is maintaining interaction consistency in long…

图形学 · 计算机科学 2025-03-24 Zichen Geng , Zeeshan Hayder , Wei Liu , Ajmal Saeed Mian

Text-conditioned human motion generation has experienced significant advancements with diffusion models trained on extensive motion capture data and corresponding textual annotations. However, extending such success to 3D dynamic…

计算机视觉与模式识别 · 计算机科学 2026-02-03 Sirui Xu , Ziyin Wang , Yu-Xiong Wang , Liang-Yan Gui

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

Joint reconstruction of human-object interaction marks a significant milestone in comprehending the intricate interrelations between humans and their surrounding environment. Nevertheless, previous optimization methods often struggle to…

计算机视觉与模式识别 · 计算机科学 2025-09-10 Ao Li , Jinpeng Liu , Yixuan Zhu , Yansong Tang

Generalized 3D hand-object pose estimation from a single RGB image remains challenging due to the large variations in object appearances and interaction patterns, especially under heavy occlusion. We propose GenHOI, a framework for…

计算机视觉与模式识别 · 计算机科学 2026-03-31 Hui Yang , Wei Sun , Jian Liu , Jian Xiao , Tao Xie , Hossein Rahmani , Ajmal Saeed Mian , Nicu Sebe , Gim Hee Lee

Human motion synthesis in complex scenes presents a fundamental challenge, extending beyond conventional Text-to-Motion tasks by requiring the integration of diverse modalities such as static environments, movable objects, natural language…

图形学 · 计算机科学 2025-05-20 Zichen Geng , Zeeshan Hayder , Wei Liu , Ajmal Mian

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