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We present DreamHOI, a novel method for zero-shot synthesis of human-object interactions (HOIs), enabling a 3D human model to realistically interact with any given object based on a textual description. This task is complicated by the…

计算机视觉与模式识别 · 计算机科学 2024-09-13 Thomas Hanwen Zhu , Ruining Li , Tomas Jakab

Recent advances in 3D human-aware generation have made significant progress. However, existing methods still struggle with generating novel Human Object Interaction (HOI) from text, particularly for open-set objects. We identify three main…

计算机视觉与模式识别 · 计算机科学 2025-06-02 Jinlu Zhang , Yixin Chen , Zan Wang , Jie Yang , Yizhou Wang , Siyuan Huang

Generating realistic and physically plausible 3D Human-Object Interactions (HOI) remains a key challenge in motion generation. One primary reason is that describing these physical constraints with words alone is difficult. To address this…

计算机视觉与模式识别 · 计算机科学 2026-03-26 Songjin Cai , Linjie Zhong , Ling Guo , Changxing Ding

Humans naturally interact with both others and the surrounding multiple objects, engaging in various social activities. However, recent advances in modeling human-object interactions mostly focus on perceiving isolated individuals and…

计算机视觉与模式识别 · 计算机科学 2024-04-03 Juze Zhang , Jingyan Zhang , Zining Song , Zhanhe Shi , Chengfeng Zhao , Ye Shi , Jingyi Yu , Lan Xu , Jingya Wang

This paper introduces the first text-guided work for generating the sequence of hand-object interaction in 3D. The main challenge arises from the lack of labeled data where existing ground-truth datasets are nowhere near generalizable in…

计算机视觉与模式识别 · 计算机科学 2024-04-03 Junuk Cha , Jihyeon Kim , Jae Shin Yoon , Seungryul Baek

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

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

Recovering 3D Human-Object Interaction (HOI) from single color images is challenging due to depth ambiguities, occlusions, and the huge variation in object shape and appearance. Thus, past work requires controlled settings such as known…

计算机视觉与模式识别 · 计算机科学 2025-04-25 Alpár Cseke , Shashank Tripathi , Sai Kumar Dwivedi , Arjun Lakshmipathy , Agniv Chatterjee , Michael J. Black , Dimitrios Tzionas

Gaze plays a crucial role in revealing human attention and intention, particularly in hand-object interaction scenarios, where it guides and synchronizes complex tasks that require precise coordination between the brain, hand, and object.…

计算机视觉与模式识别 · 计算机科学 2026-03-18 Jie Tian , Ran Ji , Lingxiao Yang , Suting Ni , Yuexin Ma , Lan Xu , Jingyi Yu , Ye Shi , Jingya Wang

Human-Object Interaction (HOI) aims to identify the pairs of humans and objects in images and to recognize their relationships, ultimately forming $\langle human, object, verb \rangle$ triplets. Under default settings, HOI performance is…

计算机视觉与模式识别 · 计算机科学 2024-08-13 Chaoyi Ai

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…

Human-object interaction (HOI) synthesis is important for various applications, ranging from virtual reality to robotics. However, acquiring 3D HOI data is challenging due to its complexity and high cost, limiting existing methods to the…

图形学 · 计算机科学 2025-03-27 Yuke Lou , Yiming Wang , Zhen Wu , Rui Zhao , Wenjia Wang , Mingyi Shi , Taku Komura

Synthesizing realistic human-object interactions (HOI) in video is challenging due to the complex, instance-specific interaction dynamics of both humans and objects. Incorporating controllability in video generation further adds to the…

计算机视觉与模式识别 · 计算机科学 2026-04-09 Wanyue Zhang , Lin Geng Foo , Thabo Beeler , Rishabh Dabral , Christian Theobalt

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

Understanding and synthesizing realistic 3D hand-object interactions (HOI) is critical for applications ranging from immersive AR/VR to dexterous robotics. Existing methods struggle with generalization, performing well on closed-set objects…

计算机视觉与模式识别 · 计算机科学 2025-12-23 Zhenhao Zhang , Ye Shi , Lingxiao Yang , Suting Ni , Qi Ye , Jingya Wang

Human-Object Interaction (HOI) detection aims to understand the interactions between humans and objects, which plays a curtail role in high-level semantic understanding tasks. However, most works pursue designing better architectures to…

计算机视觉与模式识别 · 计算机科学 2023-08-08 Shuman Fang , Shuai Liu , Jie Li , Guannan Jiang , Xianming Lin , Rongrong Ji

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

Human object interaction (HOI) detection is an important task in image understanding and reasoning. It is in a form of HOI triplet <human; verb; object>, requiring bounding boxes for human and object, and action between them for the task…

计算机视觉与模式识别 · 计算机科学 2020-11-13 Suresh Kirthi Kumaraswamy , Miaojing Shi , Ewa Kijak

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 introduce D3D-HOI: a dataset of monocular videos with ground truth annotations of 3D object pose, shape and part motion during human-object interactions. Our dataset consists of several common articulated objects captured from diverse…

计算机视觉与模式识别 · 计算机科学 2021-08-20 Xiang Xu , Hanbyul Joo , Greg Mori , Manolis Savva