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Human-object interaction (HOI) detection plays a key role in high-level visual understanding, facilitating a deep comprehension of human activities. Specifically, HOI detection aims to locate the humans and objects involved in interactions…

计算机视觉与模式识别 · 计算机科学 2025-03-19 Yuxiao Wang , Yu Lei , Li Cui , Weiying Xue , Qi Liu , Zhenao Wei

Modeling 4D human-object interaction (HOI) is a compelling challenge in computer vision and an essential technology powering virtual and mixed-reality applications. While existing works have achieved promising results on specific HOI…

计算机视觉与模式识别 · 计算机科学 2026-05-01 Mengfei Zhang , Jinlu Zhang , Zhigang Tu

Hand-Object Interaction (HOI) remains a core challenge in digital human video synthesis, where models must generate physically plausible contact and preserve object identity across frames. Although recent HOI reenactment approaches have…

计算机视觉与模式识别 · 计算机科学 2026-03-09 Xuan Huang , Mochu Xiang , Zhelun Shen , Jinbo Wu , Chenming Wu , Chen Zhao , Kaisiyuan Wang , Hang Zhou , Shanshan Liu , Haocheng Feng , Wei He , Jingdong Wang

Human-object interaction (HOI) detection aims to localize human-object pairs and the interactions between them. Existing methods operate under a closed-world assumption, treating the task as a classification problem over a small, predefined…

计算机视觉与模式识别 · 计算机科学 2025-12-22 Zhaolin Cai , Huiyu Duan , Zitong Xu , Fan Li , Zhi Liu , Jing Liu , Wei Shen , Xiongkuo Min , Guangtao Zhai

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

In this paper, we investigate the task of zero-shot human-object interaction (HOI) detection, a novel paradigm for identifying HOIs without the need for task-specific annotations. To address this challenging task, we employ CLIP, a…

计算机视觉与模式识别 · 计算机科学 2023-09-12 Bo Wan , Tinne Tuytelaars

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

We study the problem of detecting human-object interactions (HOI) in static images, defined as predicting a human and an object bounding box with an interaction class label that connects them. HOI detection is a fundamental problem in…

计算机视觉与模式识别 · 计算机科学 2018-03-02 Yu-Wei Chao , Yunfan Liu , Xieyang Liu , Huayi Zeng , Jia Deng

This paper presents a new large multiview dataset called HUMBI for human body expressions with natural clothing. The goal of HUMBI is to facilitate modeling view-specific appearance and geometry of five primary body signals including gaze,…

计算机视觉与模式识别 · 计算机科学 2021-12-22 Jae Shin Yoon , Zhixuan Yu , Jaesik Park , Hyun Soo Park

Human-object interaction (HOI) synthesis is crucial for applications in animation, simulation, and robotics. However, existing approaches either rely on expensive motion capture data or require manual reward engineering, limiting their…

计算机视觉与模式识别 · 计算机科学 2026-03-05 Zekai Deng , Ye Shi , Kaiyang Ji , Lan Xu , Shaoli Huang , Jingya Wang

Human-Object Interaction (HOI) detection is a longstanding computer vision problem concerned with predicting the interaction between humans and objects. Current HOI models rely on a vocabulary of interactions at training and inference time,…

计算机视觉与模式识别 · 计算机科学 2026-04-16 Francesco Tonini , Alessandro Conti , Lorenzo Vaquero , Cigdem Beyan , Elisa Ricci

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

We introduce a data capture system and a new dataset, HO-Cap, for 3D reconstruction and pose tracking of hands and objects in videos. The system leverages multiple RGBD cameras and a HoloLens headset for data collection, avoiding the use of…

计算机视觉与模式识别 · 计算机科学 2025-03-12 Jikai Wang , Qifan Zhang , Yu-Wei Chao , Bowen Wen , Xiaohu Guo , Yu Xiang

Humans interact with objects all the time. Enabling a humanoid to learn human-object interaction (HOI) is a key step for future smart animation and intelligent robotics systems. However, recent progress in physics-based HOI requires…

计算机视觉与模式识别 · 计算机科学 2023-12-08 Yinhuai Wang , Jing Lin , Ailing Zeng , Zhengyi Luo , Jian Zhang , Lei Zhang

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

Robots are becoming increasingly integrated into our lives, assisting us in various tasks. To ensure effective collaboration between humans and robots, it is essential that they understand our intentions and anticipate our actions. In this…

计算机视觉与模式识别 · 计算机科学 2024-04-09 Esteve Valls Mascaro , Daniel Sliwowski , Dongheui Lee

Humans constantly interact with objects in daily life tasks. Capturing such processes and subsequently conducting visual inferences from a fixed viewpoint suffers from occlusions, shape and texture ambiguities, motions, etc. To mitigate the…

计算机视觉与模式识别 · 计算机科学 2022-12-16 Juze Zhang , Haimin Luo , Hongdi Yang , Xinru Xu , Qianyang Wu , Ye Shi , Jingyi Yu , Lan Xu , Jingya Wang

Human-object interactions (HOIs) are crucial for human-centric scene understanding applications such as human-centric visual generation, AR/VR, and robotics. Since existing methods mainly explore capturing HOIs, rendering HOI remains less…

计算机视觉与模式识别 · 计算机科学 2023-04-28 Zhi Hou , Baosheng Yu , Dacheng Tao

We introduce HOIGPT, a token-based generative method that unifies 3D hand-object interactions (HOI) perception and generation, offering the first comprehensive solution for captioning and generating high-quality 3D HOI sequences from a…

计算机视觉与模式识别 · 计算机科学 2025-03-26 Mingzhen Huang , Fu-Jen Chu , Bugra Tekin , Kevin J Liang , Haoyu Ma , Weiyao Wang , Xingyu Chen , Pierre Gleize , Hongfei Xue , Siwei Lyu , Kris Kitani , Matt Feiszli , Hao Tang

Human-object interaction (HOI) detection aims to detect interactions between humans and objects in images. While recent advances have improved performance on existing benchmarks, their evaluations mainly focus on overall prediction accuracy…

计算机视觉与模式识别 · 计算机科学 2026-04-16 Lemeng Wang , Qinqian Lei , Vidhi Bakshi , Daniel Yi , Yifan Liu , Jiacheng Hou , Asher Seng Hao , Zheda Mai , Wei-Lun Chao , Robby T. Tan , Bo Wang