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相关论文: OpenHOI: Open-World Hand-Object Interaction Synthe…

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We propose HOI Transformer to tackle human object interaction (HOI) detection in an end-to-end manner. Current approaches either decouple HOI task into separated stages of object detection and interaction classification or introduce…

计算机视觉与模式识别 · 计算机科学 2021-03-09 Cheng Zou , Bohan Wang , Yue Hu , Junqi Liu , Qian Wu , Yu Zhao , Boxun Li , Chenguang Zhang , Chi Zhang , Yichen Wei , Jian Sun

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

We present the HOH (Human-Object-Human) Handover Dataset, a large object count dataset with 136 objects, to accelerate data-driven research on handover studies, human-robot handover implementation, and artificial intelligence (AI) on…

计算机视觉与模式识别 · 计算机科学 2024-05-07 Noah Wiederhold , Ava Megyeri , DiMaggio Paris , Sean Banerjee , Natasha Kholgade Banerjee

Human-object interaction (HOI) detection aims to locate human-object pairs and identify their interaction categories in images. Most existing methods primarily focus on supervised learning, which relies on extensive manual HOI annotations.…

计算机视觉与模式识别 · 计算机科学 2024-03-13 Weiying Xue , Qi Liu , Qiwei Xiong , Yuxiao Wang , Zhenao Wei , Xiaofen Xing , Xiangmin Xu

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

Human-Object Interaction (HOI) recognition in videos is important for analyzing human activity. Most existing work focusing on visual features usually suffer from occlusion in the real-world scenarios. Such a problem will be further…

计算机视觉与模式识别 · 计算机科学 2022-07-20 Tanqiu Qiao , Qianhui Men , Frederick W. B. Li , Yoshiki Kubotani , Shigeo Morishima , Hubert P. H. Shum

Rendering realistic human-object interactions (HOIs) from sparse-view inputs is a challenging yet crucial task for various real-world applications. Existing methods often struggle to simultaneously achieve high rendering quality, physical…

图形学 · 计算机科学 2026-04-10 Weiquan Wang , Jun Xiao , Yi Yang , Yueting Zhuang , Long Chen

Detecting human-object interactions (HOI) is an important step toward a comprehensive visual understanding of machines. While detecting non-temporal HOIs (e.g., sitting on a chair) from static images is feasible, it is unlikely even for…

计算机视觉与模式识别 · 计算机科学 2021-06-25 Meng-Jiun Chiou , Chun-Yu Liao , Li-Wei Wang , Roger Zimmermann , Jiashi Feng

This paper presents an innovative large language model (LLM)-based robotic system for enhancing multi-modal human-robot interaction (HRI). Traditional HRI systems relied on complex designs for intent estimation, reasoning, and behavior…

Digital human motion synthesis is a vibrant research field with applications in movies, AR/VR, and video games. Whereas methods were proposed to generate natural and realistic human motions, most only focus on modeling humans and largely…

计算机视觉与模式识别 · 计算机科学 2023-11-07 Quanzhou Li , Jingbo Wang , Chen Change Loy , Bo Dai

Human-Machine Interaction (HMI) systems have gained huge interest in recent years, with reference expression comprehension being one of the main challenges. Traditionally human-machine interaction has been mostly limited to speech and…

人机交互 · 计算机科学 2023-06-21 Aman Jain , Anirudh Reddy Kondapally , Kentaro Yamada , Hitomi Yanaka

Recent methods have made notable progress in the visual quality of hand-object interaction video synthesis. However, most approaches rely on 2D control signals that lack spatial expressiveness and limit the utilization of synthetic 3D…

计算机视觉与模式识别 · 计算机科学 2026-04-07 Mingjin Chen , Junhao Chen , Zhaoxin Fan , Yujian Lee , Zichen Dang , Lili Wang , Yawen Cui , Lap-Pui Chau , Yi Wang

Spatio-temporal Human-Object Interaction (ST-HOI) detection aims at detecting HOIs from videos, which is crucial for activity understanding. In daily HOIs, humans often interact with a variety of objects, e.g., holding and touching dozens…

计算机视觉与模式识别 · 计算机科学 2022-11-21 Yong-Lu Li , Hongwei Fan , Zuoyu Qiu , Yiming Dou , Liang Xu , Hao-Shu Fang , Peiyang Guo , Haisheng Su , Dongliang Wang , Wei Wu , Cewu Lu

Reconstructing 3D Human-Object Interaction from an RGB image is essential for perceptive systems. Yet, this remains challenging as it requires capturing the subtle physical coupling between the body and objects. While current methods rely…

计算机视觉与模式识别 · 计算机科学 2026-04-23 Dimitrije Antić , Alvaro Budria , George Paschalidis , Sai Kumar Dwivedi , Dimitrios Tzionas

Understanding the human-object interactions (HOIs) from a video is essential to fully comprehend a visual scene. This line of research has been addressed by detecting HOIs from images and lately from videos. However, the video-based HOI…

计算机视觉与模式识别 · 计算机科学 2023-06-07 Zhifan Ni , Esteve Valls Mascaró , Hyemin Ahn , Dongheui Lee

We propose a physics-based method for synthesizing dexterous hand-object interactions in a full-body setting. While recent advancements have addressed specific facets of human-object interactions, a comprehensive physics-based approach…

机器人学 · 计算机科学 2023-09-15 Jona Braun , Sammy Christen , Muhammed Kocabas , Emre Aksan , Otmar Hilliges

The perception and generation of Human-Object Interaction (HOI) are crucial for fields such as robotics, AR/VR, and human behavior understanding. However, current approaches model this task in an offline setting, where information at each…

计算机视觉与模式识别 · 计算机科学 2025-09-17 Yihong Ji , Yunze Liu , Yiyao Zhuo , Weijiang Yu , Fei Ma , Joshua Huang , Fei Yu

Previous works concerning single-view hand-held object reconstruction typically rely on supervision from 3D ground-truth models, which are hard to collect in real world. In contrast, readily accessible hand-object videos offer a promising…

计算机视觉与模式识别 · 计算机科学 2024-03-14 Chenyangguang Zhang , Guanlong Jiao , Yan Di , Gu Wang , Ziqin Huang , Ruida Zhang , Fabian Manhardt , Bowen Fu , Federico Tombari , Xiangyang Ji

We have witnessed significant progress in human-object interaction (HOI) detection. The reliance on mAP (mean Average Precision) scores as a summary metric, however, does not provide sufficient insight into the nuances of model performance…

计算机视觉与模式识别 · 计算机科学 2023-12-04 Fangrui Zhu , Yiming Xie , Weidi Xie , Huaizu Jiang

Hand-object interaction (HOI) inherently involves dynamics where human manipulations produce distinct spatio-temporal effects on objects. However, existing semantic HOI benchmarks focused either on manipulation or on the resulting effects…

计算机视觉与模式识别 · 计算机科学 2025-12-02 Masatoshi Tateno , Gido Kato , Hirokatsu Kataoka , Yoichi Sato , Takuma Yagi