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相关论文: Spatial-Temporal Human-Object Interaction Detectio…

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Identifying human behaviors is a challenging research problem due to the complexity and variation of appearances and postures, the variation of camera settings, and view angles. In this paper, we try to address the problem of human behavior…

计算机视觉与模式识别 · 计算机科学 2019-03-08 Eissa Jaber Alreshidi , Mohammad Bilal

Video Question Answering (Video QA) is a powerful testbed to develop new AI capabilities. This task necessitates learning to reason about objects, relations, and events across visual and linguistic domains in space-time. High-level…

计算机视觉与模式识别 · 计算机科学 2021-08-26 Long Hoang Dang , Thao Minh Le , Vuong Le , Truyen Tran

Human-Object Interaction (HOI) detection focuses on localizing human-object pairs and recognizing their interactions. Recently, the DETR-based framework has been widely adopted in HOI detection. In DETR-based HOI models, queries with clear…

计算机视觉与模式识别 · 计算机科学 2025-08-27 Zhehao Li , Chong Wang , Yi Chen , Yinghao Lu , Jiangbo Qian , Jiong Wang , Jiafei Wu

We consider the problem of Human-Object Interaction (HOI) Detection, which aims to locate and recognize HOI instances in the form of <human, action, object> in images. Most existing works treat HOIs as individual interaction categories,…

计算机视觉与模式识别 · 计算机科学 2022-03-29 Ye Liu , Junsong Yuan , Chang Wen Chen

Human-Object Interaction (HOI) detection is an essential task to understand human-centric images from a fine-grained perspective. Although end-to-end HOI detection models thrive, their paradigm of parallel human/object detection and verb…

计算机视觉与模式识别 · 计算机科学 2022-02-02 Hangjie Yuan , Mang Wang , Dong Ni , Liangpeng Xu

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

Human-Object Interaction (HOI) detection aims to localize human-object pairs and recognize their interactions in images. Although DETR-based methods have recently emerged as the mainstream framework for HOI detection, they still suffer from…

计算机视觉与模式识别 · 计算机科学 2025-08-13 Yuxiao Wang , Wolin Liang , Yu Lei , Weiying Xue , Nan Zhuang , Qi Liu

Existing video object removal methods excel at inpainting content "behind" the object and correcting appearance-level artifacts such as shadows and reflections. However, when the removed object has more significant interactions, such as…

计算机视觉与模式识别 · 计算机科学 2026-04-03 Saman Motamed , William Harvey , Benjamin Klein , Luc Van Gool , Zhuoning Yuan , Ta-Ying Cheng

A common problem in the task of human-object interaction (HOI) detection is that numerous HOI classes have only a small number of labeled examples, resulting in training sets with a long-tailed distribution. The lack of positive labels can…

计算机视觉与模式识别 · 计算机科学 2021-11-24 Dong-Jin Kim , Xiao Sun , Jinsoo Choi , Stephen Lin , In So Kweon

We endeavor on a rarely explored task named Insubstantial Object Detection (IOD), which aims to localize the object with following characteristics: (1) amorphous shape with indistinct boundary; (2) similarity to surroundings; (3) absence in…

计算机视觉与模式识别 · 计算机科学 2023-08-07 Kailai Zhou , Yibo Wang , Tao Lv , Yunqian Li , Linsen Chen , Qiu Shen , Xun Cao

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

Human-Object Interaction (HOI) detection aims to localize human-object pairs and classify their interactions from a single image, a task that demands strong visual understanding and nuanced contextual reasoning. Recent approaches have…

计算机视觉与模式识别 · 计算机科学 2026-04-03 Soo Won Seo , KyungChae Lee , Hyungchan Cho , Taein Son , Nam Ik Cho , Jun Won Choi

Human-Object Interaction (HOI) detection aims at detecting human-object pairs and predicting their interactions. However, conventional HOI detection methods often struggle to fully capture the contextual information needed to accurately…

计算机视觉与模式识别 · 计算机科学 2024-10-11 Yu-Wei Zhan , Fan Liu , Xin Luo , Xin-Shun Xu , Liqiang Nie , Mohan Kankanhalli

Learning how to interact with objects is an important step towards embodied visual intelligence, but existing techniques suffer from heavy supervision or sensing requirements. We propose an approach to learn human-object interaction…

计算机视觉与模式识别 · 计算机科学 2019-04-04 Tushar Nagarajan , Christoph Feichtenhofer , Kristen Grauman

Human-object interaction detection is a relatively new task in the world of computer vision and visual semantic information extraction. With the goal of machines identifying interactions that humans perform on objects, there are many…

计算机视觉与模式识别 · 计算机科学 2020-09-29 Trevor Bergstrom , Humphrey Shi

Human-centric video generation has advanced rapidly, yet existing methods struggle to produce controllable and physically consistent Human-Object Interaction (HOI) videos. Existing works rely on dense control signals, template videos, or…

计算机视觉与模式识别 · 计算机科学 2026-03-11 Jiazhi Guan , Quanwei Yang , Luying Huang , Junhao Liang , Borong Liang , Haocheng Feng , Wei He , Kaisiyuan Wang , Hang Zhou , Jingdong Wang

Unlike most previous HOI methods that focus on learning better human-object features, we propose a novel and complementary approach called category query learning. Such queries are explicitly associated to interaction categories, converted…

计算机视觉与模式识别 · 计算机科学 2025-06-09 Chi Xie , Fangao Zeng , Yue Hu , Shuang Liang , Yichen Wei

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) 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…