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相关论文: Human-Object Interaction Detection:A Quick Survey …

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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 propose a novel task of text-controlled human object interaction generation in 3D scenes with movable objects. Existing human-scene interaction datasets suffer from insufficient interaction categories and typically only consider…

计算机视觉与模式识别 · 计算机科学 2025-09-30 Xinhao Cai , Minghang Zheng , Xin Jin , Yang Liu

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 is one of the most essential classes in visual recognition tasks such as detection, segmentation, and pose estimation. Although much effort has been put into individual tasks, multi-task learning for these three tasks has been rarely…

计算机视觉与模式识别 · 计算机科学 2023-03-14 Hyeongseok Son , Sangil Jung , Solae Lee , Seongeun Kim , Seung-In Park , ByungIn Yoo

Intelligent agents must autonomously interact with the environments to perform daily tasks based on human-level instructions. They need a foundational understanding of the world to accurately interpret these instructions, along with precise…

人工智能 · 计算机科学 2025-08-22 Zhen Wu , Jiaman Li , Pei Xu , C. Karen Liu

Human visual perception carves a scene at its physical joints, decomposing the world into objects, which are selectively attended, tracked, and predicted as we engage our surroundings. Object representations emancipate perception from the…

神经元与认知 · 定量生物学 2021-09-09 Benjamin Peters , Nikolaus Kriegeskorte

For humans, object detection, recognition, and tracking are innate. These provide the ability for human to perceive their environment and objects within their environment. This ability however doesn't translate well in computers. In…

计算机视觉与模式识别 · 计算机科学 2022-03-23 Shiyao Chen , Dale Chen-Song

Recent state-of-the-art methods for HOI detection typically build on transformer architectures with two decoder branches, one for human-object pair detection and the other for interaction classification. Such disentangled transformers,…

计算机视觉与模式识别 · 计算机科学 2023-04-12 Sanghyun Kim , Deunsol Jung , Minsu Cho

Context is important for accurate visual recognition. In this work we propose an object detection algorithm that not only considers object visual appearance, but also makes use of two kinds of context including scene contextual information…

计算机视觉与模式识别 · 计算机科学 2018-07-03 Yong Liu , Ruiping Wang , Shiguang Shan , Xilin Chen

One of the greatest challenges for detecting moving objects in the solar system from wide-field survey data is determining whether a signal indicates a true object or is due to some other source, like noise. Object verification has relied…

Human parsing is a key topic in image processing with many applications, such as surveillance analysis, human-robot interaction, person search, and clothing category classification, among many others. Recently, due to the success of deep…

计算机视觉与模式识别 · 计算机科学 2023-01-31 Xiaomei Zhang , Xiangyu Zhu , Ming Tang , Zhen Lei

Human-Object Interaction (HOI) detection has seen substantial advances in recent years. However, existing works focus on the standard setting with ideal images and natural distribution, far from practical scenarios with inevitable…

计算机视觉与模式识别 · 计算机科学 2025-06-24 Chi Xie , Shuang Liang , Jie Li , Feng Zhu , Rui Zhao , Yichen Wei , Shengjie Zhao

Human activity recognition in videos has been widely studied and has recently gained significant advances with deep learning approaches; however, it remains a challenging task. In this paper, we propose a novel framework that simultaneously…

计算机视觉与模式识别 · 计算机科学 2021-01-25 Dong-Gyu Lee , Seong-Whan Lee

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

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

Human-Object Interactions (HOI) detection, which aims to localize a human and a relevant object while recognizing their interaction, is crucial for understanding a still image. Recently, transformer-based models have significantly advanced…

计算机视觉与模式识别 · 计算机科学 2022-05-10 Leizhen Dong , Zhimin Li , Kunlun Xu , Zhijun Zhang , Luxin Yan , Sheng Zhong , Xu Zou

Prevalent human-object interaction (HOI) detection approaches typically leverage large-scale visual-linguistic models to help recognize events involving humans and objects. Though promising, models trained via contrastive learning on…

计算机视觉与模式识别 · 计算机科学 2024-10-29 Liulei Li , Wenguan Wang , Yi Yang

The science of Human-Computer Interaction (HCI) is populated by isolated empirical findings, often tied to specific technologies, designs, and tasks. This situation probably lies in observing the wrong object of study, that is to say,…

人机交互 · 计算机科学 2025-10-08 Guillaume Rivière

We propose a simple, intuitive yet powerful method for human-object interaction (HOI) detection. HOIs are so diverse in spatial distribution in an image that existing CNN-based methods face the following three major drawbacks; they cannot…

计算机视觉与模式识别 · 计算机科学 2021-03-10 Masato Tamura , Hiroki Ohashi , Tomoaki Yoshinaga

Unlike traditional third-person cameras mounted on robots, a first-person camera, captures a person's visual sensorimotor object interactions from up close. In this paper, we study the tight interplay between our momentary visual attention…

计算机视觉与模式识别 · 计算机科学 2017-06-13 Gedas Bertasius , Hyun Soo Park , Stella X. Yu , Jianbo Shi