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Social relationships form the basis of social structure of humans. Developing computational models to understand social relationships from visual data is essential for building intelligent machines that can better interact with humans in a…

计算机视觉与模式识别 · 计算机科学 2018-12-17 Junnan Li , Yongkang Wong , Qi Zhao , Mohan S. Kankanhalli

Understanding a scene by decoding the visual relationships depicted in an image has been a long studied problem. While the recent advances in deep learning and the usage of deep neural networks have achieved near human accuracy on many…

计算机视觉与模式识别 · 计算机科学 2020-05-19 Aniket Agarwal , Ayush Mangal , Vipul

Discovering social relations in images can make machines better interpret the behavior of human beings. However, automatically recognizing social relations in images is a challenging task due to the significant gap between the domains of…

计算机视觉与模式识别 · 计算机科学 2019-01-11 Meng Zhang , Xinchen Liu , Wu Liu , Anfu Zhou , Huadong Ma , Tao Mei

This paper presents the design of deep learning architectures which allow to classify the social relationship existing between two people who are walking in a side-by-side formation into four possible categories --colleagues, couple, family…

机器学习 · 计算机科学 2022-07-08 Oscar Castro , Ely Repiso , Anais Garrell , Alberto Sanfeliu

People's social relationships are often manifested through their surroundings, with certain objects or interactions acting as symbols for specific relationships, e.g., wedding rings, roses, hugs, or holding hands. This brings unique…

计算机视觉与模式识别 · 计算机科学 2024-06-13 Shiwei Wu , Chao Zhang , Joya Chen , Tong Xu , Likang Wu , Yao Hu , Enhong Chen

There has been a recent surge of research interest in attacking the problem of social relation inference based on images. Existing works classify social relations mainly by creating complicated graphs of human interactions, or learning the…

计算机视觉与模式识别 · 计算机科学 2021-08-02 Xiaotian Yu , Hanling Yi , Yi Yu , Ling Xing , Shiliang Zhang , Xiaoyu Wang

Reasoning human object interactions is a core problem in human-centric scene understanding and detecting such relations poses a unique challenge to vision systems due to large variations in human-object configurations, multiple co-occurring…

计算机视觉与模式识别 · 计算机科学 2019-09-19 Bo Wan , Desen Zhou , Yongfei Liu , Rongjie Li , Xuming He

Social relation defines the association, e.g, warm, friendliness, and dominance, between two or more people. Motivated by psychological studies, we investigate if such fine-grained and high-level relation traits can be characterised and…

计算机视觉与模式识别 · 计算机科学 2015-09-15 Zhanpeng Zhang , Ping Luo , Chen Change Loy , Xiaoou Tang

Relationships among objects play a crucial role in image understanding. Despite the great success of deep learning techniques in recognizing individual objects, reasoning about the relationships among objects remains a challenging task.…

计算机视觉与模式识别 · 计算机科学 2017-04-13 Bo Dai , Yuqi Zhang , Dahua Lin

Identifying objects in an image and their mutual relationships as a scene graph leads to a deep understanding of image content. Despite the recent advancement in deep learning, the detection and labeling of visual object relationships…

计算机视觉与模式识别 · 计算机科学 2021-07-13 Rajat Koner , Poulami Sinhamahapatra , Volker Tresp

Social relations are the foundation of human daily life. Developing techniques to analyze such relations from visual data bears great potential to build machines that better understand us and are capable of interacting with us at a social…

计算机视觉与模式识别 · 计算机科学 2017-04-24 Qianru Sun , Bernt Schiele , Mario Fritz

Visual relationships capture a wide variety of interactions between pairs of objects in images (e.g. "man riding bicycle" and "man pushing bicycle"). Consequently, the set of possible relationships is extremely large and it is difficult to…

计算机视觉与模式识别 · 计算机科学 2016-08-02 Cewu Lu , Ranjay Krishna , Michael Bernstein , Li Fei-Fei

Understanding social interactions (such as 'hug' or 'fight') is a basic and important capacity of the human visual system, but a challenging and still open problem for modeling. In this work we study visual recognition of social…

计算机视觉与模式识别 · 计算机科学 2017-12-27 Guy Ben-Yosef , Alon Yachin , Shimon Ullman

Scene graph is a structured representation of a scene that can clearly express the objects, attributes, and relationships between objects in the scene. As computer vision technology continues to develop, people are no longer satisfied with…

计算机视觉与模式识别 · 计算机科学 2022-01-10 Xiaojun Chang , Pengzhen Ren , Pengfei Xu , Zhihui Li , Xiaojiang Chen , Alex Hauptmann

Humans inevitably develop a sense of the relationships between objects, some of which are based on their appearance. Some pairs of objects might be seen as being alternatives to each other (such as two pairs of jeans), while others may be…

计算机视觉与模式识别 · 计算机科学 2015-06-17 Julian McAuley , Christopher Targett , Qinfeng Shi , Anton van den Hengel

Understanding a visual scene incorporates objects, relationships, and context. Traditional methods working on an image mostly focus on object detection and fail to capture the relationship between the objects. Relationships can give rich…

计算机视觉与模式识别 · 计算机科学 2019-12-03 Himangi Mittal , Ajith Abraham , Anuja Arora

Spatial relationships between objects represent key scene information for humans to understand and interact with the world. To study the capability of current computer vision systems to recognize physically grounded spatial relations, we…

计算机视觉与模式识别 · 计算机科学 2024-03-04 Chuan Wen , Dinesh Jayaraman , Yang Gao

Scene graphs provide structured semantic understanding beyond images. For downstream tasks, such as image retrieval, visual question answering, visual relationship detection, and even autonomous vehicle technology, scene graphs can not only…

计算机视觉与模式识别 · 计算机科学 2022-10-21 Mingzhe Du

Structured scene descriptions of images are useful for the automatic processing and querying of large image databases. We show how the combination of a semantic and a visual statistical model can improve on the task of mapping images to…

计算与语言 · 计算机科学 2018-09-10 Stephan Baier , Yunpu Ma , Volker Tresp

Human beings are fundamentally sociable -- that we generally organize our social lives in terms of relations with other people. Understanding social relations from an image has great potential for intelligent systems such as social chatbots…

计算机视觉与模式识别 · 计算机科学 2020-07-20 Wanhua Li , Yueqi Duan , Jiwen Lu , Jianjiang Feng , Jie Zhou
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