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Visual relationship detection can bridge the gap between computer vision and natural language for scene understanding of images. Different from pure object recognition tasks, the relation triplets of subject-predicate-object lie on an…

计算机视觉与模式识别 · 计算机科学 2018-09-18 Zhen Cui , Chunyan Xu , Wenming Zheng , Jian Yang

Visual relationship detection is an intermediate image understanding task that detects two objects and classifies a predicate that explains the relationship between two objects in an image. The three components are linguistically and…

计算机视觉与模式识别 · 计算机科学 2019-04-17 Jaewon Jung , Jongyoul Park

As a fundamental aspect of human life, two-person interactions contain meaningful information about people's activities, relationships, and social settings. Human action recognition serves as the foundation for many smart applications, with…

计算机视觉与模式识别 · 计算机科学 2024-05-15 Yao Liu , Gangfeng Cui , Jiahui Luo , Xiaojun Chang , Lina Yao

Identifying different objects (man and cup) is an important problem on its own, but identifying the relationship between them (holding) is critical for many real world use cases. This paper describes an approach to reduce a visual…

计算机视觉与模式识别 · 计算机科学 2018-09-27 Toshiyuki Fukuzawa

As a structured representation of the image content, the visual scene graph (visual relationship) acts as a bridge between computer vision and natural language processing. Existing models on the scene graph generation task notoriously…

计算机视觉与模式识别 · 计算机科学 2022-03-01 Yuyu Guo , Jingkuan Song , Lianli Gao , Heng Tao Shen

Previous research in human gesture recognition has largely overlooked multi-person interactions, which are crucial for understanding the social context of naturally occurring gestures. This limitation in existing datasets presents a…

计算机视觉与模式识别 · 计算机科学 2025-04-04 Xu Cao , Pranav Virupaksha , Wenqi Jia , Bolin Lai , Fiona Ryan , Sangmin Lee , James M. Rehg

Images are not simply sets of objects: each image represents a web of interconnected relationships. These relationships between entities carry semantic meaning and help a viewer differentiate between instances of an entity. For example, in…

计算机视觉与模式识别 · 计算机科学 2018-03-30 Ranjay Krishna , Ines Chami , Michael Bernstein , Li Fei-Fei

The significant progress on Generative Adversarial Networks (GANs) has facilitated realistic single-object image generation based on language input. However, complex-scene generation (with various interactions among multiple objects) still…

计算机视觉与模式识别 · 计算机科学 2021-04-02 Tianyu Hua , Hongdong Zheng , Yalong Bai , Wei Zhang , Xiao-Ping Zhang , Tao Mei

A major challenge in scene graph classification is that the appearance of objects and relations can be significantly different from one image to another. Previous works have addressed this by relational reasoning over all objects in an…

计算机视觉与模式识别 · 计算机科学 2020-12-18 Sahand Sharifzadeh , Sina Moayed Baharlou , Volker Tresp

Understanding the spatial relations between objects in images is a surprisingly challenging task. A chair may be "behind" a person even if it appears to the left of the person in the image (depending on which way the person is facing). Two…

计算机视觉与模式识别 · 计算机科学 2019-09-02 Kaiyu Yang , Olga Russakovsky , Jia Deng

Social recommendation leverages social information to solve data sparsity and cold-start problems in traditional collaborative filtering methods. However, most existing models assume that social effects from friend users are static and…

信息检索 · 计算机科学 2019-03-26 Qitian Wu , Hengrui Zhang , Xiaofeng Gao , Peng He , Paul Weng , Han Gao , Guihai Chen

Joint attention is a core, early-developing form of social interaction. It is based on our ability to discriminate the third party objects that other people are looking at. While it has been shown that people can accurately determine…

人工智能 · 计算机科学 2014-12-09 Tao Gao , Daniel Harari , Joshua Tenenbaum , Shimon Ullman

Traditional approaches to building a large scale knowledge graph have usually relied on extracting information (entities, their properties, and relations between them) from unstructured text (e.g. Dbpedia). Recent advances in Convolutional…

人工智能 · 计算机科学 2017-06-15 Mandar Haldekar , Ashwinkumar Ganesan , Tim Oates

A visual relationship denotes a relationship between two objects in an image, which can be represented as a triplet of (subject; predicate; object). Visual relationship detection is crucial for scene understanding in images. Existing visual…

计算机视觉与模式识别 · 计算机科学 2020-10-13 Chenhui Chu , Yuto Takebayashi , Mishra Vipul , Yuta Nakashima

Treating images as data has become increasingly popular in political science. While existing classifiers for images reach high levels of accuracy, it is difficult to systematically assess the visual features on which they base their…

计算机视觉与模式识别 · 计算机科学 2025-03-19 Stefan Scholz , Nils B. Weidmann , Zachary C. Steinert-Threlkeld , Eda Keremoğlu , Bastian Goldlücke

Our world can be succinctly and compactly described as structured scenes of objects and relations. A typical room, for example, contains salient objects such as tables, chairs and books, and these objects typically relate to each other by…

机器学习 · 计算机科学 2017-02-17 David Raposo , Adam Santoro , David Barrett , Razvan Pascanu , Timothy Lillicrap , Peter Battaglia

Reasoning about complex visual scenes involves perception of entities and their relations. Scene graphs provide a natural representation for reasoning tasks, by assigning labels to both entities (nodes) and relations (edges). Unfortunately,…

计算机视觉与模式识别 · 计算机科学 2020-03-17 Moshiko Raboh , Roei Herzig , Gal Chechik , Jonathan Berant , Amir Globerson

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

A structured query can capture the complexity of object interactions (e.g. 'woman rides motorcycle') unlike single objects (e.g. 'woman' or 'motorcycle'). Retrieval using structured queries therefore is much more useful than single object…

计算机视觉与模式识别 · 计算机科学 2020-05-15 Brigit Schroeder , Subarna Tripathi

Recognizing spatial relations and reasoning about them is essential in multiple applications including navigation, direction giving and human-computer interaction in general. Spatial relations between objects can either be explicit --…

计算与语言 · 计算机科学 2020-07-21 Soham Dan , Hangfeng He , Dan Roth