Dual-Glance Model for Deciphering Social Relationships
- 1 October 2017
- conference paper
- conference paper
- Published by Institute of Electrical and Electronics Engineers (IEEE)
- p. 2669-2678
- https://doi.org/10.1109/iccv.2017.289
Abstract
Since the beginning of early civilizations, social relationships derived from each individual fundamentally form the basis of social structure in our daily life. In the computer vision literature, much progress has been made in scene understanding, such as object detection and scene parsing. Recent research focuses on the relationship between objects based on its functionality and geometrical relations. In this work, we aim to study the problem of social relationship recognition, in still images. We have proposed a dual-glance model for social relationship recognition, where the first glance fixates at the individual pair of interest and the second glance deploys attention mechanism to explore contextual cues. We have also collected a new large scale People in Social Context (PISC) dataset, which comprises of 22,670 images and 76,568 annotated samples from 9 types of social relationship. We provide benchmark results on the PISC dataset, and qualitatively demonstrate the efficacy of the proposed model.Keywords
This publication has 33 references indexed in Scilit:
- Learning Social Relations from Videos: Features, Models, and AnalyticsPublished by Springer Science and Business Media LLC ,2014
- Discovering informative social subgraphs and predicting pairwise relationships from group photosPublished by Association for Computing Machinery (ACM) ,2012
- Team Activity Recognition in SportsLecture Notes in Computer Science, 2012
- Seeing People in Social Context: Recognizing People and Social RelationshipsLecture Notes in Computer Science, 2010
- Using audio and video features to classify the most dominant person in a group meetingPublished by Association for Computing Machinery (ACM) ,2007
- Categories of social relationshipCognition, 1994
- The four elementary forms of sociality: Framework for a unified theory of social relations.Psychological Review, 1992
- The four elementary forms of sociality: Framework for a unified theory of social relations.Psychological Review, 1992
- Exemplar and Prototype Use in Social CategorizationSocial Cognition, 1990
- A circumplex model for interpersonal personality traits.Journal of Personality and Social Psychology, 1981