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Author:

Wang, Z. (Wang, Z..) | Li, Z. (Li, Z..) | Lang, X. (Lang, X..) | Zheng, Y. (Zheng, Y..) | Tian, M. (Tian, M..) | Wu, L. (Wu, L..) | Wang, L. (Wang, L..) | Chen, C. (Chen, C..)

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EI Scopus SCIE

Abstract:

Group activity recognition is a challenging task because it involves diverse individual actions and complex relations. Most existing methods enhance individual representation by introducing relation inference using appearance features. Some methods utilize extra knowledge, such as action labels, to enhance relation inference and refine the individual representation, but the knowledge they explored is simple and insufficient. In this paper, we propose a novel idea of knowledge concretization and further develop a Knowledge Augmented Relation Inference framework (KARI) for group activity recognition. Specifically, we first concretize knowledge from training data, and then represent them as Class-Class co-occurrence Map (C-C Map) and Class-Position distribution Map (C-P Map). On top of them, KARI explores concretized knowledge to integrate visual and semantic representation in a unified architecture for group activity recognition. Experimental results on two public datasets show that the proposed framework performs favorably compared with state-of-the-art approaches. IEEE

Keyword:

relation modeling Group activity recognition knowledge concretization

Author Community:

  • [ 1 ] [Wang Z.]Beijing University of Technology, Beijing, China
  • [ 2 ] [Li Z.]Beijing University of Technology, Beijing, China
  • [ 3 ] [Lang X.]Beijing University of Technology, Beijing, China
  • [ 4 ] [Zheng Y.]Beijing University of Technology, Beijing, China
  • [ 5 ] [Tian M.]Beijing University of Technology, Beijing, China
  • [ 6 ] [Wu L.]Beijing University of Technology, Beijing, China
  • [ 7 ] [Wang L.]Center for Research on Intelligent Perception and Computing, Institute of Automation, Chinese Academy of Sciences, Beijing, China
  • [ 8 ] [Chen C.]Department of Computing, The Hong Kong Polytechnic University, Hong Kong, China

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Source :

IEEE Transactions on Circuits and Systems for Video Technology

ISSN: 1051-8215

Year: 2024

Issue: 11

Volume: 34

Page: 1-1

8 . 4 0 0

JCR@2022

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 1

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 3

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