会议论文

英文

2022 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN)

2161-4393

2022

IEEE International Conference on Fuzzy Systems (FUZZ-IEEE) / IEEE World Congress on Computational Intelligence (IEEE WCCI) / International Joint Conference on Neural Networks (IJCNN) / IEEE Congress on Evolutionary Computation (IEEE CEC)

IEEE International Joint Conference on Neural Networks (IJCNN)

JUL 18-23, 2022

Padua, ITALY

[Li, Wanxin;Xie, Wei;Wang, Wei;Jin, Lianghao] Cent China Normal Univ, Hubei Prov Key Lab Artificial Intelligence & Smar, Wuhan, Peoples R China.^[Li, Wanxin;Xie, Wei;Wang, Wei;Jin, Lianghao] Cent China Normal Univ, Sch Comp, Wuhan, Peoples R China.^[Tu, Zhigang] Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan, Peoples R China.

345 E 47TH ST, NEW YORK, NY 10017 USA

IEEE

978-1-7281-8671-9

10.1109/IJCNN55064.2022.9892494

Collaborative Innovation Center for Informatization and Balanced Development of K-12 Education by MOE [xtzd2021-004]; Fundamental Research Funds for the Central Universities [CCNU20TS028]; Teaching research project of CCNU [202013]; Collaborative Innovation Center for Informatization and Balanced Development of K-12 Education by Hubei Province [xtzd2021-004]

本校为第一机构

Group activity recognition aims to identify group activities from the videos. Most of the previous methods focus on modeling between individuals (one-to- one), which ignores the fact that a single individual's behavior may be jointly determined by multiple individual behaviors (many-to-one). For this reason, we propose a Multi-Hyperedge Hypergraph (MHH) to capture high-order relationships between multiple people. Specifically, we build three different types of hyperedges on the hypergraph structure. Each hyperedge can accommodate the characteristics of multiple nodes to capture different types...