Learning spatio-temporal representation with local and global diffusion

• Main Authors: QIU, Zhaofan, YAO, Ting, NGO, Chong-wah, TIAN, Xinmei, MEI, Tao
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2019
• Subjects: Video Analytics; Graphics and Human Computer Interfaces; OS and Networks
• Online Access: https://ink.library.smu.edu.sg/sis_research/6458; https://ink.library.smu.edu.sg/context/sis_research/article/7461/viewcontent/Qiu_Learning_Spatio_Temporal_Representation_With_Local_and_Global_Diffusion_CVPR_2019_paper.pdf
• Institution: Singapore Management University

Convolutional Neural Networks (CNN) have been regarded as a powerful class of models for visual recognition problems. Nevertheless, the convolutional filters in these networks are local operations while ignoring the large-range dependency. Such drawback becomes even worse particularly for video reco...