Deep CNNs Meet Global Covariance Pooling : Better Representation and Generalization

Compared with global average pooling in existing deep convolutional neural networks (CNNs), global covariance pooling can capture richer statistics of deep features, having potential for improving representation and generalization abilities of deep CNNs. However, integration of global covariance poo...

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Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 43(2021), 8 vom: 07. Aug., Seite 2582-2597
1. Verfasser: Wang, Qilong (VerfasserIn)
Weitere Verfasser: Xie, Jiangtao, Zuo, Wangmeng, Zhang, Lei, Li, Peihua
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2021
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article