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Towards a Deeper Understanding of Global Covariance Pooling in Deep Learning: An Optimization Perspective.

, , , , , , , and . IEEE Trans. Pattern Anal. Mach. Intell., 45 (12): 15802-15819 (December 2023)

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Global Second-Order Pooling Convolutional Networks., , , and . CVPR, page 3024-3033. Computer Vision Foundation / IEEE, (2019)Binocular Mutual Learning for Improving Few-shot Classification., , , , and . ICCV, page 8382-8391. IEEE, (2021)Deep Convolutional Features for Iris Recognition., , and . CCBR, volume 10568 of Lecture Notes in Computer Science, page 391-400. Springer, (2017)Towards Faster Training of Global Covariance Pooling Networks by Iterative Matrix Square Root Normalization., , , and . CVPR, page 947-955. Computer Vision Foundation / IEEE Computer Society, (2018)3rd Place Solution for Short-video Face Parsing Challenge., , and . CoRR, (2021)Joint Distribution Matters: Deep Brownian Distance Covariance for Few-Shot Classification., , , , and . CVPR, page 7962-7971. IEEE, (2022)Global Gated Mixture of Second-order Pooling for Improving Deep Convolutional Neural Networks., , , , and . NeurIPS, page 1284-1293. (2018)Global Second-order Pooling Convolutional Networks., , , and . CoRR, (2018)Towards Faster Training of Global Covariance Pooling Networks by Iterative Matrix Square Root Normalization., , , and . CoRR, (2017)Is Second-Order Information Helpful for Large-Scale Visual Recognition?, , , and . ICCV, page 2089-2097. IEEE Computer Society, (2017)