107 citations · 218 across the 10 of their papers we have counts for
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cs.CV2017★ 20 cited
Towards Faster Training of Global Covariance Pooling Networks by Iterative Matrix Square Root Normalization
Peihua Li, Jiangtao Xie, Qilong Wang +1
Global covariance pooling in convolutional neural networks has achieved impressive improvement over the classical first-order pooling. Recent works have shown matrix square root no…
cs.CV2017★ 31 cited
Is Second-order Information Helpful for Large-scale Visual Recognition?
Peihua Li, Jiangtao Xie, Qilong Wang +1
By stacking layers of convolution and nonlinearity, convolutional networks (ConvNets) effectively learn from low-level to high-level features and discriminative representations. Si…