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Nov, 2015
分析卷积神经网络在频域的稳定性
Analyzing Stability of Convolutional Neural Networks in the Frequency Domain
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Elnaz J. Heravi, Hamed H. Aghdam, Domenec Puig
TL;DR
通过使用四维可视化技术，本文探讨了在频域下分析ConvNets内部过程的可能性，研究了ConvNets对噪声的稳定性，并发现利用加入噪声的训练集来微调ConvNets可以提高其稳定性。
Abstract
Understanding the internal process of
convnets
is commonly done using visualization techniques. However, these techniques do not usually provide a tool for estimating the
stability
of a ConvNet against noise. In
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