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May, 2022
卷积神经网络的近视性质
CNNs are Myopic
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Vamshi C. Madala, Shivkumar Chandrasekaran
TL;DR
通过小块状的看似无法识别的图块来分类图像可以使卷积神经网络(CNNs)的性能匹配或甚至超越使用完整图像训练的CNNs的性能,并且过度拟合似乎不是必须的。
Abstract
We claim that
convolutional neural networks
(CNNs) learn to classify images using only small seemingly unrecognizable
tiles
. We show experimentally that CNNs trained only using such
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