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对象识别的多层神经网络分析

Analysis of Multilayer Neural Networks for Object Recognition

作者:Pulkit Agrawal 作者单位:EECS Department, University of California, Berkeley 加工时间:2015-03-23 信息来源:EECS 索取原文[37 页]
关键词:多层神经网络;对象识别;卷积神经网络
摘 要:Our work provides answer to the following four questions: (a) What happens during finetuning of a discriminatively pretrained network? (b) How much information is in the location and how much of it is in the magnitude of filter activation? (c) Does a multilayer CNN contain Grand-Mother Cells? How distributed is the code? (d) How does training of CNN progress over time? Does too much pre-training hurt generalization performance?
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