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Feb, 2011
高性能神经网络用于视觉物体分类
High-Performance Neural Networks for Visual Object Classification
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Dan C. Cireşan, Ueli Meier, Jonathan Masci, Luca M. Gambardella, Jürgen Schmidhuber
TL;DR
本研究使用GPU实现卷积神经网络,并利用监督学习的方法进行特征提取,通过设计深度分层结构比以往浅层网络获得更好的性能,在目标分类和手写数字识别任务中取得了目前最佳的结果。
Abstract
We present a fast, fully parameterizable
gpu implementation
of
convolutional neural network
variants. Our feature extractors are neither carefully designed nor pre-wired, but rather learned in a supervised way. O
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