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卷积神经网络最新讲解精华版.pdf

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A guide to convolution arithmetic for deep learning Authors: Vincent Dumoulin and Francesco Visin Link: https://arxiv.org/abs/1603.07285 Github: https://github.com/vdumoulin/conv_arithmetic Presenter: Johnson Nov. 18th, 2017
Outline • Review of Convolutional Neural Networks • Back-propagation in Convolutional Neural Networks • Introduction to AlexNet, VGG, GoogLeNet and ResNet • More on Convolution Arithmetic 2
Convolutional Neural Networks • CNN is everywhere in computer vision • Object classification • Object tracking • Image captioning Image retrieval Image segmentation • • • Style transfer • …… 3
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