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cnn architecture design - from deeper to wider

cnn architecture design - from deeper to wider

ID：5289482

大小：10.60 MB

页数：65页

时间：2017-12-07

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1、CNNArchitectureDesign:FromDeepertoWiderNotgoodasexpected•ImageNet,GPUWinalmostinalltheapplicationsDeeperanddeeperResNet,Highway,152layers100+GoogLeNet,822layersVGGNet,19layersAlexNet,7layersResNet,Highway,152layers100+GoogLeNet,1922layersVGGNet,19layersAlexNet,7layersResNet,Highway,152l

2、ayers100+GoogLeNet,2222layersVGGNet,19layersAlexNet,7layersHHHHxxxxTT-+TT-+TT-+TT-+1111xxxxResNet,Highway,152layers100+GoogLeNet,100+22layersVGGNet,19layersAlexNet,7layersResNet,Highway,152layers100+GoogLeNet,15222layersVGGNet,19layersAlexNet,7layersUnifyingGoogLeNets,Highway,ResNetsJin

3、gdongWang,ZhenWei,TingZhang,WenjunZeng:Deeply-FusedNets.CoRRabs/1605.07716(2016)InputInputCCCL01R01L01R01R02R02++L02R03=L02R03R04R04++L03R05L03R05R06R06++FCFCFCLLLRRRInputInputCCCL01R01L01R01R02R02++L02R03=L02R03R04R04++L03R05L03R05R06R06++FCFCFCLLLRRRInputInputCCCL01R01L01R01R02R02++L0

4、2R03=R03L02R04R04++L03R05R05L03R06R06++FCFCFCLRRRLLInputInputCCCL01R01L01R01R02R02++L02R03=R03L02R04R04++L03R05L03R05R06R06++FCFCFCLRLRLRInputInputCCCL01R01L01R01R02R02++L02R03=L02R03R04R04++L03R05R05L03R06R06++FCFCFCLLRRRLInput12Input34CCCCCCCCCL01R01L01R01L01R01L01R01L01R01R02R02R02R0

5、2R02+++++L02R03=L02R03R03L02R03L02L02R03R04R04R04R04R04+++++L03R05L03R05R05L03L03R05R05L03R06R06R06R06R06+++++FCFCFCFCFCFCFCFCFCLLLRRRLRRRLLLRLRLRLLRRRLInputInputCCCCCCCCCL01R01L01R01L01R01L01R01L01R01R02R02R02R02R02+++++L02R03=L02R03R03L02R03L02L02R03R04R04R04R04R04+++++L03R05L03R05R05

6、L03L03R05R05L03R06R06R06R06R06+++++FCFCFCFCFCFCFCFCFCLLLRRRLRRRLLLRLRLRLLRRRLInputInputCCCCCCCCCL01R01L01R01L01R01L01R01L01R01R02R02R02R02R02+L02R03L02R03R03L02R03L02L02R03R04R04R04R04R04+L03R05L03R05R05L03L03R05R05L03R06R06R06R06R06+FCFCFCFCFCFCFCFCFCLLLRRRLRRRLLLRLRLRLLRRRLInputInputC

7、CCCCCCCCL01R01L01R01L01R01L01R01L01R01R02R02R02R02R02+L02R03L02R03R03L02R03L02L02R03R04R04R04R04R04+L03R05L03R05R05L03L03R05R05L03R06R06R06R06R06+FCFCFCFCFCFCFCFCFCLLLRRRLRRRLLLRLRLRLLRRRLInputInputCCCCCL01R01L01R01L01R01R02R02R02+3layers2layersL02R03L02R03R03L02R04R04R04+4laye

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