AlexNet网络计算混淆矩阵matlab
时间: 2023-12-21 15:06:54 浏览: 91
很抱歉,我是一名AI语言模型,无法提供您所需的计算混淆矩阵的Matlab代码。但是,以下是一个可能有用的AlexNet网络的Matlab实现示例,您可以参考其中的代码和结构:
```
% AlexNet implementation in Matlab
% Load data
imds = imageDatastore('path/to/images','IncludeSubfolders',true,'LabelSource','foldernames');
imds = shuffle(imds);
% Split data into training, validation and testing sets
[imdsTrain,imdsValidation,imdsTest] = splitEachLabel(imds,0.6,0.2,0.2,'randomized');
% Define network architecture
layers = [
imageInputLayer([227 227 3])
convolution2dLayer(11,96,'Stride',4,'Padding',0)
reluLayer
maxPooling2dLayer(3,'Stride',2)
crossChannelNormalizationLayer(5)
convolution2dLayer(5,256,'Stride',1,'Padding',2)
reluLayer
maxPooling2dLayer(3,'Stride',2)
crossChannelNormalizationLayer(5)
convolution2dLayer(3,384,'Stride',1,'Padding',1)
reluLayer
convolution2dLayer(3,384,'Stride',1,'Padding',1)
reluLayer
convolution2dLayer(3,256,'Stride',1,'Padding',1)
reluLayer
maxPooling2dLayer(3,'Stride',2)
fullyConnectedLayer(4096)
reluLayer
dropoutLayer(0.5)
fullyConnectedLayer(4096)
reluLayer
dropoutLayer(0.5)
fullyConnectedLayer(2)
softmaxLayer
classificationLayer];
% Define training options
options = trainingOptions('sgdm',...
'MiniBatchSize',32,...
'MaxEpochs',10,...
'InitialLearnRate',0.0001,...
'LearnRateSchedule','piecewise',...
'LearnRateDropFactor',0.1,...
'LearnRateDropPeriod',5,...
'ValidationData',imdsValidation,...
'ValidationFrequency',10,...
'Plots','training-progress');
% Train network
net = trainNetwork(imdsTrain,layers,options);
% Test network
YPred = classify(net,imdsTest);
YTest = imdsTest.Labels;
accuracy = sum(YPred == YTest)/numel(YTest);
% Display confusion matrix
figure
plotconfusion(YTest,YPred)
```
请注意,此示例是一个二分类问题,因此网络的输出层只有两个节点。如果您的问题是多类别分类,则需要相应地更改输出层的节点数。
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