how to implement CBAM with a pretarined network in matlab. i have seen tutorials doing this on other platforms but not on matlab.

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Laraib 2023-5-26

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此问题的直接链接

https://ww2.mathworks.cn/matlabcentral/answers/1973934-how-to-implement-cbam-with-a-pretarined-network-in-matlab-i-have-seen-tutorials-doing-this-on-other

编辑： Walter Roberson 2025-1-4

%this is the code i found on GitHub but couldn't implement it

lgraph = layerGraph();
tempLayers = imageInputLayer([227 227 3],"Name","imageinput");
lgraph = addLayers(lgraph,tempLayers);
tempLayers = maxPooling2dLayer([5 5],"Name","maxpool_1","Padding","same");
lgraph = addLayers(lgraph,tempLayers);
tempLayers = averagePooling2dLayer([5 5],"Name","avgpool2d_1","Padding","same");
lgraph = addLayers(lgraph,tempLayers);
tempLayers = [
    multiplicationLayer(2,"Name","multiplication_1")
    fullyConnectedLayer(10,"Name","fc_1")
    fullyConnectedLayer(10,"Name","fc_2")
    fullyConnectedLayer(10,"Name","fc_3")
    leakyReluLayer(0.01,"Name","leakyrelu_1")];
lgraph = addLayers(lgraph,tempLayers);
tempLayers = averagePooling2dLayer([5 5],"Name","avgpool2d_2","Padding","same");
lgraph = addLayers(lgraph,tempLayers);
tempLayers = maxPooling2dLayer([5 5],"Name","maxpool_2","Padding","same");
lgraph = addLayers(lgraph,tempLayers);
tempLayers = [
    multiplicationLayer(2,"Name","multiplication_2")
    leakyReluLayer(0.01,"Name","leakyrelu_2")
    sigmoidLayer("Name","sigmoid")
    yolov2OutputLayer([16 16;32 32],"Name","yolov2-out")];
lgraph = addLayers(lgraph,tempLayers);
% 清理辅助变量
clear tempLayers;
%链接所有层
lgraph = connectLayers(lgraph,"imageinput","maxpool_1");
lgraph = connectLayers(lgraph,"imageinput","avgpool2d_1");
lgraph = connectLayers(lgraph,"maxpool_1","multiplication_1/in2");
lgraph = connectLayers(lgraph,"avgpool2d_1","multiplication_1/in1");
lgraph = connectLayers(lgraph,"leakyrelu_1","avgpool2d_2");
lgraph = connectLayers(lgraph,"leakyrelu_1","maxpool_2");
lgraph = connectLayers(lgraph,"avgpool2d_2","multiplication_2/in1");
lgraph = connectLayers(lgraph,"maxpool_2","multiplication_2/in2");
lgraph
lgraph = 
  LayerGraph with properties:

     InputNames: {'imageinput'}
    OutputNames: {'yolov2-out'}
         Layers: [14x1 nnet.cnn.layer.Layer]
    Connections: [15x2 table]

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Laraib 2024-5-27

No i was not able to resolve it. Though my fellow implemented it but using tensorflow and python. In matlab, I couldn't do it.

Shubho 2025-1-4

This worked for me. You an try running the same in the MATLAB 2024b release.

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how to implement CBAM with a pretarined network in matlab. i have seen tutorials doing this on other platforms but not on matlab.

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how to implement CBAM with a pretarined network in matlab. i have seen tutorials doing this on other platforms but not on matlab.

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另请参阅

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