From 2e2af889bab3404adecd8a0e67c2bf3239e25c61 Mon Sep 17 00:00:00 2001 From: Michael Zhang Date: Thu, 23 Nov 2023 23:44:01 -0600 Subject: [PATCH] initial quiz 5 --- quiz/5/main.m | 81 +++++++++++++++++++++++++ quiz/5/myLReLULayer.m | 39 ++++++++++++ quiz/5/optdigits_test/0/image1684.png | Bin 0 -> 112 bytes quiz/5/optdigits_test/0/image1685.png | Bin 0 -> 114 bytes quiz/5/optdigits_test/0/image1686.png | Bin 0 -> 114 bytes quiz/5/optdigits_test/0/image1687.png | Bin 0 -> 115 bytes quiz/5/optdigits_test/0/image1688.png | Bin 0 -> 113 bytes quiz/5/optdigits_test/0/image1689.png | Bin 0 -> 115 bytes quiz/5/optdigits_test/0/image1690.png | Bin 0 -> 114 bytes quiz/5/optdigits_test/0/image1691.png | Bin 0 -> 111 bytes quiz/5/optdigits_test/0/image1692.png | Bin 0 -> 112 bytes quiz/5/optdigits_test/0/image1693.png | Bin 0 -> 113 bytes quiz/5/optdigits_test/0/image1694.png | Bin 0 -> 114 bytes quiz/5/optdigits_test/0/image1695.png | Bin 0 -> 115 bytes quiz/5/optdigits_test/0/image1696.png | 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quiz/5/optdigits_valid/9/image1700.png diff --git a/quiz/5/main.m b/quiz/5/main.m new file mode 100644 index 0000000..8440be8 --- /dev/null +++ b/quiz/5/main.m @@ -0,0 +1,81 @@ +clear all;clc +%% Only modify the codes in the Define Network Architecture section. + + +%% Load and Explore Image Data +% training data +digitDatasetPath = 'optdigits_train'; +imds_train = imageDatastore(digitDatasetPath, ... + 'IncludeSubfolders',true,'LabelSource','foldernames'); +figure; +perm = randperm(1873,20); +for i = 1:20 + subplot(4,5,i); + imshow(imds_train.Files{perm(i)}); +end + +labelCount = countEachLabel(imds_train) + +img = readimage(imds_train,1); +size(img) + +% validation data +digitDatasetPath = 'optdigits_valid'; +imds_valid = imageDatastore(digitDatasetPath, ... + 'IncludeSubfolders',true,'LabelSource','foldernames'); +figure; +perm = randperm(1873,20); +for i = 1:20 + subplot(4,5,i); + imshow(imds_valid.Files{perm(i)}); +end + +labelCount = countEachLabel(imds_valid) + +img = readimage(imds_valid,1); +size(img) + +% testing data +digitDatasetPath = 'optdigits_test'; +imds_test = imageDatastore(digitDatasetPath, ... + 'IncludeSubfolders',true,'LabelSource','foldernames'); +figure; +perm = randperm(1873,20); +for i = 1:20 + subplot(4,5,i); + imshow(imds_test.Files{perm(i)}); +end + +labelCount = countEachLabel(imds_test) + +img = readimage(imds_test,1); +size(img) + + +%%%%%%%%%%%%%%%%%%%%%%%% Modify the codes here %%%%%%%%%%%%%%%%%%%%%% +%% Define Network Architecture +%%%%%%%%%%%%%%%%%%%%%%%% Modify the codes here %%%%%%%%%%%%%%%%%%%%%% +% network 1 +layers = [ ... + imageInputLayer([8 8 1]) + convolution2dLayer(4,10,'Padding','same') + %batchNormalizationLayer + reluLayer + fullyConnectedLayer(10) + softmaxLayer + classificationLayer]; + +%% Specify training/validation options +options = trainingOptions('adam','MaxEpochs',10, ... + 'ValidationData',imds_valid, ... + 'ValidationFrequency',30, ... + 'Verbose',false, ... + 'Plots','training-progress'); + +%% Train the network +net = trainNetwork(imds_train,layers,options); + +%% Predict the labels of new data and calculate the classification accuracy. +YPred = classify(net,imds_test); +Ytest = imds_test.Labels; +accuracy = sum(YPred == Ytest)/numel(Ytest) \ No newline at end of file diff --git a/quiz/5/myLReLULayer.m b/quiz/5/myLReLULayer.m new file mode 100644 index 0000000..51436ee --- /dev/null +++ b/quiz/5/myLReLULayer.m @@ -0,0 +1,39 @@ +classdef myLReLULayer < nnet.layer.Layer + + properties + + % Scaling coefficient + Alpha + end + + methods + function layer = myLReLULayer(scale, name) + % Create an examplePreluLayer with numChannels channels + + % Set layer name + if nargin == 2 + layer.Name = name; + end + + % Set layer description + layer.Description = ... + ['myLReLULayer with ', num2str(scale), ' channels']; + + layer.Alpha = scale; + end + + function Z = predict(layer, X) + % Forward input data through the layer and output the result + + Z = max(X, layer.Alpha*X); + end + + 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