diff --git a/2015200548_KimJeyeon_Assignment/Eigenface/EigenfaceRecognition.py b/2015200548_KimJeyeon_Assignment/Eigenface/EigenfaceRecognition.py new file mode 100644 index 0000000..79dd0fd --- /dev/null +++ b/2015200548_KimJeyeon_Assignment/Eigenface/EigenfaceRecognition.py @@ -0,0 +1,123 @@ +# -*- coding: utf-8 -*- +""" +Created on Sun Jun 14 16:39:01 2015 + +@author: JYKIM +""" + +import numpy as np +from PIL import Image +from pylab import * + + + +img_height = 68 +img_width = 90 +img_sample_num = 15 + +img_mat = np.zeros(img_height * img_width) + +for h in range(img_height): + for w in range(img_width): + temp = Image.open('ImageTestset/other2.bmp') + img_mat[img_height * w + h] = array(temp.convert('L'))[h, w] + + +img_mean_file = open('meanface.txt') + +img_mean_mat = np.zeros((img_height * img_width)) + + +for index in range(img_height * img_width): + img_temp = img_mean_file.readline() + img_mean_mat[index] = float(img_temp) + +img_mean_file.close() + +img_subtract_mat = np.zeros((img_height * img_width)) + +for index in range(img_height * img_width): + img_subtract_mat[index] = img_mat[index] - img_mean_mat[index] + + + +img_eigenvector_sample = np.zeros((img_sample_num, img_height * img_width)) + +for sample_num in range(img_sample_num): + + img_eigen_temp = open('ImageDatasetEigenvector/{0:d}.txt'.format(sample_num + 1)) + + for index in range(img_height * img_width): + img_temp_eigen = img_eigen_temp.readline() + img_eigenvector_sample[sample_num, index] = float(img_temp_eigen) + + img_eigen_temp.close() + +img_test_weight = np.zeros((img_sample_num)) + +img_test_weight = np.dot(img_eigenvector_sample, img_subtract_mat.T) + +img_weight_sample = np.zeros((img_sample_num, img_sample_num)) +img_weight_distance = np.zeros((img_sample_num)) + +for sample_num in range(img_sample_num): + + img_weight_temp = open('ImageDatasetWeight/{0:d}.txt'.format(sample_num + 1)) + + + + for index in range(img_sample_num): + img_temp_weight = img_weight_temp.readline() + img_weight_sample[sample_num, index] = float(img_temp_weight) + + img_weight_temp.close() + + +for sample_num in range(img_sample_num): + for index in range(img_sample_num): + img_weight_distance[sample_num] = img_weight_distance[sample_num] + pow(img_weight_sample[sample_num, index] - img_test_weight[index], 2) + + img_weight_distance[sample_num] = sqrt(img_weight_distance[sample_num]) + + + +min_distance = 10000 +classify = 0 + +for sample_num in range(img_sample_num): + temp = min_distance + min_distance = min(min_distance, img_weight_distance[sample_num]) + if temp != min_distance: + classify = sample_num + + +classnum = int(classify / 5) + 1 + +if img_weight_distance[classify] <= 1800: + print 'Error : ' + print img_weight_distance[classify] + print '\n' + print 'Subset : ' + print classnum +else: + print 'Error : ' + print img_weight_distance[classify] + print '\n' + print 'Subset : ' + print 'This image is a new image!' + +print '\n' +print 'Eigen Face' + +img_eigenface = np.zeros((img_height, img_width)) +img_temp_eigenface = np.zeros((img_height * img_width)) + +num = 0 +for img_sample in range(img_sample_num): + num = num + 1 + + for h in range(img_height): + for w in range(img_width): + img_eigenface[h, w] = abs(img_eigenvector_sample[img_sample, img_height * w + h]) + subplot(3, 5, num) + imshow(img_eigenface) \ No newline at end of file diff --git a/2015200548_KimJeyeon_Assignment/Eigenface/GetEigenfaceFunction.py b/2015200548_KimJeyeon_Assignment/Eigenface/GetEigenfaceFunction.py new file mode 100644 index 0000000..a25680d --- /dev/null +++ b/2015200548_KimJeyeon_Assignment/Eigenface/GetEigenfaceFunction.py @@ -0,0 +1,63 @@ +# -*- coding: utf-8 -*- +""" +Created on Sat Jun 13 14:37:59 2015 + +@author: jykim15 +""" + +import numpy as np +from pylab import * + +#import _imaging + +def GetSubtractImage(img_mat, average_img_vector, img_height, img_width): + + + img_subtract_mat = np.zeros((img_height * img_width)) + + for index in range(img_height * img_width): + img_subtract_mat[index] = img_mat[index] - average_img_vector[index] + + + + return img_subtract_mat + + + +def GetWeight(img_subtract_mat, img_num, img_height, img_width): + + L_mat = np.zeros((img_num, img_num)) + L_mat = np.dot(img_subtract_mat, img_subtract_mat.T) + + eigenvalue, eigenvector = linalg.eigh(L_mat) + + covar_mat_eigenvector = np.zeros((img_height * img_width, img_num)) + covar_mat_eigenvector = np.dot(img_subtract_mat.T, eigenvector) + + sum_eigen = np.zeros(img_num) + + for sample_num in range(img_num): + for index in range(img_height * img_width): + sum_eigen[sample_num] = sum_eigen[sample_num] + pow(covar_mat_eigenvector[index, sample_num], 2) + + sum_eigen[sample_num] = sqrt(sum_eigen[sample_num]) + + for index in range(img_height * img_width): + covar_mat_eigenvector[index, sample_num] = covar_mat_eigenvector[index, sample_num] / sum_eigen[sample_num] + + + for sample_num in range(img_num): + temp_file = open('ImageDatasetEigenvector/{0:d}.txt'.format(sample_num + 1), 'w') + for index in range(img_height * img_width): + temp_file.write(str(covar_mat_eigenvector[index, sample_num])) + temp_file.write('\n') + temp_file.close() + + + + weight = np.zeros((img_num, img_num)) + + + weight = np.dot(covar_mat_eigenvector.T, img_subtract_mat.T) + + return weight \ No newline at end of file diff --git a/2015200548_KimJeyeon_Assignment/Eigenface/GetSampleEigenface.py b/2015200548_KimJeyeon_Assignment/Eigenface/GetSampleEigenface.py new file mode 100644 index 0000000..bc71337 --- /dev/null +++ b/2015200548_KimJeyeon_Assignment/Eigenface/GetSampleEigenface.py @@ -0,0 +1,74 @@ +# -*- coding: utf-8 -*- +""" +Created on Fri Jun 12 17:27:12 2015 + +@author: jykim15 +""" + +import numpy as np +from PIL import Image +from pylab import * +import GetEigenfaceFunction + +img_height = 68 +img_width = 90 +img_sample_num = 15 + +img_sample = np.zeros((img_sample_num, img_height * img_width)) +for sample_num in range(5): + for h in range(img_height): + for w in range(img_width): + temp1 = Image.open('ImageDataset/subset1/{0:d}.bmp'.format(sample_num + 1)) + temp2 = Image.open('ImageDataset/subset2/{0:d}.bmp'.format(sample_num + 1)) + temp3 = Image.open('ImageDataset/subset3/{0:d}.bmp'.format(sample_num + 1)) + + img_sample[sample_num, img_height * w + h] = array(temp1.convert('L'))[h, w] + img_sample[5 + sample_num, img_height * w + h] = array(temp2.convert('L'))[h, w] + img_sample[10 + sample_num, img_height * w + h] = array(temp3.convert('L'))[h, w] + + +img_average_mat = np.zeros((img_height * img_width)) + +for index in range(img_sample_num): + img_average_mat[:] = img_average_mat[:] + img_sample[index,:] + +img_average_mat[:] = img_average_mat[:] / img_sample_num + +temp_img = np.zeros((img_height, img_width)) +for h in range(img_height): + for w in range(img_width): + temp_img[h, w] = img_average_mat[img_height * w + h] + + + +img_mean_subtract_mat = np.zeros((img_sample_num, img_height * img_width)) +temp1_mat = np.zeros((img_height * img_width)) +temp2_mat = np.zeros((img_height * img_width)) + +for index in range(img_sample_num): + for sample1_num in range(img_height * img_width): + temp1_mat[sample1_num] = img_sample[index, sample1_num] + + temp2_mat = GetEigenfaceFunction.GetSubtractImage(temp1_mat, img_average_mat, img_height, img_width) + for sample3_num in range(img_height * img_width): + img_mean_subtract_mat[index, sample3_num] = temp2_mat[sample3_num] + + +eigenface_weight = np.zeros((img_sample_num, img_sample_num)) + +eigenface_weight = GetEigenfaceFunction.GetWeight(img_mean_subtract_mat, img_sample_num, img_height, img_width) + + + +for sample_num in range(img_sample_num): + temp_file = open('ImageDatasetWeight/{0:d}.txt'.format(sample_num + 1), 'w') + for index in range(img_sample_num): + temp_file.write(str(eigenface_weight[index, sample_num])) + temp_file.write('\n') + temp_file.close() + +temp_meanface_file = open('meanface.txt', 'w') +for index in range(img_height * img_width): + temp_meanface_file.write(str(img_average_mat[index])) + temp_meanface_file.write('\n') +temp_meanface_file.close() \ No newline at end of file diff --git a/2015200548_KimJeyeon_Assignment/Eigenface/ImageDataset/subset1/1.bmp b/2015200548_KimJeyeon_Assignment/Eigenface/ImageDataset/subset1/1.bmp new file mode 100644 index 0000000..117f177 Binary files /dev/null and b/2015200548_KimJeyeon_Assignment/Eigenface/ImageDataset/subset1/1.bmp differ diff --git a/2015200548_KimJeyeon_Assignment/Eigenface/ImageDataset/subset1/2.bmp b/2015200548_KimJeyeon_Assignment/Eigenface/ImageDataset/subset1/2.bmp new file mode 100644 index 0000000..9af6dc9 Binary files /dev/null and b/2015200548_KimJeyeon_Assignment/Eigenface/ImageDataset/subset1/2.bmp differ diff --git a/2015200548_KimJeyeon_Assignment/Eigenface/ImageDataset/subset1/3.bmp b/2015200548_KimJeyeon_Assignment/Eigenface/ImageDataset/subset1/3.bmp new file mode 100644 index 0000000..70d399e Binary files /dev/null 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b/2015200548_KimJeyeon_Assignment/Fisherface/FisherfaceRecognition.py new file mode 100644 index 0000000..d408dbe --- /dev/null +++ b/2015200548_KimJeyeon_Assignment/Fisherface/FisherfaceRecognition.py @@ -0,0 +1,132 @@ +# -*- coding: utf-8 -*- +""" +Created on Sun Jun 14 16:39:01 2015 + +@author: JYKIM +""" + +import numpy as np +from PIL import Image +from pylab import * + + + +img_height = 68 +img_width = 90 +img_sample_num = 15 + +img_mat = np.zeros(img_height * img_width) + +for h in range(img_height): + for w in range(img_width): + img_temp = Image.open('ImageTestset/subset2_2.bmp') + img_mat[img_height * w + h] = array(img_temp.convert('L'))[h, w] + + +img_mean_file = open('meanface.txt') + +img_mean_mat = np.zeros((img_height * img_width)) + + +for index in range(img_height * img_width): + img_temp = img_mean_file.readline() + img_mean_mat[index] = float(img_temp) + +img_mean_file.close() + +img_subtract_mat = np.zeros((img_height * img_width)) + +for index in range(img_height * img_width): + img_subtract_mat[index] = img_mat[index] - img_mean_mat[index] + + +img_eigenvector_sample = np.zeros((img_sample_num, img_height * img_width)) + +for sample_num in range(img_sample_num): + + img_eigen_temp = open('ImageDatasetEigenvector/{0:d}.txt'.format(sample_num + 1)) + + for index in range(img_height * img_width): + img_temp_eigen = img_eigen_temp.readline() + img_eigenvector_sample[sample_num, index] = float(img_temp_eigen) + + img_eigen_temp.close() + + +img_test_weight = np.zeros((img_sample_num)) + +img_test_weight = np.dot(img_eigenvector_sample, img_subtract_mat.T) + + + + + + +img_weight_sample = np.zeros((img_sample_num, img_sample_num)) +img_weight_distance = np.zeros((img_sample_num)) + +for sample_num in range(img_sample_num): + + img_weight_temp = open('ImageDatasetWeight/{0:d}.txt'.format(sample_num + 1)) + + + + for index in range(img_sample_num): + img_temp_weight = img_weight_temp.readline() + img_weight_sample[sample_num, index] = float(img_temp_weight) + + img_weight_temp.close() + + +for sample_num in range(img_sample_num): + for index in range(img_sample_num): + img_weight_distance[sample_num] = img_weight_distance[sample_num] + pow(img_weight_sample[sample_num, index] - img_test_weight[index], 2) + + img_weight_distance[sample_num] = sqrt(img_weight_distance[sample_num]) + + +min_distance = 10000 +classify = 0 + +for sample_num in range(img_sample_num): + temp = min_distance + min_distance = min(min_distance, img_weight_distance[sample_num]) + if temp != min_distance: + classify = sample_num + + +classnum = int(classify / 5) + 1 + +if img_weight_distance[classify] <= 1800: + print 'Error : ' + print img_weight_distance[classify] + print '\n' + print 'Subset : ' + print classnum +else: + print 'Error : ' + print img_weight_distance[classify] + print '\n' + print 'Subset : ' + print 'This image is a new image!' + +print '\n' +print 'Fisher Face' + +img_eigenface = np.zeros((img_height, img_width)) +img_temp_eigenface = np.zeros((img_height * img_width)) + +num = 0 +for img_sample in range(img_sample_num): + num = num + 1 + + for h in range(img_height): + for w in range(img_width): + img_eigenface[h, w] = abs(img_eigenvector_sample[img_sample, img_height * w + h]) + + + subplot(3, 5, num) + imshow(img_eigenface) + + + \ No newline at end of file diff --git a/2015200548_KimJeyeon_Assignment/Fisherface/GetFisherfaceFunction.py b/2015200548_KimJeyeon_Assignment/Fisherface/GetFisherfaceFunction.py new file mode 100644 index 0000000..df5d0aa --- /dev/null +++ b/2015200548_KimJeyeon_Assignment/Fisherface/GetFisherfaceFunction.py @@ -0,0 +1,127 @@ +# -*- coding: utf-8 -*- +""" +Created on Sat Jun 13 14:37:59 2015 + +@author: jykim15 +""" + +import numpy as np +from pylab import * + + + +def GetSubtractImage(img_mat, average_img_vector, img_height, img_width): + + + img_subtract_mat = np.zeros((img_height * img_width)) + + for index in range(img_height * img_width): + img_subtract_mat[index] = img_mat[index] - average_img_vector[index] + + + + return img_subtract_mat + + + +def GetWeight(img_mat, img_subtract_mat_subset1, img_subtract_mat_subset2, + img_subtract_mat_subset3, + img_subtract_mat_total, img_num, img_height, img_width): + + Sw_mat = np.zeros((img_height * img_width, img_height * img_width)) + Sw_mat = np.dot(img_subtract_mat_subset1.T, img_subtract_mat_subset1) + np.dot(img_subtract_mat_subset2.T, img_subtract_mat_subset2) + np.dot(img_subtract_mat_subset3.T, img_subtract_mat_subset3) + + + + img_eigenvector_sample = np.zeros((img_num, img_height * img_width)) + + for sample_num in range(img_num): + + img_eigen_weight_temp = open('ImageDatasetEigenfaceEigenvector/{0:d}.txt'.format(sample_num + 1)) + + for index in range(img_height * img_width): + img_temp_eigen = img_eigen_weight_temp.readline() + img_eigenvector_sample[sample_num, index] = float(img_temp_eigen) + + img_eigen_weight_temp.close() + + sigma_Sw_mat = np.zeros((img_num, img_num)) + sigma_Sw_mat = np.dot(np.dot(img_eigenvector_sample, Sw_mat), img_eigenvector_sample.T) + + temp1 = np.zeros((5, img_height * img_width)) + temp2 = np.zeros((5, img_height * img_width)) + temp3 = np.zeros((5, img_height * img_width)) + + for index in range(5): + temp1[index] = img_subtract_mat_subset1[index, :] - img_subtract_mat_total[0, :] + temp2[index] = img_subtract_mat_subset2[index, :] - img_subtract_mat_total[1, :] + temp3[index] = img_subtract_mat_subset3[index, :] - img_subtract_mat_total[2, :] + + Sb_mat = np.zeros((img_height * img_width, img_height * img_width)) + Sb_mat = (np.dot(temp1.T, temp1) + np.dot(temp2.T, temp2) + np.dot(temp3.T, temp3)) * 5 + + sigma_Sb_mat = np.zeros((img_num, img_num)) + sigma_Sb_mat = np.dot(np.dot(img_eigenvector_sample, Sb_mat), img_eigenvector_sample.T) + + + eigenvalue, eigenvector = linalg.eigh(np.dot(np.linalg.inv(sigma_Sw_mat), sigma_Sb_mat)) + + eigenvector_mat = np.zeros((img_num, img_height * img_width)) + eigenvector_mat = np.dot(eigenvector.T, img_eigenvector_sample) + + + + img_mean_subtract = np.zeros((img_height * img_width, img_num)) + + img_mean_file = open('meanface.txt') + + img_mean_mat = np.zeros((img_height * img_width)) + + + for index in range(img_height * img_width): + img_temp = img_mean_file.readline() + img_mean_mat[index] = float(img_temp) + + img_mean_file.close() + + for index in range(img_num): + img_mean_subtract[:, index] = img_mat.T[:, index] - img_mean_mat + + + covar_mat_eigenvector = np.zeros((img_height * img_width, img_num)) + + covar_mat_eigenvector[:, :] = eigenvector_mat.T[:, :] + + sum_eigen = np.zeros(img_num) + + for sample_num in range(img_num): + for index in range(img_height * img_width): + sum_eigen[sample_num] = sum_eigen[sample_num] + pow(covar_mat_eigenvector[index, sample_num], 2) + + sum_eigen[sample_num] = sqrt(sum_eigen[sample_num]) + + for index in range(img_height * img_width): + covar_mat_eigenvector[index, sample_num] = covar_mat_eigenvector[index, sample_num] / sum_eigen[sample_num] + + + + + for sample_num in range(img_num): + temp_file = open('ImageDatasetEigenvector/{0:d}.txt'.format(sample_num + 1), 'w') + for index in range(img_height * img_width): + temp_file.write(str(covar_mat_eigenvector[index, sample_num])) + temp_file.write('\n') + temp_file.close() + + total_subtract_mat = np.zeros((img_height * img_width, img_num)) + + for index in range(15): + total_subtract_mat[:, index] = img_mat.T[:, index] - img_mean_mat + + weight = np.zeros((img_num, img_num)) + + + weight = np.dot(covar_mat_eigenvector.T, total_subtract_mat) + + + return weight \ No newline at end of file diff --git a/2015200548_KimJeyeon_Assignment/Fisherface/GetSampleFisherEigenface.py b/2015200548_KimJeyeon_Assignment/Fisherface/GetSampleFisherEigenface.py new file mode 100644 index 0000000..cfd91d1 --- /dev/null +++ b/2015200548_KimJeyeon_Assignment/Fisherface/GetSampleFisherEigenface.py @@ -0,0 +1,105 @@ +# -*- coding: utf-8 -*- +""" +Created on Fri Jun 12 17:27:12 2015 + +@author: jykim15 +""" + +import numpy as np +from PIL import Image +from pylab import * +import GetFisherfaceFunction + +img_height = 68 +img_width = 90 +img_sample_num = 15 + +img_sample = np.zeros((img_sample_num, img_height * img_width)) +for sample_num in range(5): + for h in range(img_height): + for w in range(img_width): + + img_temp1 = Image.open('ImageDataset/subset1/{0:d}.bmp'.format(sample_num + 1)) + img_temp2 = Image.open('ImageDataset/subset2/{0:d}.bmp'.format(sample_num + 1)) + img_temp3 = Image.open('ImageDataset/subset3/{0:d}.bmp'.format(sample_num + 1)) + + img_sample[sample_num, img_height * w + h] = array(img_temp1.convert('L'))[h, w] + img_sample[5 + sample_num, img_height * w + h] = array(img_temp2.convert('L'))[h, w] + img_sample[10 + sample_num, img_height * w + h] = array(img_temp3.convert('L'))[h, w] + + +img_average_mat_total = np.zeros((img_height * img_width)) +img_average_mat_subset1 = np.zeros((img_height * img_width)) +img_average_mat_subset2 = np.zeros((img_height * img_width)) +img_average_mat_subset3 = np.zeros((img_height * img_width)) + + +for index in range(img_sample_num): + img_average_mat_total = img_average_mat_total + img_sample[index,:] / img_sample_num + +for index in range(img_sample_num / 3): + img_average_mat_subset1 = img_average_mat_subset1 + img_sample[index,:] + img_average_mat_subset2 = img_average_mat_subset2 + img_sample[index + 5,:] + img_average_mat_subset3 = img_average_mat_subset3 + img_sample[index + 10,:] + +img_average_mat_subset1 = img_average_mat_subset1 / (img_sample_num / 3) +img_average_mat_subset2 = img_average_mat_subset2 / (img_sample_num / 3) +img_average_mat_subset3 = img_average_mat_subset3 / (img_sample_num / 3) + +img_mean_subtract_mat_subset1 = np.zeros((img_sample_num / 3, img_height * img_width)) +img_mean_subtract_mat_subset2 = np.zeros((img_sample_num / 3, img_height * img_width)) +img_mean_subtract_mat_subset3 = np.zeros((img_sample_num / 3, img_height * img_width)) + +temp1_mat = np.zeros((img_height * img_width)) +temp2_mat = np.zeros((img_height * img_width)) + +for index in range(img_sample_num / 3): + for sample1_num in range(img_height * img_width): + temp1_mat[sample1_num] = img_sample[index, sample1_num] + + temp2_mat = GetFisherfaceFunction.GetSubtractImage(temp1_mat, img_average_mat_subset1, img_height, img_width) + for sample3_num in range(img_height * img_width): + img_mean_subtract_mat_subset1[index, sample3_num] = temp2_mat[sample3_num] + + +for index in range(img_sample_num / 3): + for sample1_num in range(img_height * img_width): + temp1_mat[sample1_num] = img_sample[index + 5, sample1_num] + + temp2_mat = GetFisherfaceFunction.GetSubtractImage(temp1_mat, img_average_mat_subset2, img_height, img_width) + for sample3_num in range(img_height * img_width): + img_mean_subtract_mat_subset2[index, sample3_num] = temp2_mat[sample3_num] + + +for index in range(img_sample_num / 3): + for sample1_num in range(img_height * img_width): + temp1_mat[sample1_num] = img_sample[index + 10, sample1_num] + + temp2_mat = GetFisherfaceFunction.GetSubtractImage(temp1_mat, img_average_mat_subset3, img_height, img_width) + for sample3_num in range(img_height * img_width): + img_mean_subtract_mat_subset3[index, sample3_num] = temp2_mat[sample3_num] + + +img_total_mean_subtract_mat = np.zeros((3, img_height * img_width)) + +img_total_mean_subtract_mat[0, :] = img_average_mat_subset1 - img_average_mat_total +img_total_mean_subtract_mat[1, :] = img_average_mat_subset2 - img_average_mat_total +img_total_mean_subtract_mat[2, :] = img_average_mat_subset3 - img_average_mat_total + Ei + +fisherface_weight = np.zeros((img_sample_num, img_sample_num)) + +fisherface_weight = GetFisherfaceFunction.GetWeight(img_sample, img_mean_subtract_mat_subset1, + img_mean_subtract_mat_subset2, + img_mean_subtract_mat_subset3, img_total_mean_subtract_mat, + img_sample_num, img_height, img_width) + + + +for sample_num in range(img_sample_num): + temp_file = open('ImageDatasetWeight/{0:d}.txt'.format(sample_num + 1), 'w') + for index in range(img_sample_num): + temp_file.write(str(fisherface_weight[index, sample_num])) + temp_file.write('\n') + temp_file.close() + diff --git a/2015200548_KimJeyeon_Assignment/Fisherface/ImageDataset/subset1/1.bmp b/2015200548_KimJeyeon_Assignment/Fisherface/ImageDataset/subset1/1.bmp new file mode 100644 index 0000000..117f177 Binary files /dev/null and b/2015200548_KimJeyeon_Assignment/Fisherface/ImageDataset/subset1/1.bmp differ diff --git a/2015200548_KimJeyeon_Assignment/Fisherface/ImageDataset/subset1/2.bmp b/2015200548_KimJeyeon_Assignment/Fisherface/ImageDataset/subset1/2.bmp new file mode 100644 index 0000000..9af6dc9 Binary files /dev/null and b/2015200548_KimJeyeon_Assignment/Fisherface/ImageDataset/subset1/2.bmp differ diff --git a/2015200548_KimJeyeon_Assignment/Fisherface/ImageDataset/subset1/3.bmp 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