def UnsupervisedClassification(DiskPath,filelist):
# Variables
#imdir = r'C:\CK\welldata-images\Disk1'
targetdir = os.getcwd()+"/"+ "Cluster/"+dirName
number_clusters = 4
featurelist = []
for i, imagepath in enumerate(filelist):
print(" Status: %s / %s" %(i, len(filelist)), end="\r")
img = image.load_img(imagepath,target_size=(224, 224))
img_data = image.img_to_array(img)
img_data = np.expand_dims(img_data, axis=0)
img_data = preprocess_input(img_data)
features = np.array(model.predict(img_data))
#features_flat = features.reshape(( -1,2))
featurelist.append(features.flatten())
# Clustering
kmeans = KMeans(n_clusters=number_clusters, random_state=0).fit(np.array(featurelist))
print('------------------------K-Means Clustering Completed------------------------')
try:
os.makedirs(targetdir)
except OSError:
pass
#Copy Image
print("\n")
for i, m in enumerate(kmeans.labels_):
print(" Copy: %s / %s" %(i, len(kmeans.labels_)), end="\r")
shutil.copy(filelist[i], targetdir + str(m) + "_" + str(i) + ".png")
#print('Before Upload Files')
uploadFile.UploadFiles('converge-clusterimages',DiskPath,str(m) + "_" + str(i) + ".png",targetdir + str(m) + "_" + str(i) + ".png")
def ImageProcess(path, DiskPath):
try:
if ("Splits" in path):
outputDir = path.rsplit('/', 1)[0] + "\\Splits-Enhanced\\"
if (os.path.isdir(outputDir) == False):
os.makedirs(outputDir, exist_ok=True)
print('Created Enhanced images directory for splits')
else:
print(path)
outputDir = path.rsplit('\\', 1)[0] + "\\Enhanced\\"
if (os.path.isdir(outputDir) == False):
os.makedirs(outputDir, exist_ok=True)
print('Created Enhanced images directory')
file_name = path.rsplit('/', 1)[-1]
#print (os.path.join(root,filename) )
#file_name_withoutext=Constants.FileName
file_name_withoutext = path.rsplit('\\', 1)[1].split('.')[0]
im_new = process_image_for_ocr(path)
kernel = np.ones((1, 1), np.uint8)
closing = cv2.morphologyEx(im_new, cv2.MORPH_CLOSE, kernel)
#kernel = np.ones((1,1),np.uint8)
#erosion = cv2.erode(im_new,kernel,iterations = 50)
EnhancedImagePath = os.path.join(
outputDir, file_name_withoutext + '_Enhanced.png')
cv2.imwrite(EnhancedImagePath, closing)
#cv2.waitKey(0)
#fetch ContainerName From StorageContainer For ProcessedImages
#StorageAcountName=retrieveTableStorage.FetchValueFromTableStorage('ProcessedStorageAccountNameWest')
#import Constants as cons
#OriginLoc=cons.OriginLocation
#if(OriginLoc=='WH'):
#ProcessedSContainerName=retrieveTableStorage.FetchValueFromTableStorage('ProcessedStorageAccountNameWest')
#if(OriginLoc=='EH'):
#ProcessedSContainerName=retrieveTableStorage.FetchValueFromTableStorage('ProcessedStorageAccountNameEast')
#Comment this
#ProcessedSContainerName=Constants.ProcessedSContainerName
#StorageAcountName=retrieveTableStorage.FetchValueFromTableStorage('StorageAccountNameEast')
#uploadFiles.UploadFiles(ProcessedSContainerName,file_name_withoutext+'_Enhanced.png',os.path.join(outputDir,file_name_withoutext+'_Enhanced.png'))
uploadFile.UploadFiles('converge-enhancedimages', DiskPath,
file_name_withoutext + '_Enhanced.png',
EnhancedImagePath)
print('----------------Image Processing Completed for ' +
file_name_withoutext + '----------------')
#print('upload Done!')
#import Constants as cons
#OriginLoc=cons.OriginLocation
#UnComment Production
#FETCH STOAREGE ACCOUNT NAME
#if(OriginLoc=='WH'):
#StorageAcountName=retrieveTableStorage.FetchValueFromTableStorage('StorageAccountNameWest')
#if(OriginLoc=='EH'):
#StorageAcountName=retrieveTableStorage.FetchValueFromTableStorage('StorageAccountNameEast')
#UnComment Production
#StorageAcountName='029ze1b1storslbpcom'
# print('upload Done!!!')
#print('path:::'+path)
#path=path.replace("/", "\\")
#absPath=path.rsplit('\\', 1)[0]
#cwd=os.getcwd()
#fullpath="".join(absPath.rsplit(cwd))
#fullpath=fullpath.lstrip("\\")
#print('fullpath:::'+fullpath)
#fullpath=fullpath.replace("\\", "/")
#print('After fullpath:::'+fullpath)
#StorageAcountName = retrieveTableStorage.FetchValueFromTableStorage(Constants.UploadStorageAccountName)
#StorageAcountName='stgactssabackupdev'
#blobpath='https://'+StorageAcountName+'.blob.core.windows.net/'+ ProcessedSContainerName+'/'+fullpath+'/'+file_name_withoutext+'_Enhanced.png'
#insertintoCosmos.updateDocumentsinCosmos(file_name_withoutext+'.TIF','EnhancedImage_FilePath',blobpath)
return EnhancedImagePath
except Exception as e:
print('Error occurred in ImageProcess :::.', e)