From d3035bee996268cefdcda9f173ceaccdc2d78c7b Mon Sep 17 00:00:00 2001 From: "Mahesh Warang (warangm)" Date: Fri, 10 Mar 2023 17:38:58 +0000 Subject: [PATCH] Add files via upload --- cell-cnn (1).ipynb | 1 + 1 file changed, 1 insertion(+) create mode 100644 cell-cnn (1).ipynb diff --git a/cell-cnn (1).ipynb b/cell-cnn (1).ipynb new file mode 100644 index 0000000..b6620f7 --- /dev/null +++ b/cell-cnn (1).ipynb @@ -0,0 +1 @@ +{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.7.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import os\nimport numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nimport glob\nfrom tensorflow.keras.models import Sequential\nfrom tensorflow.keras.layers import Dense,Conv2D,MaxPool2D,Dropout,Flatten,BatchNormalization,Activation,LSTM,RepeatVector\nfrom matplotlib.image import imread\nfrom tensorflow.keras.preprocessing.image import ImageDataGenerator\nfrom tensorflow.keras.callbacks import EarlyStopping\nfrom tensorflow.keras.preprocessing import image\nfrom sklearn.metrics import classification_report,confusion_matrix","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2023-03-10T16:34:17.941597Z","iopub.execute_input":"2023-03-10T16:34:17.941981Z","iopub.status.idle":"2023-03-10T16:34:25.869390Z","shell.execute_reply.started":"2023-03-10T16:34:17.941946Z","shell.execute_reply":"2023-03-10T16:34:25.868374Z"},"trusted":true},"execution_count":2,"outputs":[]},{"cell_type":"markdown","source":"**Data load**","metadata":{}},{"cell_type":"code","source":"data_dir = '../input/cell-images-parasitized-or-not/cell_images'\nprint(os.listdir(data_dir))","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:26:02.952532Z","iopub.execute_input":"2023-03-03T09:26:02.953213Z","iopub.status.idle":"2023-03-03T09:26:02.962953Z","shell.execute_reply.started":"2023-03-03T09:26:02.953181Z","shell.execute_reply":"2023-03-03T09:26:02.961628Z"},"trusted":true},"execution_count":155,"outputs":[{"name":"stdout","text":"['test', 'train']\n","output_type":"stream"}]},{"cell_type":"code","source":"test_path = data_dir + '/test/'\ntrain_path = data_dir + '/train/'","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:26:02.972576Z","iopub.execute_input":"2023-03-03T09:26:02.973201Z","iopub.status.idle":"2023-03-03T09:26:02.977891Z","shell.execute_reply.started":"2023-03-03T09:26:02.973169Z","shell.execute_reply":"2023-03-03T09:26:02.976653Z"},"trusted":true},"execution_count":156,"outputs":[]},{"cell_type":"code","source":"print(os.listdir(test_path))\nprint(os.listdir(train_path))","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:26:02.995705Z","iopub.execute_input":"2023-03-03T09:26:02.998074Z","iopub.status.idle":"2023-03-03T09:26:03.006419Z","shell.execute_reply.started":"2023-03-03T09:26:02.998039Z","shell.execute_reply":"2023-03-03T09:26:03.005305Z"},"trusted":true},"execution_count":157,"outputs":[{"name":"stdout","text":"['uninfected', 'parasitized']\n['uninfected', 'parasitized']\n","output_type":"stream"}]},{"cell_type":"code","source":"parasitized_path_cell = train_path + '/parasitized/'\nuninfected_path_cell = train_path + '/uninfected/'","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:26:03.028713Z","iopub.execute_input":"2023-03-03T09:26:03.029054Z","iopub.status.idle":"2023-03-03T09:26:03.036544Z","shell.execute_reply.started":"2023-03-03T09:26:03.029021Z","shell.execute_reply":"2023-03-03T09:26:03.035345Z"},"trusted":true},"execution_count":158,"outputs":[]},{"cell_type":"code","source":"parasitized = glob.glob(parasitized_path_cell+'/*.png')\nuninfected = glob.glob(uninfected_path_cell+'/*.png')","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:26:03.046643Z","iopub.execute_input":"2023-03-03T09:26:03.047311Z","iopub.status.idle":"2023-03-03T09:26:03.141822Z","shell.execute_reply.started":"2023-03-03T09:26:03.047270Z","shell.execute_reply":"2023-03-03T09:26:03.140626Z"},"trusted":true},"execution_count":159,"outputs":[]},{"cell_type":"code","source":"os.listdir(parasitized_path_cell)[0]","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:26:03.143865Z","iopub.execute_input":"2023-03-03T09:26:03.144215Z","iopub.status.idle":"2023-03-03T09:26:03.159146Z","shell.execute_reply.started":"2023-03-03T09:26:03.144184Z","shell.execute_reply":"2023-03-03T09:26:03.158161Z"},"trusted":true},"execution_count":160,"outputs":[{"execution_count":160,"output_type":"execute_result","data":{"text/plain":"'C99P60ThinF_IMG_20150918_141001_cell_93.png'"},"metadata":{}}]},{"cell_type":"markdown","source":"**Visualize the data available**","metadata":{}},{"cell_type":"code","source":"","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"fig, ax = plt.subplots(figsize=(12, 8))\nfig.suptitle('Parasitized cells', fontsize=24)\n\n\n\nfor ind, img_src in enumerate(parasitized[:30]):\n plt.subplot(3, 10, ind+1)\n img = plt.imread(img_src)\n plt.axis('off')\n plt.imshow(img)","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:26:03.160971Z","iopub.execute_input":"2023-03-03T09:26:03.161907Z","iopub.status.idle":"2023-03-03T09:26:04.398175Z","shell.execute_reply.started":"2023-03-03T09:26:03.161866Z","shell.execute_reply":"2023-03-03T09:26:04.396912Z"},"trusted":true},"execution_count":161,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}}]},{"cell_type":"code","source":"fig, ax = plt.subplots(figsize=(12, 8))\nfig.suptitle('uninfected cells', fontsize=24)\n\n\n\nfor ind, img_src in enumerate(uninfected[:30]):\n plt.subplot(3, 10, ind+1)\n img = plt.imread(img_src)\n plt.axis('on')\n plt.imshow(img)","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:26:04.400887Z","iopub.execute_input":"2023-03-03T09:26:04.401522Z","iopub.status.idle":"2023-03-03T09:26:07.279250Z","shell.execute_reply.started":"2023-03-03T09:26:04.401483Z","shell.execute_reply":"2023-03-03T09:26:07.278214Z"},"trusted":true},"execution_count":162,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}}]},{"cell_type":"code","source":"para = parasitized_path_cell + os.listdir(parasitized_path_cell)[10]","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:26:07.280876Z","iopub.execute_input":"2023-03-03T09:26:07.281473Z","iopub.status.idle":"2023-03-03T09:26:07.298368Z","shell.execute_reply.started":"2023-03-03T09:26:07.281433Z","shell.execute_reply":"2023-03-03T09:26:07.297394Z"},"trusted":true},"execution_count":163,"outputs":[]},{"cell_type":"code","source":"plt.imshow(imread(para))","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:26:07.299793Z","iopub.execute_input":"2023-03-03T09:26:07.300843Z","iopub.status.idle":"2023-03-03T09:26:07.605959Z","shell.execute_reply.started":"2023-03-03T09:26:07.300799Z","shell.execute_reply":"2023-03-03T09:26:07.604967Z"},"trusted":true},"execution_count":164,"outputs":[{"execution_count":164,"output_type":"execute_result","data":{"text/plain":""},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}}]},{"cell_type":"code","source":"os.listdir(uninfected_path_cell)[0]","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:26:07.607691Z","iopub.execute_input":"2023-03-03T09:26:07.608443Z","iopub.status.idle":"2023-03-03T09:26:07.622581Z","shell.execute_reply.started":"2023-03-03T09:26:07.608399Z","shell.execute_reply":"2023-03-03T09:26:07.621490Z"},"trusted":true},"execution_count":165,"outputs":[{"execution_count":165,"output_type":"execute_result","data":{"text/plain":"'C203ThinF_IMG_20151029_102123_cell_51.png'"},"metadata":{}}]},{"cell_type":"code","source":"un = uninfected_path_cell+'C203ThinF_IMG_20151029_102123_cell_51.png'","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:26:07.626470Z","iopub.execute_input":"2023-03-03T09:26:07.626765Z","iopub.status.idle":"2023-03-03T09:26:07.631733Z","shell.execute_reply.started":"2023-03-03T09:26:07.626737Z","shell.execute_reply":"2023-03-03T09:26:07.630660Z"},"trusted":true},"execution_count":166,"outputs":[]},{"cell_type":"code","source":"plt.imshow(imread(un))","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:26:07.633401Z","iopub.execute_input":"2023-03-03T09:26:07.634088Z","iopub.status.idle":"2023-03-03T09:26:07.954515Z","shell.execute_reply.started":"2023-03-03T09:26:07.634047Z","shell.execute_reply":"2023-03-03T09:26:07.953454Z"},"trusted":true},"execution_count":167,"outputs":[{"execution_count":167,"output_type":"execute_result","data":{"text/plain":""},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":"Check the size of parasitized and uninfected data","metadata":{}},{"cell_type":"code","source":"len(os.listdir(parasitized_path_cell))\n","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:26:07.956183Z","iopub.execute_input":"2023-03-03T09:26:07.956860Z","iopub.status.idle":"2023-03-03T09:26:07.971485Z","shell.execute_reply.started":"2023-03-03T09:26:07.956808Z","shell.execute_reply":"2023-03-03T09:26:07.970333Z"},"trusted":true},"execution_count":168,"outputs":[{"execution_count":168,"output_type":"execute_result","data":{"text/plain":"12480"},"metadata":{}}]},{"cell_type":"code","source":"len(os.listdir(uninfected_path_cell))","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:26:07.973398Z","iopub.execute_input":"2023-03-03T09:26:07.973805Z","iopub.status.idle":"2023-03-03T09:26:07.987795Z","shell.execute_reply.started":"2023-03-03T09:26:07.973766Z","shell.execute_reply":"2023-03-03T09:26:07.986641Z"},"trusted":true},"execution_count":169,"outputs":[{"execution_count":169,"output_type":"execute_result","data":{"text/plain":"12480"},"metadata":{}}]},{"cell_type":"markdown","source":"**Check the dimensions to balance the data**","metadata":{}},{"cell_type":"code","source":"dimension_1 = []\ndimension_2 = []\n\nfor image in os.listdir(test_path+'parasitized'):\n img = imread(test_path + 'parasitized/'+image)\n d1,d2,color = img.shape\n dimension_1.append(d1)\n dimension_2.append(d2)\n \n","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:26:07.989773Z","iopub.execute_input":"2023-03-03T09:26:07.990175Z","iopub.status.idle":"2023-03-03T09:26:10.091067Z","shell.execute_reply.started":"2023-03-03T09:26:07.990136Z","shell.execute_reply":"2023-03-03T09:26:10.089970Z"},"trusted":true},"execution_count":170,"outputs":[]},{"cell_type":"code","source":"# visualize the size difference\nsns.jointplot(x = dimension_1,y = dimension_2)","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:26:10.093299Z","iopub.execute_input":"2023-03-03T09:26:10.094167Z","iopub.status.idle":"2023-03-03T09:26:10.942741Z","shell.execute_reply.started":"2023-03-03T09:26:10.094118Z","shell.execute_reply":"2023-03-03T09:26:10.941437Z"},"trusted":true},"execution_count":171,"outputs":[{"execution_count":171,"output_type":"execute_result","data":{"text/plain":""},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":"Take the average dimension","metadata":{}},{"cell_type":"code","source":"np.mean(dimension_1)","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:26:10.944590Z","iopub.execute_input":"2023-03-03T09:26:10.945327Z","iopub.status.idle":"2023-03-03T09:26:10.954102Z","shell.execute_reply.started":"2023-03-03T09:26:10.945278Z","shell.execute_reply":"2023-03-03T09:26:10.952765Z"},"trusted":true},"execution_count":172,"outputs":[{"execution_count":172,"output_type":"execute_result","data":{"text/plain":"134.64307692307693"},"metadata":{}}]},{"cell_type":"code","source":"np.mean(dimension_2)","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:26:10.955800Z","iopub.execute_input":"2023-03-03T09:26:10.956508Z","iopub.status.idle":"2023-03-03T09:26:10.967208Z","shell.execute_reply.started":"2023-03-03T09:26:10.956466Z","shell.execute_reply":"2023-03-03T09:26:10.965882Z"},"trusted":true},"execution_count":173,"outputs":[{"execution_count":173,"output_type":"execute_result","data":{"text/plain":"133.31846153846155"},"metadata":{}}]},{"cell_type":"code","source":"image_shape = (134,134,3)","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:26:10.969160Z","iopub.execute_input":"2023-03-03T09:26:10.969649Z","iopub.status.idle":"2023-03-03T09:26:10.975397Z","shell.execute_reply.started":"2023-03-03T09:26:10.969608Z","shell.execute_reply":"2023-03-03T09:26:10.974184Z"},"trusted":true},"execution_count":174,"outputs":[]},{"cell_type":"markdown","source":"**Data agumentation**","metadata":{}},{"cell_type":"code","source":"","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"generator = ImageDataGenerator(rotation_range=20,\n width_shift_range=0.1,\n height_shift_range=0.1,\n shear_range=0.1,\n horizontal_flip=True,\n fill_mode='nearest',\n rescale=1/255)","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:26:10.977613Z","iopub.execute_input":"2023-03-03T09:26:10.978098Z","iopub.status.idle":"2023-03-03T09:26:10.986623Z","shell.execute_reply.started":"2023-03-03T09:26:10.978058Z","shell.execute_reply":"2023-03-03T09:26:10.985237Z"},"trusted":true},"execution_count":175,"outputs":[]},{"cell_type":"code","source":"","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"uninfected_image_read = imread(un)\nplt.imshow(uninfected_image_read)","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:26:10.988718Z","iopub.execute_input":"2023-03-03T09:26:10.989267Z","iopub.status.idle":"2023-03-03T09:26:11.311095Z","shell.execute_reply.started":"2023-03-03T09:26:10.989227Z","shell.execute_reply":"2023-03-03T09:26:11.310039Z"},"trusted":true},"execution_count":176,"outputs":[{"execution_count":176,"output_type":"execute_result","data":{"text/plain":""},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}}]},{"cell_type":"code","source":"plt.imshow(generator.random_transform(uninfected_image_read))","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:26:11.312639Z","iopub.execute_input":"2023-03-03T09:26:11.315332Z","iopub.status.idle":"2023-03-03T09:26:11.711891Z","shell.execute_reply.started":"2023-03-03T09:26:11.315288Z","shell.execute_reply":"2023-03-03T09:26:11.710569Z"},"trusted":true},"execution_count":177,"outputs":[{"execution_count":177,"output_type":"execute_result","data":{"text/plain":""},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}}]},{"cell_type":"code","source":"train_img_gen = generator.flow_from_directory(train_path,target_size=[134,134],\n color_mode='rgb',batch_size= 20,\n class_mode='binary') ","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:26:11.721753Z","iopub.execute_input":"2023-03-03T09:26:11.722506Z","iopub.status.idle":"2023-03-03T09:26:19.751770Z","shell.execute_reply.started":"2023-03-03T09:26:11.722462Z","shell.execute_reply":"2023-03-03T09:26:19.749897Z"},"trusted":true},"execution_count":178,"outputs":[{"name":"stdout","text":"Found 24958 images belonging to 2 classes.\n","output_type":"stream"}]},{"cell_type":"code","source":"test_img_gen = generator.flow_from_directory(test_path,target_size=[134,134],\n color_mode='rgb',batch_size=20,\n class_mode='binary',shuffle=False) ","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:26:19.755144Z","iopub.execute_input":"2023-03-03T09:26:19.755481Z","iopub.status.idle":"2023-03-03T09:26:20.152426Z","shell.execute_reply.started":"2023-03-03T09:26:19.755451Z","shell.execute_reply":"2023-03-03T09:26:20.151261Z"},"trusted":true},"execution_count":179,"outputs":[{"name":"stdout","text":"Found 2600 images belonging to 2 classes.\n","output_type":"stream"}]},{"cell_type":"code","source":"train_img_gen.class_indices","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:26:20.153992Z","iopub.execute_input":"2023-03-03T09:26:20.154701Z","iopub.status.idle":"2023-03-03T09:26:20.162637Z","shell.execute_reply.started":"2023-03-03T09:26:20.154657Z","shell.execute_reply":"2023-03-03T09:26:20.161552Z"},"trusted":true},"execution_count":180,"outputs":[{"execution_count":180,"output_type":"execute_result","data":{"text/plain":"{'parasitized': 0, 'uninfected': 1}"},"metadata":{}}]},{"cell_type":"markdown","source":"**CNN Single layer model**","metadata":{}},{"cell_type":"code","source":"#Single layer\nmodel_set = Sequential()\nmodel_set.add(Conv2D(filters=128, kernel_size=(3, 3), activation='relu', input_shape=image_shape))\nmodel_set.add(MaxPool2D(pool_size=(2, 2)))\n\nmodel_set.add(Flatten())\nmodel_set.add(Dense(1,activation='sigmoid'))\n\nmodel_set.compile(loss='binary_crossentropy',optimizer='adam',metrics=['accuracy'])","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:26:20.164508Z","iopub.execute_input":"2023-03-03T09:26:20.165622Z","iopub.status.idle":"2023-03-03T09:26:20.210068Z","shell.execute_reply.started":"2023-03-03T09:26:20.165591Z","shell.execute_reply":"2023-03-03T09:26:20.209034Z"},"trusted":true},"execution_count":181,"outputs":[]},{"cell_type":"code","source":"model_set.summary()","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:26:20.211786Z","iopub.execute_input":"2023-03-03T09:26:20.212234Z","iopub.status.idle":"2023-03-03T09:26:20.240556Z","shell.execute_reply.started":"2023-03-03T09:26:20.212192Z","shell.execute_reply":"2023-03-03T09:26:20.239405Z"},"trusted":true},"execution_count":182,"outputs":[{"name":"stdout","text":"Model: \"sequential_15\"\n_________________________________________________________________\n Layer (type) Output Shape Param # \n=================================================================\n conv2d_48 (Conv2D) (None, 132, 132, 128) 3584 \n \n max_pooling2d_40 (MaxPoolin (None, 66, 66, 128) 0 \n g2D) \n \n flatten_15 (Flatten) (None, 557568) 0 \n \n dense_30 (Dense) (None, 1) 557569 \n \n=================================================================\nTotal params: 561,153\nTrainable params: 561,153\nNon-trainable params: 0\n_________________________________________________________________\n","output_type":"stream"}]},{"cell_type":"code","source":"early_stop = EarlyStopping(monitor = 'val_loss',patience=15,verbose=1)","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:26:20.241786Z","iopub.execute_input":"2023-03-03T09:26:20.242198Z","iopub.status.idle":"2023-03-03T09:26:20.248853Z","shell.execute_reply.started":"2023-03-03T09:26:20.242160Z","shell.execute_reply":"2023-03-03T09:26:20.247632Z"},"trusted":true},"execution_count":183,"outputs":[]},{"cell_type":"markdown","source":"","metadata":{}},{"cell_type":"code","source":"results = model_set.fit(train_img_gen,epochs=20,\n validation_data=test_img_gen,\n callbacks=[early_stop],\n steps_per_epoch=50,\n verbose=1)","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:26:20.251217Z","iopub.execute_input":"2023-03-03T09:26:20.251802Z","iopub.status.idle":"2023-03-03T09:37:23.178096Z","shell.execute_reply.started":"2023-03-03T09:26:20.251759Z","shell.execute_reply":"2023-03-03T09:37:23.176982Z"},"trusted":true},"execution_count":184,"outputs":[{"name":"stdout","text":"Epoch 1/20\n50/50 [==============================] - 25s 489ms/step - loss: 0.9916 - accuracy: 0.5280 - val_loss: 0.6879 - val_accuracy: 0.5604\nEpoch 2/20\n50/50 [==============================] - 24s 477ms/step - loss: 0.6857 - accuracy: 0.5660 - val_loss: 0.6890 - val_accuracy: 0.5219\nEpoch 3/20\n50/50 [==============================] - 23s 470ms/step - loss: 0.6896 - accuracy: 0.5450 - val_loss: 0.6903 - val_accuracy: 0.5177\nEpoch 4/20\n50/50 [==============================] - 23s 476ms/step - loss: 0.6821 - accuracy: 0.5640 - val_loss: 0.6734 - val_accuracy: 0.6096\nEpoch 5/20\n50/50 [==============================] - 23s 465ms/step - loss: 0.6854 - accuracy: 0.5571 - val_loss: 0.6684 - val_accuracy: 0.5838\nEpoch 6/20\n50/50 [==============================] - 22s 439ms/step - loss: 0.6622 - accuracy: 0.6120 - val_loss: 0.7025 - val_accuracy: 0.5823\nEpoch 7/20\n50/50 [==============================] - 22s 446ms/step - loss: 0.6386 - accuracy: 0.6560 - val_loss: 0.6496 - val_accuracy: 0.6354\nEpoch 8/20\n50/50 [==============================] - 22s 451ms/step - loss: 0.6681 - accuracy: 0.6042 - val_loss: 0.6511 - val_accuracy: 0.6312\nEpoch 9/20\n50/50 [==============================] - 22s 447ms/step - loss: 0.6438 - accuracy: 0.6410 - val_loss: 0.6652 - val_accuracy: 0.5938\nEpoch 10/20\n50/50 [==============================] - 22s 444ms/step - loss: 0.6357 - accuracy: 0.6260 - val_loss: 0.6824 - val_accuracy: 0.5654\nEpoch 11/20\n50/50 [==============================] - 22s 452ms/step - loss: 0.6348 - accuracy: 0.6430 - val_loss: 0.6424 - val_accuracy: 0.6469\nEpoch 12/20\n50/50 [==============================] - 25s 504ms/step - loss: 0.6733 - accuracy: 0.6170 - val_loss: 0.6624 - val_accuracy: 0.5915\nEpoch 13/20\n50/50 [==============================] - 24s 485ms/step - loss: 0.6597 - accuracy: 0.6260 - val_loss: 0.6684 - val_accuracy: 0.5912\nEpoch 14/20\n50/50 [==============================] - 26s 520ms/step - loss: 0.6359 - accuracy: 0.6550 - val_loss: 0.6441 - val_accuracy: 0.6588\nEpoch 15/20\n50/50 [==============================] - 23s 467ms/step - loss: 0.6113 - accuracy: 0.6770 - val_loss: 0.6327 - val_accuracy: 0.6692\nEpoch 16/20\n50/50 [==============================] - 24s 492ms/step - loss: 0.6137 - accuracy: 0.6720 - val_loss: 0.6945 - val_accuracy: 0.6158\nEpoch 17/20\n50/50 [==============================] - 24s 479ms/step - loss: 0.6453 - accuracy: 0.6410 - val_loss: 0.6377 - val_accuracy: 0.6735\nEpoch 18/20\n50/50 [==============================] - 24s 490ms/step - loss: 0.6206 - accuracy: 0.6540 - val_loss: 0.6549 - val_accuracy: 0.6754\nEpoch 19/20\n50/50 [==============================] - 25s 500ms/step - loss: 0.6411 - accuracy: 0.6640 - val_loss: 0.6514 - val_accuracy: 0.6819\nEpoch 20/20\n50/50 [==============================] - 25s 507ms/step - loss: 0.6334 - accuracy: 0.6450 - val_loss: 0.6639 - val_accuracy: 0.5785\n","output_type":"stream"}]},{"cell_type":"code","source":"accuracy = pd.DataFrame(model_set.history.history)","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:37:23.180111Z","iopub.execute_input":"2023-03-03T09:37:23.181040Z","iopub.status.idle":"2023-03-03T09:37:23.188666Z","shell.execute_reply.started":"2023-03-03T09:37:23.180976Z","shell.execute_reply":"2023-03-03T09:37:23.187364Z"},"trusted":true},"execution_count":185,"outputs":[]},{"cell_type":"code","source":"accuracy[['accuracy','val_accuracy']].plot()","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:37:23.190729Z","iopub.execute_input":"2023-03-03T09:37:23.191161Z","iopub.status.idle":"2023-03-03T09:37:23.487219Z","shell.execute_reply.started":"2023-03-03T09:37:23.191120Z","shell.execute_reply":"2023-03-03T09:37:23.485984Z"},"trusted":true},"execution_count":186,"outputs":[{"execution_count":186,"output_type":"execute_result","data":{"text/plain":""},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}}]},{"cell_type":"code","source":"losses = pd.DataFrame(model_set.history.history)","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:37:23.488956Z","iopub.execute_input":"2023-03-03T09:37:23.489865Z","iopub.status.idle":"2023-03-03T09:37:23.497073Z","shell.execute_reply.started":"2023-03-03T09:37:23.489818Z","shell.execute_reply":"2023-03-03T09:37:23.495401Z"},"trusted":true},"execution_count":187,"outputs":[]},{"cell_type":"code","source":"losses[['loss','val_loss']].plot()","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:37:23.498641Z","iopub.execute_input":"2023-03-03T09:37:23.499216Z","iopub.status.idle":"2023-03-03T09:37:23.795120Z","shell.execute_reply.started":"2023-03-03T09:37:23.499173Z","shell.execute_reply":"2023-03-03T09:37:23.794002Z"},"trusted":true},"execution_count":188,"outputs":[{"execution_count":188,"output_type":"execute_result","data":{"text/plain":""},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}}]},{"cell_type":"code","source":"model_set.evaluate(test_img_gen)","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:37:23.797057Z","iopub.execute_input":"2023-03-03T09:37:23.797814Z","iopub.status.idle":"2023-03-03T09:37:41.653720Z","shell.execute_reply.started":"2023-03-03T09:37:23.797770Z","shell.execute_reply":"2023-03-03T09:37:41.652622Z"},"trusted":true},"execution_count":189,"outputs":[{"name":"stdout","text":"130/130 [==============================] - 18s 136ms/step - loss: 0.6637 - accuracy: 0.5712\n","output_type":"stream"},{"execution_count":189,"output_type":"execute_result","data":{"text/plain":"[0.6637105345726013, 0.5711538195610046]"},"metadata":{}}]},{"cell_type":"code","source":"model_set.metrics_names","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:37:41.655607Z","iopub.execute_input":"2023-03-03T09:37:41.658175Z","iopub.status.idle":"2023-03-03T09:37:41.666547Z","shell.execute_reply.started":"2023-03-03T09:37:41.658127Z","shell.execute_reply":"2023-03-03T09:37:41.665188Z"},"trusted":true},"execution_count":190,"outputs":[{"execution_count":190,"output_type":"execute_result","data":{"text/plain":"['loss', 'accuracy']"},"metadata":{}}]},{"cell_type":"code","source":"pred = model_set.predict(test_img_gen)","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:37:41.668471Z","iopub.execute_input":"2023-03-03T09:37:41.669751Z","iopub.status.idle":"2023-03-03T09:37:58.307883Z","shell.execute_reply.started":"2023-03-03T09:37:41.669706Z","shell.execute_reply":"2023-03-03T09:37:58.306650Z"},"trusted":true},"execution_count":191,"outputs":[{"name":"stdout","text":"130/130 [==============================] - 16s 126ms/step\n","output_type":"stream"}]},{"cell_type":"code","source":"prediction = pred > 0.50\nprediction","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:37:58.310111Z","iopub.execute_input":"2023-03-03T09:37:58.310567Z","iopub.status.idle":"2023-03-03T09:37:58.319808Z","shell.execute_reply.started":"2023-03-03T09:37:58.310522Z","shell.execute_reply":"2023-03-03T09:37:58.318492Z"},"trusted":true},"execution_count":192,"outputs":[{"execution_count":192,"output_type":"execute_result","data":{"text/plain":"array([[False],\n [ True],\n [False],\n ...,\n [ True],\n [ True],\n [ True]])"},"metadata":{}}]},{"cell_type":"code","source":"len(pred)","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:37:58.321952Z","iopub.execute_input":"2023-03-03T09:37:58.322837Z","iopub.status.idle":"2023-03-03T09:37:58.331085Z","shell.execute_reply.started":"2023-03-03T09:37:58.322789Z","shell.execute_reply":"2023-03-03T09:37:58.329674Z"},"trusted":true},"execution_count":193,"outputs":[{"execution_count":193,"output_type":"execute_result","data":{"text/plain":"2600"},"metadata":{}}]},{"cell_type":"code","source":"test_img_gen.classes","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:37:58.333201Z","iopub.execute_input":"2023-03-03T09:37:58.334040Z","iopub.status.idle":"2023-03-03T09:37:58.344227Z","shell.execute_reply.started":"2023-03-03T09:37:58.333969Z","shell.execute_reply":"2023-03-03T09:37:58.342156Z"},"trusted":true},"execution_count":194,"outputs":[{"execution_count":194,"output_type":"execute_result","data":{"text/plain":"array([0, 0, 0, ..., 1, 1, 1], dtype=int32)"},"metadata":{}}]},{"cell_type":"code","source":"print(classification_report(test_img_gen.classes,prediction))","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:37:58.346467Z","iopub.execute_input":"2023-03-03T09:37:58.347636Z","iopub.status.idle":"2023-03-03T09:37:58.365950Z","shell.execute_reply.started":"2023-03-03T09:37:58.347589Z","shell.execute_reply":"2023-03-03T09:37:58.364800Z"},"trusted":true},"execution_count":195,"outputs":[{"name":"stdout","text":" precision recall f1-score support\n\n 0 0.73 0.24 0.36 1300\n 1 0.55 0.91 0.68 1300\n\n accuracy 0.58 2600\n macro avg 0.64 0.58 0.52 2600\nweighted avg 0.64 0.58 0.52 2600\n\n","output_type":"stream"}]},{"cell_type":"markdown","source":"**3 Layer CNN**","metadata":{}},{"cell_type":"code","source":"cModel = Sequential()\n\ncModel.add(Conv2D(filters=32,kernel_size=(3,3),input_shape = image_shape, activation='relu'))\ncModel.add(BatchNormalization())\ncModel.add(MaxPool2D(pool_size=(2,2)))\n\n\ncModel.add(Conv2D(filters=64,kernel_size=(3,3), activation='relu'))\ncModel.add(BatchNormalization())\ncModel.add(MaxPool2D(pool_size=(2,2)))\n\ncModel.add(Conv2D(filters=64,kernel_size=(3,3), activation='relu'))\ncModel.add(BatchNormalization())\ncModel.add(MaxPool2D(pool_size=(2,2)))\n\ncModel.add(Flatten())\n\ncModel.add(Dense(128,activation='relu'))\ncModel.add(Dropout(rate=0.5))\n\n\ncModel.add(Dense(1,activation='sigmoid'))\n\ncModel.compile(loss='binary_crossentropy',optimizer='adam',metrics=['accuracy'])\n\n","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:37:58.368328Z","iopub.execute_input":"2023-03-03T09:37:58.369208Z","iopub.status.idle":"2023-03-03T09:37:58.493019Z","shell.execute_reply.started":"2023-03-03T09:37:58.369160Z","shell.execute_reply":"2023-03-03T09:37:58.491905Z"},"trusted":true},"execution_count":196,"outputs":[]},{"cell_type":"code","source":"cModel.summary()","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:37:58.494914Z","iopub.execute_input":"2023-03-03T09:37:58.495387Z","iopub.status.idle":"2023-03-03T09:37:58.540838Z","shell.execute_reply.started":"2023-03-03T09:37:58.495343Z","shell.execute_reply":"2023-03-03T09:37:58.539916Z"},"trusted":true},"execution_count":197,"outputs":[{"name":"stdout","text":"Model: \"sequential_16\"\n_________________________________________________________________\n Layer (type) Output Shape Param # \n=================================================================\n conv2d_49 (Conv2D) (None, 132, 132, 32) 896 \n \n batch_normalization_22 (Bat (None, 132, 132, 32) 128 \n chNormalization) \n \n max_pooling2d_41 (MaxPoolin (None, 66, 66, 32) 0 \n g2D) \n \n conv2d_50 (Conv2D) (None, 64, 64, 64) 18496 \n \n batch_normalization_23 (Bat (None, 64, 64, 64) 256 \n chNormalization) \n \n max_pooling2d_42 (MaxPoolin (None, 32, 32, 64) 0 \n g2D) \n \n conv2d_51 (Conv2D) (None, 30, 30, 64) 36928 \n \n batch_normalization_24 (Bat (None, 30, 30, 64) 256 \n chNormalization) \n \n max_pooling2d_43 (MaxPoolin (None, 15, 15, 64) 0 \n g2D) \n \n flatten_16 (Flatten) (None, 14400) 0 \n \n dense_31 (Dense) (None, 128) 1843328 \n \n dropout_19 (Dropout) (None, 128) 0 \n \n dense_32 (Dense) (None, 1) 129 \n \n=================================================================\nTotal params: 1,900,417\nTrainable params: 1,900,097\nNon-trainable params: 320\n_________________________________________________________________\n","output_type":"stream"}]},{"cell_type":"code","source":"cRun = cModel.fit(train_img_gen,epochs=20,\n validation_data=test_img_gen,\n callbacks=[early_stop],\n steps_per_epoch=50,\n verbose=1)","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:37:58.542072Z","iopub.execute_input":"2023-03-03T09:37:58.542507Z","iopub.status.idle":"2023-03-03T09:47:48.395768Z","shell.execute_reply.started":"2023-03-03T09:37:58.542463Z","shell.execute_reply":"2023-03-03T09:47:48.394599Z"},"trusted":true},"execution_count":198,"outputs":[{"name":"stdout","text":"Epoch 1/20\n50/50 [==============================] - 26s 505ms/step - loss: 1.3338 - accuracy: 0.5230 - val_loss: 3.5654 - val_accuracy: 0.5000\nEpoch 2/20\n50/50 [==============================] - 24s 484ms/step - loss: 0.6921 - accuracy: 0.5750 - val_loss: 2.5997 - val_accuracy: 0.5000\nEpoch 3/20\n50/50 [==============================] - 24s 482ms/step - loss: 0.7112 - accuracy: 0.5760 - val_loss: 2.5396 - val_accuracy: 0.5000\nEpoch 4/20\n50/50 [==============================] - 24s 486ms/step - loss: 0.6667 - accuracy: 0.6040 - val_loss: 2.0992 - val_accuracy: 0.5012\nEpoch 5/20\n50/50 [==============================] - 24s 485ms/step - loss: 0.6327 - accuracy: 0.6530 - val_loss: 2.3738 - val_accuracy: 0.5000\nEpoch 6/20\n50/50 [==============================] - 24s 488ms/step - loss: 0.6070 - accuracy: 0.6770 - val_loss: 1.7430 - val_accuracy: 0.5027\nEpoch 7/20\n50/50 [==============================] - 24s 484ms/step - loss: 0.5681 - accuracy: 0.7140 - val_loss: 1.3868 - val_accuracy: 0.5031\nEpoch 8/20\n50/50 [==============================] - 24s 487ms/step - loss: 0.5719 - accuracy: 0.6980 - val_loss: 0.6799 - val_accuracy: 0.6027\nEpoch 9/20\n50/50 [==============================] - 21s 420ms/step - loss: 0.5303 - accuracy: 0.7340 - val_loss: 1.1625 - val_accuracy: 0.5327\nEpoch 10/20\n50/50 [==============================] - 20s 406ms/step - loss: 0.5917 - accuracy: 0.7270 - val_loss: 0.6133 - val_accuracy: 0.6635\nEpoch 11/20\n50/50 [==============================] - 20s 404ms/step - loss: 0.4850 - accuracy: 0.8020 - val_loss: 0.6501 - val_accuracy: 0.6115\nEpoch 12/20\n50/50 [==============================] - 19s 390ms/step - loss: 0.4153 - accuracy: 0.8220 - val_loss: 0.5687 - val_accuracy: 0.8485\nEpoch 13/20\n50/50 [==============================] - 19s 394ms/step - loss: 0.3603 - accuracy: 0.8457 - val_loss: 0.4003 - val_accuracy: 0.8238\nEpoch 14/20\n50/50 [==============================] - 20s 408ms/step - loss: 0.3378 - accuracy: 0.8620 - val_loss: 0.9945 - val_accuracy: 0.7115\nEpoch 15/20\n50/50 [==============================] - 20s 409ms/step - loss: 0.4222 - accuracy: 0.8370 - val_loss: 0.5110 - val_accuracy: 0.8296\nEpoch 16/20\n50/50 [==============================] - 21s 433ms/step - loss: 0.3936 - accuracy: 0.8630 - val_loss: 0.3572 - val_accuracy: 0.8735\nEpoch 17/20\n50/50 [==============================] - 21s 423ms/step - loss: 0.3634 - accuracy: 0.8760 - val_loss: 0.3960 - val_accuracy: 0.8335\nEpoch 18/20\n50/50 [==============================] - 22s 447ms/step - loss: 0.3119 - accuracy: 0.8910 - val_loss: 0.2992 - val_accuracy: 0.8992\nEpoch 19/20\n50/50 [==============================] - 22s 446ms/step - loss: 0.2826 - accuracy: 0.8990 - val_loss: 0.2976 - val_accuracy: 0.9073\nEpoch 20/20\n50/50 [==============================] - 23s 459ms/step - loss: 0.3526 - accuracy: 0.9010 - val_loss: 0.3486 - val_accuracy: 0.8758\n","output_type":"stream"}]},{"cell_type":"code","source":"acc = pd.DataFrame(cModel.history.history)\nlos = pd.DataFrame(cModel.history.history)","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:47:48.399348Z","iopub.execute_input":"2023-03-03T09:47:48.399657Z","iopub.status.idle":"2023-03-03T09:47:48.407205Z","shell.execute_reply.started":"2023-03-03T09:47:48.399628Z","shell.execute_reply":"2023-03-03T09:47:48.405936Z"},"trusted":true},"execution_count":199,"outputs":[]},{"cell_type":"code","source":"acc[['accuracy','val_accuracy']].plot()","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:47:48.408820Z","iopub.execute_input":"2023-03-03T09:47:48.409559Z","iopub.status.idle":"2023-03-03T09:47:48.698126Z","shell.execute_reply.started":"2023-03-03T09:47:48.409506Z","shell.execute_reply":"2023-03-03T09:47:48.696965Z"},"trusted":true},"execution_count":200,"outputs":[{"execution_count":200,"output_type":"execute_result","data":{"text/plain":""},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}}]},{"cell_type":"code","source":"los[['loss','val_loss']].plot()","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:47:48.699480Z","iopub.execute_input":"2023-03-03T09:47:48.700730Z","iopub.status.idle":"2023-03-03T09:47:48.962034Z","shell.execute_reply.started":"2023-03-03T09:47:48.700689Z","shell.execute_reply":"2023-03-03T09:47:48.960974Z"},"trusted":true},"execution_count":201,"outputs":[{"execution_count":201,"output_type":"execute_result","data":{"text/plain":""},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}}]},{"cell_type":"code","source":"cModel.evaluate(test_img_gen)","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:47:48.963499Z","iopub.execute_input":"2023-03-03T09:47:48.964225Z","iopub.status.idle":"2023-03-03T09:48:05.994316Z","shell.execute_reply.started":"2023-03-03T09:47:48.964172Z","shell.execute_reply":"2023-03-03T09:48:05.993079Z"},"trusted":true},"execution_count":202,"outputs":[{"name":"stdout","text":"130/130 [==============================] - 17s 128ms/step - loss: 0.3395 - accuracy: 0.8738\n","output_type":"stream"},{"execution_count":202,"output_type":"execute_result","data":{"text/plain":"[0.33952248096466064, 0.873846173286438]"},"metadata":{}}]},{"cell_type":"code","source":"p = cModel.predict(test_img_gen) > 0.50\np","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:48:05.995856Z","iopub.execute_input":"2023-03-03T09:48:05.996746Z","iopub.status.idle":"2023-03-03T09:48:24.527879Z","shell.execute_reply.started":"2023-03-03T09:48:05.996705Z","shell.execute_reply":"2023-03-03T09:48:24.526868Z"},"trusted":true},"execution_count":203,"outputs":[{"name":"stdout","text":"130/130 [==============================] - 18s 139ms/step\n","output_type":"stream"},{"execution_count":203,"output_type":"execute_result","data":{"text/plain":"array([[False],\n [False],\n [False],\n ...,\n [ True],\n [ True],\n [ True]])"},"metadata":{}}]},{"cell_type":"code","source":"print(classification_report(test_img_gen.classes,p))","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:48:24.529470Z","iopub.execute_input":"2023-03-03T09:48:24.529880Z","iopub.status.idle":"2023-03-03T09:48:24.546775Z","shell.execute_reply.started":"2023-03-03T09:48:24.529837Z","shell.execute_reply":"2023-03-03T09:48:24.545322Z"},"trusted":true},"execution_count":204,"outputs":[{"name":"stdout","text":" precision recall f1-score support\n\n 0 0.83 0.93 0.88 1300\n 1 0.92 0.81 0.86 1300\n\n accuracy 0.87 2600\n macro avg 0.88 0.87 0.87 2600\nweighted avg 0.88 0.87 0.87 2600\n\n","output_type":"stream"}]},{"cell_type":"markdown","source":"\n\n","metadata":{}},{"cell_type":"markdown","source":"**VGG16**","metadata":{}},{"cell_type":"code","source":"\n model = Sequential()\n \n model.add(Conv2D(64, (3, 3), activation='relu', padding='same', input_shape=(134,134,3)))\n model.add(BatchNormalization())\n model.add(Conv2D(64, (3, 3), activation='relu', padding='same'))\n model.add(MaxPool2D((2, 2), strides=(2, 2)))\n \n model.add(Conv2D(128, (3, 3), activation='relu', padding='same'))\n model.add(BatchNormalization())\n model.add(Conv2D(128, (3, 3), activation='relu', padding='same'))\n model.add(MaxPool2D((2, 2), strides=(2, 2)))\n \n model.add(Conv2D(256, (3, 3), activation='relu', padding='same'))\n model.add(BatchNormalization())\n model.add(Conv2D(256, (3, 3), activation='relu', padding='same'))\n model.add(Conv2D(256, (3, 3), activation='relu', padding='same'))\n model.add(BatchNormalization())\n model.add(MaxPool2D((2, 2), strides=(2, 2)))\n \n model.add(Conv2D(512, (3, 3), activation='relu', padding='same'))\n model.add(BatchNormalization())\n model.add(Conv2D(512, (3, 3), activation='relu', padding='same'))\n model.add(Conv2D(512, (3, 3), activation='relu', padding='same'))\n model.add(BatchNormalization())\n model.add(MaxPool2D((2, 2), strides=(2, 2)))\n \n model.add(Conv2D(512, (3, 3), activation='relu', padding='same'))\n model.add(BatchNormalization())\n model.add(Conv2D(512, (3, 3), activation='relu', padding='same'))\n model.add(Conv2D(512, (3, 3), activation='relu', padding='same'))\n model.add(MaxPool2D((2, 2), strides=(2, 2)))\n \n model.add(Flatten())\n model.add(Dense(200, activation='relu'))\n model.add(Dropout(0.5))\n model.add(Dense(200, activation='relu'))\n model.add(Dropout(0.5))\n model.add(Dense(1, activation='sigmoid'))\n\n model.compile(optimizer='adam',loss='binary_crossentropy',metrics=['accuracy'])\n","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:48:24.548538Z","iopub.execute_input":"2023-03-03T09:48:24.550275Z","iopub.status.idle":"2023-03-03T09:48:24.827265Z","shell.execute_reply.started":"2023-03-03T09:48:24.550233Z","shell.execute_reply":"2023-03-03T09:48:24.826175Z"},"trusted":true},"execution_count":205,"outputs":[]},{"cell_type":"code","source":"model.summary()","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:48:24.829074Z","iopub.execute_input":"2023-03-03T09:48:24.829507Z","iopub.status.idle":"2023-03-03T09:48:24.909893Z","shell.execute_reply.started":"2023-03-03T09:48:24.829466Z","shell.execute_reply":"2023-03-03T09:48:24.909083Z"},"trusted":true},"execution_count":206,"outputs":[{"name":"stdout","text":"Model: \"sequential_17\"\n_________________________________________________________________\n Layer (type) Output Shape Param # \n=================================================================\n conv2d_52 (Conv2D) (None, 134, 134, 64) 1792 \n \n batch_normalization_25 (Bat (None, 134, 134, 64) 256 \n chNormalization) \n \n conv2d_53 (Conv2D) (None, 134, 134, 64) 36928 \n \n max_pooling2d_44 (MaxPoolin (None, 67, 67, 64) 0 \n g2D) \n \n conv2d_54 (Conv2D) (None, 67, 67, 128) 73856 \n \n batch_normalization_26 (Bat (None, 67, 67, 128) 512 \n chNormalization) \n \n conv2d_55 (Conv2D) (None, 67, 67, 128) 147584 \n \n max_pooling2d_45 (MaxPoolin (None, 33, 33, 128) 0 \n g2D) \n \n conv2d_56 (Conv2D) (None, 33, 33, 256) 295168 \n \n batch_normalization_27 (Bat (None, 33, 33, 256) 1024 \n chNormalization) \n \n conv2d_57 (Conv2D) (None, 33, 33, 256) 590080 \n \n conv2d_58 (Conv2D) (None, 33, 33, 256) 590080 \n \n batch_normalization_28 (Bat (None, 33, 33, 256) 1024 \n chNormalization) \n \n max_pooling2d_46 (MaxPoolin (None, 16, 16, 256) 0 \n g2D) \n \n conv2d_59 (Conv2D) (None, 16, 16, 512) 1180160 \n \n batch_normalization_29 (Bat (None, 16, 16, 512) 2048 \n chNormalization) \n \n conv2d_60 (Conv2D) (None, 16, 16, 512) 2359808 \n \n conv2d_61 (Conv2D) (None, 16, 16, 512) 2359808 \n \n batch_normalization_30 (Bat (None, 16, 16, 512) 2048 \n chNormalization) \n \n max_pooling2d_47 (MaxPoolin (None, 8, 8, 512) 0 \n g2D) \n \n conv2d_62 (Conv2D) (None, 8, 8, 512) 2359808 \n \n batch_normalization_31 (Bat (None, 8, 8, 512) 2048 \n chNormalization) \n \n conv2d_63 (Conv2D) (None, 8, 8, 512) 2359808 \n \n conv2d_64 (Conv2D) (None, 8, 8, 512) 2359808 \n \n max_pooling2d_48 (MaxPoolin (None, 4, 4, 512) 0 \n g2D) \n \n flatten_17 (Flatten) (None, 8192) 0 \n \n dense_33 (Dense) (None, 200) 1638600 \n \n dropout_20 (Dropout) (None, 200) 0 \n \n dense_34 (Dense) (None, 200) 40200 \n \n dropout_21 (Dropout) (None, 200) 0 \n \n dense_35 (Dense) (None, 1) 201 \n \n=================================================================\nTotal params: 16,402,649\nTrainable params: 16,398,169\nNon-trainable params: 4,480\n_________________________________________________________________\n","output_type":"stream"}]},{"cell_type":"code","source":"model.fit(train_img_gen, epochs=20, validation_data=test_img_gen, callbacks=[early_stop],\n steps_per_epoch=50)","metadata":{"execution":{"iopub.status.busy":"2023-03-03T09:48:24.911021Z","iopub.execute_input":"2023-03-03T09:48:24.911514Z","iopub.status.idle":"2023-03-03T10:00:16.702059Z","shell.execute_reply.started":"2023-03-03T09:48:24.911474Z","shell.execute_reply":"2023-03-03T10:00:16.701018Z"},"trusted":true},"execution_count":207,"outputs":[{"name":"stdout","text":"Epoch 1/20\n50/50 [==============================] - 29s 536ms/step - loss: 0.9828 - accuracy: 0.5330 - val_loss: 0.6969 - val_accuracy: 0.4996\nEpoch 2/20\n50/50 [==============================] - 29s 578ms/step - loss: 0.6819 - accuracy: 0.5920 - val_loss: 0.7883 - val_accuracy: 0.5127\nEpoch 3/20\n50/50 [==============================] - 28s 571ms/step - loss: 0.5490 - accuracy: 0.7440 - val_loss: 27.2692 - val_accuracy: 0.5000\nEpoch 4/20\n50/50 [==============================] - 28s 566ms/step - loss: 0.5086 - accuracy: 0.8070 - val_loss: 11.7852 - val_accuracy: 0.5000\nEpoch 5/20\n50/50 [==============================] - 28s 569ms/step - loss: 0.4306 - accuracy: 0.8510 - val_loss: 3.5831 - val_accuracy: 0.5000\nEpoch 6/20\n50/50 [==============================] - 40s 814ms/step - loss: 0.2857 - accuracy: 0.9120 - val_loss: 0.6069 - val_accuracy: 0.6704\nEpoch 7/20\n50/50 [==============================] - 30s 596ms/step - loss: 0.3028 - accuracy: 0.9140 - val_loss: 0.3624 - val_accuracy: 0.8800\nEpoch 8/20\n50/50 [==============================] - 27s 543ms/step - loss: 0.2619 - accuracy: 0.9370 - val_loss: 0.3605 - val_accuracy: 0.8954\nEpoch 9/20\n50/50 [==============================] - 27s 544ms/step - loss: 0.2723 - accuracy: 0.9150 - val_loss: 0.6326 - val_accuracy: 0.5038\nEpoch 10/20\n50/50 [==============================] - 27s 552ms/step - loss: 0.3211 - accuracy: 0.8910 - val_loss: 0.3648 - val_accuracy: 0.9196\nEpoch 11/20\n50/50 [==============================] - 27s 553ms/step - loss: 0.2916 - accuracy: 0.9140 - val_loss: 0.3014 - val_accuracy: 0.9165\nEpoch 12/20\n50/50 [==============================] - 27s 553ms/step - loss: 0.2149 - accuracy: 0.9390 - val_loss: 0.1900 - val_accuracy: 0.9369\nEpoch 13/20\n50/50 [==============================] - 27s 544ms/step - loss: 0.1940 - accuracy: 0.9450 - val_loss: 0.2455 - val_accuracy: 0.9135\nEpoch 14/20\n50/50 [==============================] - 26s 532ms/step - loss: 0.2781 - accuracy: 0.9200 - val_loss: 0.2752 - val_accuracy: 0.8792\nEpoch 15/20\n50/50 [==============================] - 26s 528ms/step - loss: 0.2978 - accuracy: 0.9170 - val_loss: 0.2618 - val_accuracy: 0.9250\nEpoch 16/20\n50/50 [==============================] - 25s 514ms/step - loss: 0.2451 - accuracy: 0.9310 - val_loss: 0.2887 - val_accuracy: 0.9173\nEpoch 17/20\n50/50 [==============================] - 26s 518ms/step - loss: 0.2095 - accuracy: 0.9410 - val_loss: 0.2339 - val_accuracy: 0.9319\nEpoch 18/20\n50/50 [==============================] - 26s 529ms/step - loss: 0.1927 - accuracy: 0.9430 - val_loss: 0.1922 - val_accuracy: 0.9435\nEpoch 19/20\n50/50 [==============================] - 28s 556ms/step - loss: 0.2222 - accuracy: 0.9410 - val_loss: 0.2204 - val_accuracy: 0.9358\nEpoch 20/20\n50/50 [==============================] - 26s 526ms/step - loss: 0.2376 - accuracy: 0.9360 - val_loss: 0.3028 - val_accuracy: 0.9400\n","output_type":"stream"},{"execution_count":207,"output_type":"execute_result","data":{"text/plain":""},"metadata":{}}]},{"cell_type":"code","source":"acc = pd.DataFrame(model.history.history)\nlos = pd.DataFrame(model.history.history)","metadata":{"execution":{"iopub.status.busy":"2023-03-03T10:00:16.703558Z","iopub.execute_input":"2023-03-03T10:00:16.703983Z","iopub.status.idle":"2023-03-03T10:00:16.713160Z","shell.execute_reply.started":"2023-03-03T10:00:16.703926Z","shell.execute_reply":"2023-03-03T10:00:16.712137Z"},"trusted":true},"execution_count":208,"outputs":[]},{"cell_type":"code","source":"acc[['accuracy','val_accuracy']].plot()","metadata":{"execution":{"iopub.status.busy":"2023-03-03T10:00:16.714959Z","iopub.execute_input":"2023-03-03T10:00:16.715350Z","iopub.status.idle":"2023-03-03T10:00:16.992073Z","shell.execute_reply.started":"2023-03-03T10:00:16.715314Z","shell.execute_reply":"2023-03-03T10:00:16.990957Z"},"trusted":true},"execution_count":209,"outputs":[{"execution_count":209,"output_type":"execute_result","data":{"text/plain":""},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}}]},{"cell_type":"code","source":"los[['loss','val_loss']].plot()","metadata":{"execution":{"iopub.status.busy":"2023-03-03T10:00:16.993702Z","iopub.execute_input":"2023-03-03T10:00:16.995594Z","iopub.status.idle":"2023-03-03T10:00:17.253135Z","shell.execute_reply.started":"2023-03-03T10:00:16.995550Z","shell.execute_reply":"2023-03-03T10:00:17.251941Z"},"trusted":true},"execution_count":210,"outputs":[{"execution_count":210,"output_type":"execute_result","data":{"text/plain":""},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}}]},{"cell_type":"code","source":"model.evaluate(test_img_gen)","metadata":{"execution":{"iopub.status.busy":"2023-03-03T10:00:17.254878Z","iopub.execute_input":"2023-03-03T10:00:17.255272Z","iopub.status.idle":"2023-03-03T10:00:37.889202Z","shell.execute_reply.started":"2023-03-03T10:00:17.255233Z","shell.execute_reply":"2023-03-03T10:00:37.887964Z"},"trusted":true},"execution_count":211,"outputs":[{"name":"stdout","text":"130/130 [==============================] - 18s 137ms/step - loss: 0.3000 - accuracy: 0.9373\n","output_type":"stream"},{"execution_count":211,"output_type":"execute_result","data":{"text/plain":"[0.29998019337654114, 0.9373077154159546]"},"metadata":{}}]},{"cell_type":"code","source":"pvgg16 = model.predict(test_img_gen)","metadata":{"execution":{"iopub.status.busy":"2023-03-03T10:00:37.890921Z","iopub.execute_input":"2023-03-03T10:00:37.891554Z","iopub.status.idle":"2023-03-03T10:00:54.766121Z","shell.execute_reply.started":"2023-03-03T10:00:37.891514Z","shell.execute_reply":"2023-03-03T10:00:54.765049Z"},"trusted":true},"execution_count":212,"outputs":[{"name":"stdout","text":"130/130 [==============================] - 17s 127ms/step\n","output_type":"stream"}]},{"cell_type":"code","source":"p1 = pvgg16 > 0.50\np1","metadata":{"execution":{"iopub.status.busy":"2023-03-03T10:00:54.767635Z","iopub.execute_input":"2023-03-03T10:00:54.768273Z","iopub.status.idle":"2023-03-03T10:00:54.776369Z","shell.execute_reply.started":"2023-03-03T10:00:54.768213Z","shell.execute_reply":"2023-03-03T10:00:54.775241Z"},"trusted":true},"execution_count":213,"outputs":[{"execution_count":213,"output_type":"execute_result","data":{"text/plain":"array([[False],\n [False],\n [False],\n ...,\n [ True],\n [ True],\n [ True]])"},"metadata":{}}]},{"cell_type":"code","source":"print(classification_report(test_img_gen.classes,p1))","metadata":{"execution":{"iopub.status.busy":"2023-03-03T10:00:54.786176Z","iopub.execute_input":"2023-03-03T10:00:54.787148Z","iopub.status.idle":"2023-03-03T10:00:54.801494Z","shell.execute_reply.started":"2023-03-03T10:00:54.787108Z","shell.execute_reply":"2023-03-03T10:00:54.800354Z"},"trusted":true},"execution_count":214,"outputs":[{"name":"stdout","text":" precision recall f1-score support\n\n 0 0.98 0.89 0.93 1300\n 1 0.90 0.98 0.94 1300\n\n accuracy 0.94 2600\n macro avg 0.94 0.94 0.94 2600\nweighted avg 0.94 0.94 0.94 2600\n\n","output_type":"stream"}]},{"cell_type":"markdown","source":"**Multi layer perecepton**","metadata":{}},{"cell_type":"code","source":"p_model = Sequential()\n\np_model.add(Flatten(input_shape=image_shape))\n\np_model.add(Dense(512,activation='relu'))\np_model.add(BatchNormalization())\np_model.add(Dropout(0.5))\n\np_model.add(Dense(512,activation='relu'))\np_model.add(BatchNormalization())\np_model.add(Dropout(0.5))\n\np_model.add(Dense(512,activation='relu'))\np_model.add(BatchNormalization())\np_model.add(Dropout(0.5))\n\np_model.add(Dense(1, activation='sigmoid'))\np_model.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])","metadata":{"execution":{"iopub.status.busy":"2023-03-03T10:00:54.803252Z","iopub.execute_input":"2023-03-03T10:00:54.803877Z","iopub.status.idle":"2023-03-03T10:00:54.918942Z","shell.execute_reply.started":"2023-03-03T10:00:54.803835Z","shell.execute_reply":"2023-03-03T10:00:54.917808Z"},"trusted":true},"execution_count":215,"outputs":[]},{"cell_type":"code","source":"p_model.summary()","metadata":{"execution":{"iopub.status.busy":"2023-03-03T10:00:54.923094Z","iopub.execute_input":"2023-03-03T10:00:54.923434Z","iopub.status.idle":"2023-03-03T10:00:54.962319Z","shell.execute_reply.started":"2023-03-03T10:00:54.923403Z","shell.execute_reply":"2023-03-03T10:00:54.961472Z"},"trusted":true},"execution_count":216,"outputs":[{"name":"stdout","text":"Model: \"sequential_18\"\n_________________________________________________________________\n Layer (type) Output Shape Param # \n=================================================================\n flatten_18 (Flatten) (None, 53868) 0 \n \n dense_36 (Dense) (None, 512) 27580928 \n \n batch_normalization_32 (Bat (None, 512) 2048 \n chNormalization) \n \n dropout_22 (Dropout) (None, 512) 0 \n \n dense_37 (Dense) (None, 512) 262656 \n \n batch_normalization_33 (Bat (None, 512) 2048 \n chNormalization) \n \n dropout_23 (Dropout) (None, 512) 0 \n \n dense_38 (Dense) (None, 512) 262656 \n \n batch_normalization_34 (Bat (None, 512) 2048 \n chNormalization) \n \n dropout_24 (Dropout) (None, 512) 0 \n \n dense_39 (Dense) (None, 1) 513 \n \n=================================================================\nTotal params: 28,112,897\nTrainable params: 28,109,825\nNon-trainable params: 3,072\n_________________________________________________________________\n","output_type":"stream"}]},{"cell_type":"code","source":"p_result = p_model.fit(train_img_gen,epochs=20,\n validation_data=test_img_gen,\n callbacks=[early_stop],\n steps_per_epoch=50,\n verbose=1)","metadata":{"execution":{"iopub.status.busy":"2023-03-03T10:00:54.963472Z","iopub.execute_input":"2023-03-03T10:00:54.963865Z","iopub.status.idle":"2023-03-03T10:13:21.830448Z","shell.execute_reply.started":"2023-03-03T10:00:54.963827Z","shell.execute_reply":"2023-03-03T10:13:21.829422Z"},"trusted":true},"execution_count":217,"outputs":[{"name":"stdout","text":"Epoch 1/20\n50/50 [==============================] - 24s 454ms/step - loss: 1.0178 - accuracy: 0.5630 - val_loss: 11.8271 - val_accuracy: 0.5000\nEpoch 2/20\n50/50 [==============================] - 22s 436ms/step - loss: 0.9731 - accuracy: 0.5560 - val_loss: 1.2693 - val_accuracy: 0.5135\nEpoch 3/20\n50/50 [==============================] - 22s 450ms/step - loss: 0.8690 - accuracy: 0.5802 - val_loss: 2.0982 - val_accuracy: 0.5027\nEpoch 4/20\n50/50 [==============================] - 22s 452ms/step - loss: 0.8594 - accuracy: 0.5580 - val_loss: 1.4087 - val_accuracy: 0.5354\nEpoch 5/20\n50/50 [==============================] - 22s 448ms/step - loss: 0.8748 - accuracy: 0.5590 - val_loss: 1.4853 - val_accuracy: 0.5331\nEpoch 6/20\n50/50 [==============================] - 22s 450ms/step - loss: 0.7865 - accuracy: 0.5870 - val_loss: 1.0660 - val_accuracy: 0.5538\nEpoch 7/20\n50/50 [==============================] - 22s 447ms/step - loss: 0.7275 - accuracy: 0.6100 - val_loss: 0.7431 - val_accuracy: 0.5854\nEpoch 8/20\n50/50 [==============================] - 22s 449ms/step - loss: 0.7769 - accuracy: 0.5620 - val_loss: 0.7578 - val_accuracy: 0.6077\nEpoch 9/20\n50/50 [==============================] - 21s 434ms/step - loss: 0.6884 - accuracy: 0.6330 - val_loss: 0.7126 - val_accuracy: 0.6138\nEpoch 10/20\n50/50 [==============================] - 22s 443ms/step - loss: 0.7419 - accuracy: 0.5850 - val_loss: 0.6651 - val_accuracy: 0.6100\nEpoch 11/20\n50/50 [==============================] - 22s 447ms/step - loss: 0.7022 - accuracy: 0.6060 - val_loss: 0.7093 - val_accuracy: 0.6162\nEpoch 12/20\n50/50 [==============================] - 24s 484ms/step - loss: 0.7119 - accuracy: 0.5990 - val_loss: 0.6586 - val_accuracy: 0.6100\nEpoch 13/20\n50/50 [==============================] - 22s 451ms/step - loss: 0.6896 - accuracy: 0.6030 - val_loss: 0.6782 - val_accuracy: 0.6315\nEpoch 14/20\n50/50 [==============================] - 22s 456ms/step - loss: 0.6879 - accuracy: 0.6040 - val_loss: 0.6611 - val_accuracy: 0.6308\nEpoch 15/20\n50/50 [==============================] - 22s 443ms/step - loss: 0.6561 - accuracy: 0.6340 - val_loss: 0.6631 - val_accuracy: 0.6312\nEpoch 16/20\n50/50 [==============================] - 21s 431ms/step - loss: 0.6720 - accuracy: 0.6200 - val_loss: 0.6387 - val_accuracy: 0.6362\nEpoch 17/20\n50/50 [==============================] - 22s 445ms/step - loss: 0.6566 - accuracy: 0.6240 - val_loss: 0.6485 - val_accuracy: 0.6446\nEpoch 18/20\n50/50 [==============================] - 22s 446ms/step - loss: 0.6345 - accuracy: 0.6480 - val_loss: 0.6798 - val_accuracy: 0.6285\nEpoch 19/20\n50/50 [==============================] - 21s 432ms/step - loss: 0.6848 - accuracy: 0.5890 - val_loss: 0.6513 - val_accuracy: 0.6281\nEpoch 20/20\n50/50 [==============================] - 22s 442ms/step - loss: 0.6389 - accuracy: 0.6440 - val_loss: 0.6638 - val_accuracy: 0.6369\n","output_type":"stream"}]},{"cell_type":"code","source":"p_pred = p_model.predict(test_img_gen)","metadata":{"execution":{"iopub.status.busy":"2023-03-03T10:13:21.832294Z","iopub.execute_input":"2023-03-03T10:13:21.832716Z","iopub.status.idle":"2023-03-03T10:13:37.871507Z","shell.execute_reply.started":"2023-03-03T10:13:21.832674Z","shell.execute_reply":"2023-03-03T10:13:37.870435Z"},"trusted":true},"execution_count":218,"outputs":[{"name":"stdout","text":"130/130 [==============================] - 16s 121ms/step\n","output_type":"stream"}]},{"cell_type":"code","source":"p2 = p_pred > 0.50\np2","metadata":{"execution":{"iopub.status.busy":"2023-03-03T10:13:37.873421Z","iopub.execute_input":"2023-03-03T10:13:37.873807Z","iopub.status.idle":"2023-03-03T10:13:37.883117Z","shell.execute_reply.started":"2023-03-03T10:13:37.873767Z","shell.execute_reply":"2023-03-03T10:13:37.882056Z"},"trusted":true},"execution_count":219,"outputs":[{"execution_count":219,"output_type":"execute_result","data":{"text/plain":"array([[False],\n [ True],\n [False],\n ...,\n [False],\n [False],\n [ True]])"},"metadata":{}}]},{"cell_type":"code","source":"print(classification_report(test_img_gen.classes,p2))","metadata":{"execution":{"iopub.status.busy":"2023-03-03T10:13:37.884902Z","iopub.execute_input":"2023-03-03T10:13:37.885319Z","iopub.status.idle":"2023-03-03T10:13:37.901604Z","shell.execute_reply.started":"2023-03-03T10:13:37.885281Z","shell.execute_reply":"2023-03-03T10:13:37.900440Z"},"trusted":true},"execution_count":220,"outputs":[{"name":"stdout","text":" precision recall f1-score support\n\n 0 0.67 0.53 0.59 1300\n 1 0.61 0.73 0.67 1300\n\n accuracy 0.63 2600\n macro avg 0.64 0.63 0.63 2600\nweighted avg 0.64 0.63 0.63 2600\n\n","output_type":"stream"}]},{"cell_type":"markdown","source":"**RNN WITH CNN**","metadata":{}},{"cell_type":"code","source":"rnn_model = Sequential()\n\nrnn_model.add(Conv2D(filters=32,kernel_size=(3,3),input_shape = image_shape, activation='relu'))\nrnn_model.add(BatchNormalization())\nrnn_model.add(MaxPool2D(pool_size=(2,2)))\n\n\nrnn_model.add(Conv2D(filters=64,kernel_size=(3,3), activation='relu'))\nrnn_model.add(BatchNormalization())\nrnn_model.add(MaxPool2D(pool_size=(2,2)))\n\nrnn_model.add(Conv2D(filters=64,kernel_size=(3,3), activation='relu'))\nrnn_model.add(BatchNormalization())\nrnn_model.add(MaxPool2D(pool_size=(2,2)))\n\nrnn_model.add(Flatten())\n\nrnn_model.add(RepeatVector(1))\n\nrnn_model.add(LSTM(128, return_sequences=True))\nrnn_model.add(Dropout(0.5))\n\nrnn_model.add(LSTM(64))\nrnn_model.add(Dropout(0.5))\n\nrnn_model.add(Dense(1, activation='sigmoid'))\nrnn_model.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])","metadata":{"execution":{"iopub.status.busy":"2023-03-03T10:13:37.903218Z","iopub.execute_input":"2023-03-03T10:13:37.903810Z","iopub.status.idle":"2023-03-03T10:13:38.491255Z","shell.execute_reply.started":"2023-03-03T10:13:37.903769Z","shell.execute_reply":"2023-03-03T10:13:38.490189Z"},"trusted":true},"execution_count":221,"outputs":[]},{"cell_type":"code","source":"\nrnn_model.summary()","metadata":{"execution":{"iopub.status.busy":"2023-03-03T10:13:38.492611Z","iopub.execute_input":"2023-03-03T10:13:38.492966Z","iopub.status.idle":"2023-03-03T10:13:38.540457Z","shell.execute_reply.started":"2023-03-03T10:13:38.492931Z","shell.execute_reply":"2023-03-03T10:13:38.539627Z"},"trusted":true},"execution_count":222,"outputs":[{"name":"stdout","text":"Model: \"sequential_19\"\n_________________________________________________________________\n Layer (type) Output Shape Param # \n=================================================================\n conv2d_65 (Conv2D) (None, 132, 132, 32) 896 \n \n batch_normalization_35 (Bat (None, 132, 132, 32) 128 \n chNormalization) \n \n max_pooling2d_49 (MaxPoolin (None, 66, 66, 32) 0 \n g2D) \n \n conv2d_66 (Conv2D) (None, 64, 64, 64) 18496 \n \n batch_normalization_36 (Bat (None, 64, 64, 64) 256 \n chNormalization) \n \n max_pooling2d_50 (MaxPoolin (None, 32, 32, 64) 0 \n g2D) \n \n conv2d_67 (Conv2D) (None, 30, 30, 64) 36928 \n \n batch_normalization_37 (Bat (None, 30, 30, 64) 256 \n chNormalization) \n \n max_pooling2d_51 (MaxPoolin (None, 15, 15, 64) 0 \n g2D) \n \n flatten_19 (Flatten) (None, 14400) 0 \n \n repeat_vector_2 (RepeatVect (None, 1, 14400) 0 \n or) \n \n lstm_4 (LSTM) (None, 1, 128) 7438848 \n \n dropout_25 (Dropout) (None, 1, 128) 0 \n \n lstm_5 (LSTM) (None, 64) 49408 \n \n dropout_26 (Dropout) (None, 64) 0 \n \n dense_40 (Dense) (None, 1) 65 \n \n=================================================================\nTotal params: 7,545,281\nTrainable params: 7,544,961\nNon-trainable params: 320\n_________________________________________________________________\n","output_type":"stream"}]},{"cell_type":"code","source":"r_result = rnn_model.fit(train_img_gen,epochs=20,\n validation_data=test_img_gen,\n callbacks=[early_stop],\n steps_per_epoch=50,\n verbose=1)","metadata":{"execution":{"iopub.status.busy":"2023-03-03T10:13:38.541535Z","iopub.execute_input":"2023-03-03T10:13:38.542044Z","iopub.status.idle":"2023-03-03T10:24:51.717617Z","shell.execute_reply.started":"2023-03-03T10:13:38.542000Z","shell.execute_reply":"2023-03-03T10:24:51.716526Z"},"trusted":true},"execution_count":223,"outputs":[{"name":"stdout","text":"Epoch 1/20\n50/50 [==============================] - 27s 486ms/step - loss: 0.6764 - accuracy: 0.5760 - val_loss: 0.6882 - val_accuracy: 0.5123\nEpoch 2/20\n50/50 [==============================] - 27s 547ms/step - loss: 0.6642 - accuracy: 0.6020 - val_loss: 0.7047 - val_accuracy: 0.5292\nEpoch 3/20\n50/50 [==============================] - 25s 514ms/step - loss: 0.6634 - accuracy: 0.6230 - val_loss: 0.6984 - val_accuracy: 0.5446\nEpoch 4/20\n50/50 [==============================] - 24s 486ms/step - loss: 0.6493 - accuracy: 0.6420 - val_loss: 0.6695 - val_accuracy: 0.5904\nEpoch 5/20\n50/50 [==============================] - 23s 469ms/step - loss: 0.6425 - accuracy: 0.6230 - val_loss: 0.6860 - val_accuracy: 0.5815\nEpoch 6/20\n50/50 [==============================] - 24s 487ms/step - loss: 0.6224 - accuracy: 0.6800 - val_loss: 0.6659 - val_accuracy: 0.5996\nEpoch 7/20\n50/50 [==============================] - 23s 474ms/step - loss: 0.5696 - accuracy: 0.7100 - val_loss: 0.6975 - val_accuracy: 0.5373\nEpoch 8/20\n50/50 [==============================] - 24s 485ms/step - loss: 0.5324 - accuracy: 0.7530 - val_loss: 0.9409 - val_accuracy: 0.5008\nEpoch 9/20\n50/50 [==============================] - 24s 481ms/step - loss: 0.4751 - accuracy: 0.7950 - val_loss: 0.7521 - val_accuracy: 0.5635\nEpoch 10/20\n50/50 [==============================] - 23s 460ms/step - loss: 0.4871 - accuracy: 0.7800 - val_loss: 0.6053 - val_accuracy: 0.6419\nEpoch 11/20\n50/50 [==============================] - 23s 473ms/step - loss: 0.4528 - accuracy: 0.8140 - val_loss: 0.6944 - val_accuracy: 0.6415\nEpoch 12/20\n50/50 [==============================] - 22s 447ms/step - loss: 0.4664 - accuracy: 0.7800 - val_loss: 0.5904 - val_accuracy: 0.6762\nEpoch 13/20\n50/50 [==============================] - 22s 446ms/step - loss: 0.4246 - accuracy: 0.8297 - val_loss: 0.9403 - val_accuracy: 0.5638\nEpoch 14/20\n50/50 [==============================] - 21s 436ms/step - loss: 0.4156 - accuracy: 0.8210 - val_loss: 0.6692 - val_accuracy: 0.6538\nEpoch 15/20\n50/50 [==============================] - 22s 446ms/step - loss: 0.3648 - accuracy: 0.8480 - val_loss: 0.3893 - val_accuracy: 0.8388\nEpoch 16/20\n50/50 [==============================] - 22s 439ms/step - loss: 0.3460 - accuracy: 0.8720 - val_loss: 0.4065 - val_accuracy: 0.8219\nEpoch 17/20\n50/50 [==============================] - 22s 446ms/step - loss: 0.3235 - accuracy: 0.8690 - val_loss: 0.4081 - val_accuracy: 0.8212\nEpoch 18/20\n50/50 [==============================] - 21s 429ms/step - loss: 0.2856 - accuracy: 0.8920 - val_loss: 0.4799 - val_accuracy: 0.7935\nEpoch 19/20\n50/50 [==============================] - 22s 442ms/step - loss: 0.2878 - accuracy: 0.8930 - val_loss: 0.3460 - val_accuracy: 0.8588\nEpoch 20/20\n50/50 [==============================] - 22s 440ms/step - loss: 0.2443 - accuracy: 0.9170 - val_loss: 0.2820 - val_accuracy: 0.8992\n","output_type":"stream"}]},{"cell_type":"code","source":"cr_pred = rnn_model.predict(test_img_gen)","metadata":{"execution":{"iopub.status.busy":"2023-03-03T10:24:51.719532Z","iopub.execute_input":"2023-03-03T10:24:51.719942Z","iopub.status.idle":"2023-03-03T10:25:08.479537Z","shell.execute_reply.started":"2023-03-03T10:24:51.719894Z","shell.execute_reply":"2023-03-03T10:25:08.477906Z"},"_kg_hide-output":false,"trusted":true},"execution_count":224,"outputs":[{"name":"stdout","text":"130/130 [==============================] - 17s 122ms/step\n","output_type":"stream"}]},{"cell_type":"code","source":"p3 = cr_pred > 0.50\np3","metadata":{"execution":{"iopub.status.busy":"2023-03-03T10:25:08.481489Z","iopub.execute_input":"2023-03-03T10:25:08.482143Z","iopub.status.idle":"2023-03-03T10:25:08.490551Z","shell.execute_reply.started":"2023-03-03T10:25:08.482102Z","shell.execute_reply":"2023-03-03T10:25:08.489055Z"},"trusted":true},"execution_count":225,"outputs":[{"execution_count":225,"output_type":"execute_result","data":{"text/plain":"array([[False],\n [False],\n [False],\n ...,\n [ True],\n [ True],\n [ True]])"},"metadata":{}}]},{"cell_type":"code","source":"print(classification_report(test_img_gen.classes,p3))","metadata":{"execution":{"iopub.status.busy":"2023-03-03T10:25:08.493443Z","iopub.execute_input":"2023-03-03T10:25:08.494617Z","iopub.status.idle":"2023-03-03T10:25:08.513886Z","shell.execute_reply.started":"2023-03-03T10:25:08.494228Z","shell.execute_reply":"2023-03-03T10:25:08.512695Z"},"trusted":true},"execution_count":226,"outputs":[{"name":"stdout","text":" precision recall f1-score support\n\n 0 0.96 0.83 0.89 1300\n 1 0.85 0.96 0.90 1300\n\n accuracy 0.89 2600\n macro avg 0.90 0.89 0.89 2600\nweighted avg 0.90 0.89 0.89 2600\n\n","output_type":"stream"}]},{"cell_type":"markdown","source":"**Predict to check the trained model on random image to check for parasit**","metadata":{}},{"cell_type":"code","source":"\ntest_img = image.load_img(para,target_size=image_shape)","metadata":{"execution":{"iopub.status.busy":"2023-03-03T10:26:20.521745Z","iopub.execute_input":"2023-03-03T10:26:20.522151Z","iopub.status.idle":"2023-03-03T10:26:20.531261Z","shell.execute_reply.started":"2023-03-03T10:26:20.522117Z","shell.execute_reply":"2023-03-03T10:26:20.530225Z"},"trusted":true},"execution_count":230,"outputs":[]},{"cell_type":"code","source":"test_img_arr = image.img_to_array(test_img)","metadata":{"execution":{"iopub.status.busy":"2023-03-03T10:26:24.525805Z","iopub.execute_input":"2023-03-03T10:26:24.526183Z","iopub.status.idle":"2023-03-03T10:26:24.532030Z","shell.execute_reply.started":"2023-03-03T10:26:24.526151Z","shell.execute_reply":"2023-03-03T10:26:24.530636Z"},"trusted":true},"execution_count":231,"outputs":[]},{"cell_type":"code","source":"test_img_arr.shape","metadata":{"execution":{"iopub.status.busy":"2023-03-03T10:26:27.262112Z","iopub.execute_input":"2023-03-03T10:26:27.262470Z","iopub.status.idle":"2023-03-03T10:26:27.268963Z","shell.execute_reply.started":"2023-03-03T10:26:27.262441Z","shell.execute_reply":"2023-03-03T10:26:27.267674Z"},"trusted":true},"execution_count":232,"outputs":[{"execution_count":232,"output_type":"execute_result","data":{"text/plain":"(134, 134, 3)"},"metadata":{}}]},{"cell_type":"code","source":"test_md = np.expand_dims(test_img_arr,axis=0)","metadata":{"execution":{"iopub.status.busy":"2023-03-03T10:26:34.372271Z","iopub.execute_input":"2023-03-03T10:26:34.375121Z","iopub.status.idle":"2023-03-03T10:26:34.380319Z","shell.execute_reply.started":"2023-03-03T10:26:34.375082Z","shell.execute_reply":"2023-03-03T10:26:34.379168Z"},"trusted":true},"execution_count":235,"outputs":[]},{"cell_type":"code","source":"model.predict(test_md)","metadata":{"execution":{"iopub.status.busy":"2023-03-03T10:27:48.602016Z","iopub.execute_input":"2023-03-03T10:27:48.602413Z","iopub.status.idle":"2023-03-03T10:27:49.553335Z","shell.execute_reply.started":"2023-03-03T10:27:48.602380Z","shell.execute_reply":"2023-03-03T10:27:49.552077Z"},"trusted":true},"execution_count":238,"outputs":[{"name":"stdout","text":"1/1 [==============================] - 1s 897ms/step\n","output_type":"stream"},{"execution_count":238,"output_type":"execute_result","data":{"text/plain":"array([[0.]], dtype=float32)"},"metadata":{}}]}]} \ No newline at end of file