{"cells":[{"metadata":{},"cell_type":"markdown","source":"# **Overview**\nPneumonia is an infection in one or both lungs. The infection causes inflammation in the air sacs in your lungs, which are called alveoli. The alveoli fill with fluid or pus, making it difficult to breathe.Pneumonia is a lung infection that can range from mild to so severe that you have to go to the hospital.\n![](https://www.mayoclinic.org/-/media/kcms/gbs/patient-consumer/images/2016/05/18/13/02/ww5r032t-8col-jpg.jpg)\n\n# **Pneumonia Inflammation**\n\nDoctors or radiologiests conduct a physical exam and use CXR(chest x-ray) to examin and detect pneumonia. In CXR it shows opacity in the reagion.\n\n# **Pneumonia Symptoms**\n\n![image.png](attachment:image.png)\n\n# **How Is Pneumonia Diagnosed?**\nSometimes pneumonia can be difficult to diagnose because the symptoms are so variable, and are often very similar to those seen in a cold or influenza. To diagnose pneumonia, and to try to identify the germ that is causing the illness, your doctor will ask questions about your medical history, do a physical exam, and run some tests.\n\n# **Medical history**\nYour doctor will ask you questions about your signs and symptoms, and how and when they began. To help figure out if your infection is caused by bacteria, viruses or fungi, you may be asked some questions about possible exposures, such as:\n\n# **Physical exam**\nYour doctor will listen to your lungs with a stethoscope. If you have pneumonia, your lungs may make crackling, bubbling, and rumbling sounds when you inhale.\n\n# **Diagnostic Tests**\nIf your doctor suspects you may have pneumonia, they will probably recommend some tests to confirm the diagnosis and learn more about your infection. These may include:\n\n1) Blood tests to confirm the infection and to try to identify the germ that is causing your illness.\n\n2) Chest X-ray to look for the location and extent of inflammation in your lungs.\n\n3) Pulse oximetry to measure the oxygen level in your blood. Pneumonia can prevent your lungs from moving enough    oxygen into your bloodstream.\n\n4) Sputum test on a sample of mucus (sputum) taken after a deep cough, to look for the source of the infection.\n\nIf you are considered a high-risk patient because of your age and overall health, or if you are hospitalized,    the doctors may want to do some additional tests, including:\n\n5) CT scan of the chest to get a better view of the lungs and look for abscesses or other complications.\n\n6) Arterial blood gas test, to measure the amount of oxygen in a blood sample taken from an artery, usually in      your wrist. This is more accurate than the simpler pulse oximetry.\n\n7) Pleural fluid culture, which removes a small amount of fluid from around tissues that surround the lung, to      analyze and identify bacteria causing the pneumonia.\n\n8) Bronchoscopy, a procedure used to look into the lungs' airways. If you are hospitalized and your treatment is    not working well, doctors may want to see whether something else is affecting your airways, such as a            blockage. They may also take fluid samples or a biopsy of lung tissue.\n","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n# You can write up to 5GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"import numpy as np \nimport pandas as pd\nimport matplotlib.pyplot as plt\nfrom matplotlib.patches import Rectangle\nimport seaborn as sns\nimport gc\nimport glob\nimport os\nimport cv2\nimport pydicom\nimport warnings\nwarnings.simplefilter(action = 'ignore')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# **Exploring the given Data files, classes and images of different classes.**","execution_count":null},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"Train_labels = pd.read_csv('/kaggle/input/rsna-pneumonia-detection-challenge/stage_2_train_labels.csv')\nTrain_labels.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_labels = Train_labels.groupby('Target').size()\ntrain_labels","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"Train_labels.shape","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_labels.plot.bar()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"Train_labels.fillna(0.0)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"sample = pd.read_csv('/kaggle/input/rsna-pneumonia-detection-challenge/stage_2_sample_submission.csv')\nsample.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"class_info = pd.read_csv('/kaggle/input/rsna-pneumonia-detection-challenge/stage_2_detailed_class_info.csv')\nclass_info.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"class_info.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"Class_info = class_info.groupby('class').size()\nClass_info","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df = pd.concat([Train_labels,class_info[\"class\"]],axis=1,sort=False)\n\n# df = pd.merge(left = detailed_df, right = train_df, how = 'left', on = 'patientId')\ndf = df.drop_duplicates()\ndf.info()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df.shape","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df.isnull().sum()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# **Distribution of classes**","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"df.groupby('class').size()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df[\"class\"].value_counts().plot(kind='pie',autopct='%1.0f%%', shadow=True, subplots=False)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"pd.pivot_table(df,index=[\"Target\"], aggfunc='count')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"sns.countplot(x = 'class', hue = 'Target', data = df)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# **Correlation between the variables There is a strong Correlation between height and width variables**","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"df.corr()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"sns.jointplot(x = 'width', y = 'height', data = df, kind=\"reg\")","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# **EDA with the header values from the dataframe**","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"import pydicom\npatientId = Train_labels['patientId'][0]\ndcm_file = '../input/rsna-pneumonia-detection-challenge/stage_2_train_images/%s.dcm'% patientId\ndcm_data = pydicom.read_file(dcm_file)\n\nprint(dcm_data)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"dicom_df=df\ndicom_df.shape","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"from tqdm import tqdm\ndef process_dicom_data(data_df):\n    for n, pid in tqdm(enumerate(data_df['patientId'].unique())):        \n        dcm_file = '/kaggle/input/rsna-pneumonia-detection-challenge/stage_2_train_images/%s.dcm' % pid\n        dcm_data = pydicom.read_file(dcm_file)        \n        idx = (data_df['patientId']==dcm_data.PatientID)\n        data_df.loc[idx,'Modality'] = dcm_data.Modality\n        data_df.loc[idx,'PatientAge'] = pd.to_numeric(dcm_data.PatientAge)\n        data_df.loc[idx,'PatientSex'] = dcm_data.PatientSex\n        data_df.loc[idx,'BodyPartExamined'] = dcm_data.BodyPartExamined\n        data_df.loc[idx,'ViewPosition'] = dcm_data.ViewPosition\n        \n    return data_df","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"dicom_df = process_dicom_data(dicom_df)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"dicom_df = dicom_df.astype({\"PatientAge\": int})\ndicom_df.fillna(0.0, inplace=True)\ndicom_df.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"dicom_df.nunique()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# **Now Visualizing the data along with their dicom header values**","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"plt.figure(figsize = (30, 10))\nsns.countplot(x = 'PatientAge', hue = 'Target', data = dicom_df)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"sns.countplot(x = 'PatientSex', hue = 'Target', data = dicom_df)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"sns.countplot(x = 'ViewPosition', hue = 'Target', data = dicom_df);","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"dicom_df = dicom_df.drop('Target', axis=1)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"dicom_df['PatientSex'].astype('category')\ndicom_df['ViewPosition'].astype('category')\ndicom_df['PatientSex'] = np.where(dicom_df[\"PatientSex\"].str.contains(\"M\"), 1, 0)\ndicom_df['ViewPosition'] = np.where(dicom_df[\"ViewPosition\"].str.contains(\"AP\"), 1, 0)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"dicom_df.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"dicom_df.corr()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Apart from the correlation between the width and height,there is no strong correlation between the other variables in the dataframe","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"# **Visualizing the dicom images**","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"def show_dicom_image(data_df):\n        img_data = list(data_df.T.to_dict().values())\n        f, ax = plt.subplots(2,2, figsize=(16,18))\n        for i,data_row in enumerate(img_data):\n            pid = data_row['patientId']\n            dcm_file = '/kaggle/input/rsna-pneumonia-detection-challenge/stage_2_train_images/%s.dcm' % pid\n            dcm_data = pydicom.read_file(dcm_file)                    \n            ax[i//2, i%2].imshow(dcm_data.pixel_array, cmap=plt.cm.bone)\n            ax[i//2, i%2].set_title('ID: {}\\n Age: {} Sex: {}'.format(\n                data_row['patientId'],dcm_data.PatientAge, dcm_data.PatientSex))\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"show_dicom_image(df[df['Target']==1].sample(n=4))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# **Showing some random dicom images of a patient who do not have Pnuemonia, however with class No Lung Opacity / Not Normal**","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"show_dicom_image(df[ (df['Target']==0) & (df['class']=='No Lung Opacity / Not Normal')].sample(n=4))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# **Showing some random dicom images of a patients who do not have Pnuemonia, however with class Normal**","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"show_dicom_image(df[ (df['Target']==0) & (df['class']=='Normal')].sample(n=4))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# **Now displaying images with bounding boxes**","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"def show_dicome_with_boundingbox(data_df):\n    img_data = list(data_df.T.to_dict().values())\n    f, ax = plt.subplots(2,2, figsize=(16,18))\n    for i,data_row in enumerate(img_data):\n        pid = data_row['patientId']\n        dcm_file = '/kaggle/input/rsna-pneumonia-detection-challenge/stage_2_train_images/%s.dcm' % pid\n        dcm_data = pydicom.read_file(dcm_file)                    \n        ax[i//2, i%2].imshow(dcm_data.pixel_array, cmap=plt.cm.bone)\n        ax[i//2, i%2].set_title('ID: {}\\n Age: {} Sex: {}'.format(\n                data_row['patientId'],dcm_data.PatientAge, dcm_data.PatientSex))\n        rows = data_df[data_df['patientId']==data_row['patientId']]\n        box_data = list(rows.T.to_dict().values())        \n        for j, row in enumerate(box_data):            \n            x,y,width,height = row['x'], row['y'],row['width'],row['height']\n            rectangle = Rectangle(xy=(x,y),width=width, height=height, color=\"red\",alpha = 0.1)\n            ax[i//2, i%2].add_patch(rectangle)    ","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"show_dicome_with_boundingbox(df[df['Target']==1].sample(n=4))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# **Model Building**","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"import os\nimport csv\nimport random\nimport pydicom\nimport numpy as np\nimport pandas as pd\nfrom skimage import measure\nfrom skimage.transform import resize\nimport matplotlib.patches as patches\nimport tensorflow as tf\nfrom tensorflow import keras","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"pneumonia_locations = {}\n# load table\nwith open(os.path.join('/kaggle/input/rsna-pneumonia-detection-challenge/stage_2_train_labels.csv'), mode='r') as infile:\n    # open reader\n    reader = csv.reader(infile)\n    # skip header\n    next(reader, None)\n    # loop through rows\n    for rows in reader:\n        # retrieve information\n        filename = rows[0]\n        location = rows[1:5]\n        pneumonia = rows[5]\n        # if row contains pneumonia add label to dictionary\n        # which contains a list of pneumonia locations per filename\n        if pneumonia == '1':\n            # convert string to float to int\n            location = [int(float(i)) for i in location]\n            # save pneumonia location in dictionary\n            if filename in pneumonia_locations:\n                pneumonia_locations[filename].append(location)\n            else:\n                pneumonia_locations[filename] = [location]","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# **Load image filenames**","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"# load and shuffle filenames\nfolder = '/kaggle/input/rsna-pneumonia-detection-challenge/stage_2_train_images'\nfilenames = os.listdir(folder)\nrandom.shuffle(filenames)\n# split into train and validation filenames\nn_valid_samples = 8000\ntrain_filenames = filenames[n_valid_samples:]\nvalid_filenames = filenames[:n_valid_samples]\nprint('n train samples', len(train_filenames))\nprint('n valid samples', len(valid_filenames))\nn_train_samples = len(filenames) - n_valid_samples","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Data generator\n\nThe dataset is too large to fit into memory, so we need to create a generator that loads data on the fly.\n\nThe generator takes in some filenames, batch_size and other parameters.\n\nThe generator outputs a random batch of numpy images and numpy masks.","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"class generator(keras.utils.Sequence):    \n    def __init__(self, folder, filenames, pneumonia_locations=None, batch_size=32, image_size=256, shuffle=True, augment=False, predict=False):\n        self.folder = folder\n        self.filenames = filenames\n        self.pneumonia_locations = pneumonia_locations\n        self.batch_size = batch_size\n        self.image_size = image_size\n        self.shuffle = shuffle\n        self.augment = augment\n        self.predict = predict\n        self.on_epoch_end()\n        \n    def __load__(self, filename):\n        # load dicom file as numpy array\n        img = pydicom.dcmread(os.path.join(self.folder, filename)).pixel_array\n        # create empty mask\n        msk = np.zeros(img.shape)\n        # get filename without extension\n        filename = filename.split('.')[0]\n        # if image contains pneumonia\n        if filename in self.pneumonia_locations:\n            # loop through pneumonia\n            for location in self.pneumonia_locations[filename]:\n                # add 1's at the location of the pneumonia\n                x, y, w, h = location\n                msk[y:y+h, x:x+w] = 1\n        # resize both image and mask\n        img = resize(img, (self.image_size, self.image_size), mode='reflect')\n        msk = resize(msk, (self.image_size, self.image_size), mode='reflect') > 0.5\n        # if augment then horizontal flip half the time\n        if self.augment and random.random() > 0.5:\n            img = np.fliplr(img)\n            msk = np.fliplr(msk)\n        # add trailing channel dimension\n        img = np.expand_dims(img, -1)\n        msk = np.expand_dims(msk, -1)\n        return img, msk\n    \n    def __loadpredict__(self, filename):\n        # load dicom file as numpy array\n        img = pydicom.dcmread(os.path.join(self.folder, filename)).pixel_array\n        # resize image\n        img = resize(img, (self.image_size, self.image_size), mode='reflect')\n        # add trailing channel dimension\n        img = np.expand_dims(img, -1)\n        return img\n        \n    def __getitem__(self, index):\n        # select batch\n        filenames = self.filenames[index*self.batch_size:(index+1)*self.batch_size]\n        # predict mode: return images and filenames\n        if self.predict:\n            # load files\n            imgs = [self.__loadpredict__(filename) for filename in filenames]\n            # create numpy batch\n            imgs = np.array(imgs)\n            return imgs, filenames\n        # train mode: return images and masks\n        else:\n            # load files\n            items = [self.__load__(filename) for filename in filenames]\n            # unzip images and masks\n            imgs, msks = zip(*items)\n            # create numpy batch\n            imgs = np.array(imgs)\n            msks = np.array(msks)\n            return imgs, msks\n        \n    def on_epoch_end(self):\n        if self.shuffle:\n            random.shuffle(self.filenames)\n        \n    def __len__(self):\n        if self.predict:\n            # return everything\n            return int(np.ceil(len(self.filenames) / self.batch_size))\n        else:\n            # return full batches only\n            return int(len(self.filenames) / self.batch_size)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# define iou or jaccard loss function\ndef iou_loss(y_true, y_pred):\n    #print(y_true)\n    y_true=tf.cast(y_true, tf.float32)\n    y_pred=tf.cast(y_pred, tf.float32)\n    y_true = tf.reshape(y_true, [-1])\n    y_pred = tf.reshape(y_pred, [-1])\n   \n    intersection = tf.reduce_sum(y_true * y_pred)\n    score = (intersection + 1.) / (tf.reduce_sum(y_true) + tf.reduce_sum(y_pred) - intersection + 1.)\n    return 1 - score\n\n# combine bce loss and iou loss\ndef iou_bce_loss(y_true, y_pred):\n    return 0.5 * keras.losses.binary_crossentropy(y_true, y_pred) + 0.5 * iou_loss(y_true, y_pred)\n\n# mean iou as a metric\ndef mean_iou(y_true, y_pred):\n    y_pred = tf.round(y_pred)\n    intersect = tf.reduce_sum(y_true * y_pred, axis=[1, 2, 3])\n    union = tf.reduce_sum(y_true, axis=[1, 2, 3]) + tf.reduce_sum(y_pred, axis=[1, 2, 3])\n    smooth = tf.ones(tf.shape(intersect))\n    return tf.reduce_mean((intersect + smooth) / (union - intersect + smooth))\n\ndef create_downsample(channels, inputs):\n    x = keras.layers.BatchNormalization(momentum=0.9)(inputs)\n    x = keras.layers.LeakyReLU(0)(x)\n    x = keras.layers.Conv2D(channels, 1, padding='same', use_bias=False)(x)\n    x = keras.layers.MaxPool2D(2)(x)\n    return x\n\ndef create_resblock(channels, inputs):\n    x = keras.layers.BatchNormalization(momentum=0.9)(inputs)\n    x = keras.layers.LeakyReLU(0)(x)\n    x = keras.layers.Conv2D(channels, 3, padding='same', use_bias=False)(x)\n    x = keras.layers.BatchNormalization(momentum=0.9)(x)\n    x = keras.layers.LeakyReLU(0)(x)\n    x = keras.layers.Conv2D(channels, 3, padding='same', use_bias=False)(x)\n    return keras.layers.add([x, inputs])\n\ndef create_network(input_size, channels, n_blocks=2, depth=4):\n    # input\n    inputs = keras.Input(shape=(input_size, input_size, 1))\n    x = keras.layers.Conv2D(channels, 3, padding='same', use_bias=False)(inputs)\n    # residual blocks\n    for d in range(depth):\n        channels = channels * 2\n        x = create_downsample(channels, x)\n        for b in range(n_blocks):\n            x = create_resblock(channels, x)\n    # output\n    x = keras.layers.BatchNormalization(momentum=0.9)(x)\n    x = keras.layers.LeakyReLU(0)(x)\n    x = keras.layers.Conv2D(1, 1, activation='sigmoid')(x)\n    outputs = keras.layers.UpSampling2D(2**depth)(x)\n    model = keras.Model(inputs=inputs, outputs=outputs)\n    return model\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"BATCH_SIZE = 128\nIMAGE_SIZE = 128","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"model = create_network(input_size=IMAGE_SIZE, channels=32, n_blocks=2, depth=4)\nmodel.compile(optimizer='adam', loss=iou_bce_loss, metrics=['accuracy', mean_iou])\n\n# cosine learning rate annealing\ndef cosine_annealing(x):\n    lr = 0.0001\n    epochs = 3\n    return lr*(np.cos(np.pi*x/epochs)+1.)/2\n\n\nlearning_rate = tf.keras.callbacks.LearningRateScheduler(cosine_annealing)\n\n# create train and validation generators\nfolder = '/kaggle/input/rsna-pneumonia-detection-challenge/stage_2_train_images'\ntrain_gen = generator(folder, train_filenames, pneumonia_locations, batch_size=BATCH_SIZE, image_size=IMAGE_SIZE, shuffle=True, augment=False, predict=False)\nvalid_gen = generator(folder, valid_filenames, pneumonia_locations, batch_size=BATCH_SIZE, image_size=IMAGE_SIZE, shuffle=False, predict=False)\n\nprint(model.summary())\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"EPOCHS=5\nMULTI_PROCESSING = True \n\nhistory = model.fit_generator(train_gen, validation_data=valid_gen, callbacks=[learning_rate], epochs=EPOCHS, workers=4, use_multiprocessing=True)\n","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# **Plot Accuracy / Loss**","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"plt.figure(figsize=(12,4))\nplt.subplot(131)\nplt.plot(history.epoch, history.history[\"loss\"], label=\"Train loss\")\nplt.plot(history.epoch, history.history[\"val_loss\"], label=\"Valid loss\")\nplt.legend()\nplt.subplot(132)\nplt.plot(history.epoch, history.history[\"accuracy\"], label=\"Train accuracy\")\nplt.plot(history.epoch, history.history[\"val_accuracy\"], label=\"Valid accuracy\")\nplt.legend()\nplt.subplot(133)\nplt.plot(history.epoch, history.history[\"mean_iou\"], label=\"Train iou\")\nplt.plot(history.epoch, history.history[\"val_mean_iou\"], label=\"Valid iou\")\nplt.legend()\nplt.show()\n","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# **Predict test images**","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"i=0\nfor imgs, msks in valid_gen:    \n    # predict batch of images\n    preds = model.predict(imgs)\n    # create figure\n    f, axarr = plt.subplots(4, 8, figsize=(20,15))\n    axarr = axarr.ravel()\n    axidx = 0\n    # loop through batch\n    for img, msk, pred in zip(imgs, msks, preds):\n        i=i+1\n        #exit after 32 images\n        if i>32:\n            break\n        # plot image\n        axarr[axidx].imshow(img[:, :, 0])\n        # threshold true mask\n        comp = msk[:, :, 0] > 0.5\n        # apply connected components\n        comp = measure.label(comp)\n        # apply bounding boxes\n        predictionString = ''\n        for region in measure.regionprops(comp):\n            # retrieve x, y, height and width\n            y, x, y2, x2 = region.bbox\n            height = y2 - y\n            width = x2 - x\n            axarr[axidx].add_patch(patches.Rectangle((x,y),width,height,linewidth=2,edgecolor='b',facecolor='none'))\n        # threshold predicted mask\n        comp = pred[:, :, 0] > 0.5\n        # apply connected components\n        comp = measure.label(comp)\n        # apply bounding boxes\n        predictionString = ''\n        for region in measure.regionprops(comp):\n            # retrieve x, y, height and width\n            y, x, y2, x2 = region.bbox\n            height = y2 - y\n            width = x2 - x\n            axarr[axidx].add_patch(patches.Rectangle((x,y),width,height,linewidth=2,edgecolor='r',facecolor='none'))\n        axidx += 1\n    plt.show()\n    # only plot one batch\n    break","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"folder = '/kaggle/input/rsna-pneumonia-detection-challenge/stage_2_test_images'\ntest_filenames = os.listdir(folder)\nprint('n test samples:', len(test_filenames))\n\n# create test generator with predict flag set to True\ntest_gen = generator(folder, test_filenames, None, batch_size=100, image_size=128, shuffle=False, predict=True)\n\n# create submission dictionary\nsubmission_dict = {}\n# loop through testset\nfor imgs, filenames in tqdm(test_gen):\n    # predict batch of images\n    preds = model.predict(imgs)\n    # loop through batch\n    for pred, filename in zip(preds, filenames):\n        # resize predicted mask\n        pred = resize(pred, (1024, 1024), mode='reflect')\n        # threshold predicted mask\n        comp = pred[:, :, 0] > 0.5\n        # apply connected components\n        comp = measure.label(comp)\n        # apply bounding boxes\n        predictionString = ''\n        for region in measure.regionprops(comp):\n            # retrieve x, y, height and width\n            y, x, y2, x2 = region.bbox\n            height = y2 - y\n            width = x2 - x\n            # proxy for confidence score\n            conf = np.mean(pred[y:y+height, x:x+width])\n            # add to predictionString\n            predictionString += str(conf) + ' ' + str(x) + ' ' + str(y) + ' ' + str(width) + ' ' + str(height) + ' '\n        # add filename and predictionString to dictionary\n        filename = filename.split('.')[0]\n        submission_dict[filename] = predictionString\n    # stop if we've got them all\n    if len(submission_dict) >= len(test_filenames):\n        break\n\n# save dictionary as csv file\nsub = pd.DataFrame.from_dict(submission_dict,orient='index')\nsub.index.names = ['patientId']\nsub.columns = ['PredictionString']\nsub.to_csv('submission.csv')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# load and shuffle filenames\n#folder = '../input/stage_2_test_images'\n#test_filenames = os.listdir(folder)\n#print('n test samples:', len(test_filenames))\n\n# create test generator with predict flag set to True\n\nfolder = '/kaggle/input/rsna-pneumonia-detection-challenge/stage_2_test_images'\n#train_gen = generator(folder, train_filenames, pneumonia_locations, batch_size=BATCH_SIZE, image_size=IMAGE_SIZE, shuffle=True, augment=True, predict=False)\n#test_gen = generator(folder, valid_filenames, None, batch_size=32, image_size=IMAGE_SIZE, shuffle=False, predict=True)\ntest_gen = generator(folder, test_filenames, None, batch_size=32, image_size=128, shuffle=False, predict=True)\n\n# create submission dictionary\nsubmission_dict = {}\n# loop through testset\nfor imgs, filenames in test_gen:\n    # predict batch of images\n    preds = model.predict(imgs)\n    # loop through batch\n    for pred, filename in zip(preds, filenames):\n       # print(filename)\n        # resize predicted mask\n        pred = resize(pred, (1024, 1024), mode='reflect')\n        # threshold predicted mask\n        comp = pred[:, :, 0] > 0.5\n        # apply connected components\n        comp = measure.label(comp)\n        # apply bounding boxes\n        predictionString = ''\n        for region in measure.regionprops(comp):\n            # retrieve x, y, height and width\n            y, x, y2, x2 = region.bbox\n            height = y2 - y\n            width = x2 - x\n            # proxy for confidence score\n            conf = np.mean(pred[y:y+height, x:x+width])\n            # add to predictionString\n            predictionString += str(conf) + ' ' + str(x) + ' ' + str(y) + ' ' + str(width) + ' ' + str(height) + ' '\n        # add filename and predictionString to dictionary\n        filename = filename.split('.')[0]\n        submission_dict[filename] = predictionString\n    # stop if we've got them all\n    if len(submission_dict) >= len(test_filenames):\n        break\n        \nprint(\"Done predicting...\")\n        \n# save dictionary as csv file\nsub = pd.DataFrame.from_dict(submission_dict,orient='index')\nsub.index.names = ['patientId']\nsub.columns = ['PredictionString']\nsub.to_csv('submission.csv')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":4}