{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.11.11","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"gpu","dataSources":[{"sourceId":10338,"databundleVersionId":862042,"sourceType":"competition"}],"dockerImageVersionId":31041,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"Data Statistics:\n\n3000 Test Images\n\n26,684 Training Images","metadata":{}},{"cell_type":"code","source":"import pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport pydicom\nimport pylab","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:24:13.36018Z","iopub.execute_input":"2025-07-03T14:24:13.360437Z","iopub.status.idle":"2025-07-03T14:24:14.256362Z","shell.execute_reply.started":"2025-07-03T14:24:13.360416Z","shell.execute_reply":"2025-07-03T14:24:14.255501Z"}},"outputs":[],"execution_count":1},{"cell_type":"markdown","source":"# Step-0: Exploring the Data","metadata":{}},{"cell_type":"code","source":"df = pd.read_csv(\"/kaggle/input/rsna-pneumonia-detection-challenge/stage_2_train_labels.csv\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:24:17.584111Z","iopub.execute_input":"2025-07-03T14:24:17.584743Z","iopub.status.idle":"2025-07-03T14:24:17.642412Z","shell.execute_reply.started":"2025-07-03T14:24:17.584718Z","shell.execute_reply":"2025-07-03T14:24:17.641865Z"}},"outputs":[],"execution_count":2},{"cell_type":"code","source":"df.head(5)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:24:17.973233Z","iopub.execute_input":"2025-07-03T14:24:17.973711Z","iopub.status.idle":"2025-07-03T14:24:17.998135Z","shell.execute_reply.started":"2025-07-03T14:24:17.973672Z","shell.execute_reply":"2025-07-03T14:24:17.997444Z"}},"outputs":[{"name":"stderr","text":"/usr/local/lib/python3.11/dist-packages/pandas/io/formats/format.py:1458: RuntimeWarning: invalid value encountered in greater\n  has_large_values = (abs_vals > 1e6).any()\n/usr/local/lib/python3.11/dist-packages/pandas/io/formats/format.py:1459: RuntimeWarning: invalid value encountered in less\n  has_small_values = ((abs_vals < 10 ** (-self.digits)) & (abs_vals > 0)).any()\n/usr/local/lib/python3.11/dist-packages/pandas/io/formats/format.py:1459: RuntimeWarning: invalid value encountered in greater\n  has_small_values = ((abs_vals < 10 ** (-self.digits)) & (abs_vals > 0)).any()\n","output_type":"stream"},{"execution_count":3,"output_type":"execute_result","data":{"text/plain":"                              patientId      x      y  width  height  Target\n0  0004cfab-14fd-4e49-80ba-63a80b6bddd6    NaN    NaN    NaN     NaN       0\n1  00313ee0-9eaa-42f4-b0ab-c148ed3241cd    NaN    NaN    NaN     NaN       0\n2  00322d4d-1c29-4943-afc9-b6754be640eb    NaN    NaN    NaN     NaN       0\n3  003d8fa0-6bf1-40ed-b54c-ac657f8495c5    NaN    NaN    NaN     NaN       0\n4  00436515-870c-4b36-a041-de91049b9ab4  264.0  152.0  213.0   379.0       1","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>patientId</th>\n      <th>x</th>\n      <th>y</th>\n      <th>width</th>\n      <th>height</th>\n      <th>Target</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0004cfab-14fd-4e49-80ba-63a80b6bddd6</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>00313ee0-9eaa-42f4-b0ab-c148ed3241cd</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>00322d4d-1c29-4943-afc9-b6754be640eb</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>003d8fa0-6bf1-40ed-b54c-ac657f8495c5</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>00436515-870c-4b36-a041-de91049b9ab4</td>\n      <td>264.0</td>\n      <td>152.0</td>\n      <td>213.0</td>\n      <td>379.0</td>\n      <td>1</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}],"execution_count":3},{"cell_type":"code","source":"patientId = df['patientId'][0]\ndcm_file = '/kaggle/input/rsna-pneumonia-detection-challenge/stage_2_train_images/%s.dcm' % patientId\ndcm_data = pydicom.dcmread(dcm_file)\n\nprint(dcm_data)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:24:18.713963Z","iopub.execute_input":"2025-07-03T14:24:18.714658Z","iopub.status.idle":"2025-07-03T14:24:18.734974Z","shell.execute_reply.started":"2025-07-03T14:24:18.714633Z","shell.execute_reply":"2025-07-03T14:24:18.734346Z"}},"outputs":[{"name":"stdout","text":"Dataset.file_meta -------------------------------\n(0002,0000) File Meta Information Group Length  UL: 202\n(0002,0001) File Meta Information Version       OB: b'\\x00\\x01'\n(0002,0002) Media Storage SOP Class UID         UI: Secondary Capture Image Storage\n(0002,0003) Media Storage SOP Instance UID      UI: 1.2.276.0.7230010.3.1.4.8323329.28530.1517874485.775526\n(0002,0010) Transfer Syntax UID                 UI: JPEG Baseline (Process 1)\n(0002,0012) Implementation Class UID            UI: 1.2.276.0.7230010.3.0.3.6.0\n(0002,0013) Implementation Version Name         SH: 'OFFIS_DCMTK_360'\n-------------------------------------------------\n(0008,0005) Specific Character Set              CS: 'ISO_IR 100'\n(0008,0016) SOP Class UID                       UI: Secondary Capture Image Storage\n(0008,0018) SOP Instance UID                    UI: 1.2.276.0.7230010.3.1.4.8323329.28530.1517874485.775526\n(0008,0020) Study Date                          DA: '19010101'\n(0008,0030) Study Time                          TM: '000000.00'\n(0008,0050) Accession Number                    SH: ''\n(0008,0060) Modality                            CS: 'CR'\n(0008,0064) Conversion Type                     CS: 'WSD'\n(0008,0090) Referring Physician's Name          PN: ''\n(0008,103E) Series Description                  LO: 'view: PA'\n(0010,0010) Patient's Name                      PN: '0004cfab-14fd-4e49-80ba-63a80b6bddd6'\n(0010,0020) Patient ID                          LO: '0004cfab-14fd-4e49-80ba-63a80b6bddd6'\n(0010,0030) Patient's Birth Date                DA: ''\n(0010,0040) Patient's Sex                       CS: 'F'\n(0010,1010) Patient's Age                       AS: '51'\n(0018,0015) Body Part Examined                  CS: 'CHEST'\n(0018,5101) View Position                       CS: 'PA'\n(0020,000D) Study Instance UID                  UI: 1.2.276.0.7230010.3.1.2.8323329.28530.1517874485.775525\n(0020,000E) Series Instance UID                 UI: 1.2.276.0.7230010.3.1.3.8323329.28530.1517874485.775524\n(0020,0010) Study ID                            SH: ''\n(0020,0011) Series Number                       IS: '1'\n(0020,0013) Instance Number                     IS: '1'\n(0020,0020) Patient Orientation                 CS: ''\n(0028,0002) Samples per Pixel                   US: 1\n(0028,0004) Photometric Interpretation          CS: 'MONOCHROME2'\n(0028,0010) Rows                                US: 1024\n(0028,0011) Columns                             US: 1024\n(0028,0030) Pixel Spacing                       DS: [0.14300000000000002, 0.14300000000000002]\n(0028,0100) Bits Allocated                      US: 8\n(0028,0101) Bits Stored                         US: 8\n(0028,0102) High Bit                            US: 7\n(0028,0103) Pixel Representation                US: 0\n(0028,2110) Lossy Image Compression             CS: '01'\n(0028,2114) Lossy Image Compression Method      CS: 'ISO_10918_1'\n(7FE0,0010) Pixel Data                          OB: Array of 142006 elements\n","output_type":"stream"}],"execution_count":4},{"cell_type":"code","source":"im = dcm_data.pixel_array","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:24:23.185945Z","iopub.execute_input":"2025-07-03T14:24:23.186185Z","iopub.status.idle":"2025-07-03T14:24:23.235161Z","shell.execute_reply.started":"2025-07-03T14:24:23.186168Z","shell.execute_reply":"2025-07-03T14:24:23.234444Z"}},"outputs":[],"execution_count":5},{"cell_type":"code","source":"type(dcm_data.pixel_array)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:24:23.398743Z","iopub.execute_input":"2025-07-03T14:24:23.399408Z","iopub.status.idle":"2025-07-03T14:24:23.403898Z","shell.execute_reply.started":"2025-07-03T14:24:23.399373Z","shell.execute_reply":"2025-07-03T14:24:23.403249Z"}},"outputs":[{"execution_count":6,"output_type":"execute_result","data":{"text/plain":"numpy.ndarray"},"metadata":{}}],"execution_count":6},{"cell_type":"code","source":"np.shape(dcm_data.pixel_array)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:24:23.571531Z","iopub.execute_input":"2025-07-03T14:24:23.571871Z","iopub.status.idle":"2025-07-03T14:24:23.576803Z","shell.execute_reply.started":"2025-07-03T14:24:23.571849Z","shell.execute_reply":"2025-07-03T14:24:23.576084Z"}},"outputs":[{"execution_count":7,"output_type":"execute_result","data":{"text/plain":"(1024, 1024)"},"metadata":{}}],"execution_count":7},{"cell_type":"code","source":"plt.imshow(im, cmap=\"gray\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:24:23.768621Z","iopub.execute_input":"2025-07-03T14:24:23.768912Z","iopub.status.idle":"2025-07-03T14:24:24.093287Z","shell.execute_reply.started":"2025-07-03T14:24:23.76889Z","shell.execute_reply":"2025-07-03T14:24:24.09147Z"}},"outputs":[{"execution_count":8,"output_type":"execute_result","data":{"text/plain":"<matplotlib.image.AxesImage at 0x781755c17010>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":8},{"cell_type":"markdown","source":"Any given patient may potentially have many boxes if there are several different suspicious areas of pneumonia. To collapse the current CSV file dataframe into a dictionary with unique entries, we use the following function:","metadata":{}},{"cell_type":"code","source":"def parse_data(df):\n    \"\"\"\n    Method to read a CSV file (Pandas dataframe) and parse the \n    data into the following nested dictionary:\n\n      parsed = {\n        \n        'patientId-00': {\n            'dicom': path/to/dicom/file,\n            'label': either 0 or 1 for normal or pnuemonia, \n            'boxes': list of box(es)\n        },\n        'patientId-01': {\n            'dicom': path/to/dicom/file,\n            'label': either 0 or 1 for normal or pnuemonia, \n            'boxes': list of box(es)\n        }, ...\n\n      }\n\n    \"\"\"\n    # --- Define lambda to extract coords in list [y, x, height, width]\n    extract_box = lambda row: [row['y'], row['x'], row['height'], row['width']]\n\n    parsed = {}\n    for n, row in df.iterrows():\n        # --- Initialize patient entry into parsed \n        pid = row['patientId']\n        if pid not in parsed:\n            parsed[pid] = {\n                'dicom': '/kaggle/input/rsna-pneumonia-detection-challenge/stage_2_train_images//%s.dcm' % pid,\n                'label': row['Target'],\n                'boxes': []}\n\n        # --- Add box if opacity is present\n        if parsed[pid]['label'] == 1:\n            parsed[pid]['boxes'].append(extract_box(row))\n\n    return parsed","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:24:26.933769Z","iopub.execute_input":"2025-07-03T14:24:26.934029Z","iopub.status.idle":"2025-07-03T14:24:26.939074Z","shell.execute_reply.started":"2025-07-03T14:24:26.93401Z","shell.execute_reply":"2025-07-03T14:24:26.938297Z"}},"outputs":[],"execution_count":10},{"cell_type":"code","source":"parsed = parse_data(df)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:24:27.253459Z","iopub.execute_input":"2025-07-03T14:24:27.254017Z","iopub.status.idle":"2025-07-03T14:24:28.463982Z","shell.execute_reply.started":"2025-07-03T14:24:27.253994Z","shell.execute_reply":"2025-07-03T14:24:28.463218Z"}},"outputs":[],"execution_count":11},{"cell_type":"code","source":"#parsed","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:24:30.452998Z","iopub.execute_input":"2025-07-03T14:24:30.453625Z","iopub.status.idle":"2025-07-03T14:24:30.45654Z","shell.execute_reply.started":"2025-07-03T14:24:30.453604Z","shell.execute_reply":"2025-07-03T14:24:30.455995Z"}},"outputs":[],"execution_count":12},{"cell_type":"code","source":"def draw(data):\n    \"\"\"\n    Method to draw single patient with bounding box(es) if present \n\n    \"\"\"\n    # --- Open DICOM file\n    d = pydicom.dcmread(data['dicom'])\n    im = d.pixel_array\n\n    # --- Convert from single-channel grayscale to 3-channel RGB\n    im = np.stack([im] * 3, axis=2)\n\n    # --- Add boxes with random color if present\n    for box in data['boxes']:\n        rgb = np.floor(np.random.rand(3) * 256).astype('int')\n        im = overlay_box(im=im, box=box, rgb=rgb, stroke=6)\n\n    pylab.imshow(im, cmap=pylab.cm.gist_gray)\n    pylab.axis('off')\n\ndef overlay_box(im, box, rgb, stroke=1):\n    \"\"\"\n    Method to overlay single box on image\n\n    \"\"\"\n    # --- Convert coordinates to integers\n    box = [int(b) for b in box]\n    \n    # --- Extract coordinates\n    y1, x1, height, width = box\n    y2 = y1 + height\n    x2 = x1 + width\n\n    im[y1:y1 + stroke, x1:x2] = rgb\n    im[y2:y2 + stroke, x1:x2] = rgb\n    im[y1:y2, x1:x1 + stroke] = rgb\n    im[y1:y2, x2:x2 + stroke] = rgb\n\n    return im","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:24:30.664915Z","iopub.execute_input":"2025-07-03T14:24:30.665171Z","iopub.status.idle":"2025-07-03T14:24:30.671565Z","shell.execute_reply.started":"2025-07-03T14:24:30.665155Z","shell.execute_reply":"2025-07-03T14:24:30.670738Z"}},"outputs":[],"execution_count":13},{"cell_type":"code","source":"draw(parsed['00436515-870c-4b36-a041-de91049b9ab4'])","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:24:32.773274Z","iopub.execute_input":"2025-07-03T14:24:32.773538Z","iopub.status.idle":"2025-07-03T14:24:33.029399Z","shell.execute_reply.started":"2025-07-03T14:24:32.77352Z","shell.execute_reply":"2025-07-03T14:24:33.028601Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":14},{"cell_type":"markdown","source":"In this challenge, our aim will be the detection of bounding boxes consisting of a binary classification---e.g. the presence or absence of pneumonia. However, in addition to the binary classification, each bounding box without pneumonia is further categorized into normal or no lung opacity / not normal. This extra third class indicates that while pneumonia was determined not to be present, there was nonetheless some type of abnormality on the image---and oftentimes this finding may mimic the appearance of true pneumonia.","metadata":{}},{"cell_type":"code","source":"df_detailed = pd.read_csv('/kaggle/input/rsna-pneumonia-detection-challenge/stage_2_detailed_class_info.csv')\nprint(df_detailed.iloc[0])","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:24:34.610658Z","iopub.execute_input":"2025-07-03T14:24:34.61138Z","iopub.status.idle":"2025-07-03T14:24:34.665462Z","shell.execute_reply.started":"2025-07-03T14:24:34.611351Z","shell.execute_reply":"2025-07-03T14:24:34.664743Z"}},"outputs":[{"name":"stdout","text":"patientId    0004cfab-14fd-4e49-80ba-63a80b6bddd6\nclass                No Lung Opacity / Not Normal\nName: 0, dtype: object\n","output_type":"stream"}],"execution_count":15},{"cell_type":"code","source":"patientId = df_detailed['patientId'][0]\ndraw(parsed[patientId])","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:24:34.843623Z","iopub.execute_input":"2025-07-03T14:24:34.844321Z","iopub.status.idle":"2025-07-03T14:24:35.085754Z","shell.execute_reply.started":"2025-07-03T14:24:34.844297Z","shell.execute_reply":"2025-07-03T14:24:35.084995Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 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\n"},"metadata":{}}],"execution_count":16},{"cell_type":"markdown","source":"Weird tube on the right lung.","metadata":{}},{"cell_type":"code","source":"summary = {}\nfor n, row in df_detailed.iterrows():\n    if row['class'] not in summary:\n        summary[row['class']] = 0\n    summary[row['class']] += 1\n    \nprint(summary)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:24:37.135938Z","iopub.execute_input":"2025-07-03T14:24:37.136609Z","iopub.status.idle":"2025-07-03T14:24:38.162995Z","shell.execute_reply.started":"2025-07-03T14:24:37.136586Z","shell.execute_reply":"2025-07-03T14:24:38.162225Z"}},"outputs":[{"name":"stdout","text":"{'No Lung Opacity / Not Normal': 11821, 'Normal': 8851, 'Lung Opacity': 9555}\n","output_type":"stream"}],"execution_count":17},{"cell_type":"markdown","source":"Kind of even split","metadata":{}},{"cell_type":"markdown","source":"# Step-1: Import necessary libraries","metadata":{}},{"cell_type":"code","source":"import os\nimport csv\nimport random\nimport pydicom\nimport numpy as np\nimport pandas as pd\nfrom skimage import io\nfrom skimage import measure\nfrom skimage.transform import resize\n\nimport tensorflow as tf\nfrom tensorflow import keras\n\nfrom matplotlib import pyplot as plt\nimport matplotlib.patches as patches","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:24:41.709044Z","iopub.execute_input":"2025-07-03T14:24:41.709469Z","iopub.status.idle":"2025-07-03T14:24:55.373679Z","shell.execute_reply.started":"2025-07-03T14:24:41.709441Z","shell.execute_reply":"2025-07-03T14:24:55.373116Z"}},"outputs":[{"name":"stderr","text":"2025-07-03 14:24:43.794082: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:477] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\nWARNING: All log messages before absl::InitializeLog() is called are written to STDERR\nE0000 00:00:1751552683.993024      35 cuda_dnn.cc:8310] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\nE0000 00:00:1751552684.050159      35 cuda_blas.cc:1418] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n","output_type":"stream"}],"execution_count":18},{"cell_type":"markdown","source":"# Step-2: Loading the data","metadata":{}},{"cell_type":"code","source":"pneumonia_locations = {}\n\nwith open(os.path.join('/kaggle/input/rsna-pneumonia-detection-challenge/stage_2_train_labels.csv'), mode='r') as infile:\n\n    reader = csv.reader(infile)\n\n    next(reader, None)\n\n    for rows in reader:\n\n        filename = rows[0]\n        location = rows[1:5]\n        pneumonia = rows[5]\n\n        if pneumonia == '1':\n            \n            location = [int(float(i)) for i in location]\n            \n            if filename in pneumonia_locations:\n                pneumonia_locations[filename].append(location)\n            else:\n                pneumonia_locations[filename] = [location]","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:24:55.374803Z","iopub.execute_input":"2025-07-03T14:24:55.375271Z","iopub.status.idle":"2025-07-03T14:24:55.433125Z","shell.execute_reply.started":"2025-07-03T14:24:55.375253Z","shell.execute_reply":"2025-07-03T14:24:55.432326Z"}},"outputs":[],"execution_count":19},{"cell_type":"code","source":"len(pneumonia_locations)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:24:55.893582Z","iopub.execute_input":"2025-07-03T14:24:55.894199Z","iopub.status.idle":"2025-07-03T14:24:55.898809Z","shell.execute_reply.started":"2025-07-03T14:24:55.894159Z","shell.execute_reply":"2025-07-03T14:24:55.89826Z"}},"outputs":[{"execution_count":20,"output_type":"execute_result","data":{"text/plain":"6012"},"metadata":{}}],"execution_count":20},{"cell_type":"code","source":"folder = '/kaggle/input/rsna-pneumonia-detection-challenge/stage_2_train_images'\nfilenames = os.listdir(folder)\nrandom.shuffle(filenames)\n\nn_valid_samples = 2560\ntrain_filenames = filenames[n_valid_samples:]\nvalid_filenames = filenames[:n_valid_samples]\n\nprint('Number of Training Samples', len(train_filenames))\nprint('Number of Validation Samples', len(valid_filenames))\n\nn_train_samples = len(filenames) - n_valid_samples","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:24:56.295855Z","iopub.execute_input":"2025-07-03T14:24:56.296425Z","iopub.status.idle":"2025-07-03T14:24:56.903932Z","shell.execute_reply.started":"2025-07-03T14:24:56.296405Z","shell.execute_reply":"2025-07-03T14:24:56.903217Z"}},"outputs":[{"name":"stdout","text":"Number of Training Samples 24124\nNumber of Validation Samples 2560\n","output_type":"stream"}],"execution_count":21},{"cell_type":"code","source":"print('Images with pneumonia:', len(pneumonia_locations))","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:24:56.905053Z","iopub.execute_input":"2025-07-03T14:24:56.905312Z","iopub.status.idle":"2025-07-03T14:24:56.909026Z","shell.execute_reply.started":"2025-07-03T14:24:56.905291Z","shell.execute_reply":"2025-07-03T14:24:56.908414Z"}},"outputs":[{"name":"stdout","text":"Images with pneumonia: 6012\n","output_type":"stream"}],"execution_count":22},{"cell_type":"code","source":"ns = [len(value) for value in pneumonia_locations.values()]\nplt.figure()\nplt.hist(ns)\nplt.xlabel('Pneumonia per image')\nplt.xticks(range(1, np.max(ns)+1))\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:24:59.029578Z","iopub.execute_input":"2025-07-03T14:24:59.030256Z","iopub.status.idle":"2025-07-03T14:24:59.157327Z","shell.execute_reply.started":"2025-07-03T14:24:59.030226Z","shell.execute_reply":"2025-07-03T14:24:59.156743Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":23},{"cell_type":"code","source":"heatmap = np.zeros((1024, 1024))\nws = []\nhs = []\nfor values in pneumonia_locations.values():\n    for value in values:\n        x, y, w, h = value\n        heatmap[y:y+h, x:x+w] += 1\n        ws.append(w)\n        hs.append(h)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:24:59.235189Z","iopub.execute_input":"2025-07-03T14:24:59.23587Z","iopub.status.idle":"2025-07-03T14:25:01.46745Z","shell.execute_reply.started":"2025-07-03T14:24:59.235846Z","shell.execute_reply":"2025-07-03T14:25:01.466867Z"}},"outputs":[],"execution_count":24},{"cell_type":"code","source":"plt.figure()\nplt.title('Pneumonia location heatmap')\nplt.imshow(heatmap)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:25:01.468637Z","iopub.execute_input":"2025-07-03T14:25:01.469074Z","iopub.status.idle":"2025-07-03T14:25:01.767933Z","shell.execute_reply.started":"2025-07-03T14:25:01.469056Z","shell.execute_reply":"2025-07-03T14:25:01.76718Z"}},"outputs":[{"execution_count":25,"output_type":"execute_result","data":{"text/plain":"<matplotlib.image.AxesImage at 0x78174e0e8b90>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":25},{"cell_type":"code","source":"plt.figure()\nplt.title('Pneumonia height lengths')\nplt.hist(hs, bins=np.linspace(0,1000,50))\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:25:01.768717Z","iopub.execute_input":"2025-07-03T14:25:01.768977Z","iopub.status.idle":"2025-07-03T14:25:01.952821Z","shell.execute_reply.started":"2025-07-03T14:25:01.768961Z","shell.execute_reply":"2025-07-03T14:25:01.95222Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 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\n"},"metadata":{}}],"execution_count":26},{"cell_type":"code","source":"plt.figure()\nplt.title('Pneumonia width lengths')\nplt.hist(ws, bins=np.linspace(0,1000,50))\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:25:01.954291Z","iopub.execute_input":"2025-07-03T14:25:01.954881Z","iopub.status.idle":"2025-07-03T14:25:02.138271Z","shell.execute_reply.started":"2025-07-03T14:25:01.954863Z","shell.execute_reply":"2025-07-03T14:25:02.137632Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 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\n"},"metadata":{}}],"execution_count":27},{"cell_type":"code","source":"print('Minimum pneumonia height:', np.min(hs))\nprint('Minimum pneumonia width: ', np.min(ws))","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:25:02.138984Z","iopub.execute_input":"2025-07-03T14:25:02.139259Z","iopub.status.idle":"2025-07-03T14:25:02.144838Z","shell.execute_reply.started":"2025-07-03T14:25:02.139237Z","shell.execute_reply":"2025-07-03T14:25:02.144231Z"}},"outputs":[{"name":"stdout","text":"Minimum pneumonia height: 45\nMinimum pneumonia width:  40\n","output_type":"stream"}],"execution_count":28},{"cell_type":"markdown","source":"The dataset is too large to fit into memory, so we need to create a generator that loads data on the fly.\n\n- The generator takes in some filenames, batch_size and other parameters.\n\n- The generator outputs a random batch of numpy images and numpy masks.\n\nPS: Copying it from somewhere","metadata":{}},{"cell_type":"code","source":"class generator(keras.utils.Sequence):\n    \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\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        \n        # create empty mask\n        # OPTIMIZATION: Specify dtype upfront to avoid conversions\n        msk = np.zeros(img.shape, dtype=np.uint8) \n        \n        filename_key = filename.split('.')[0]\n        if self.pneumonia_locations is not None and filename_key in self.pneumonia_locations:\n            for location in self.pneumonia_locations[filename_key]:\n                x, y, w, h = int(location[0]), int(location[1]), int(location[2]), int(location[3])\n                msk[y:y+h, x:x+w] = 1 # Draw 1s on the mask\n                \n        # --- OPTIMIZATION: Use OpenCV for resizing ---\n        # It's generally faster than scikit-image's resize\n        # INTER_AREA is good for downscaling, INTER_CUBIC/INTER_LINEAR for upscaling.\n        # We use INTER_AREA since 1024x1024 -> 256x256.\n        img = cv2.resize(img, (self.image_size, self.image_size), interpolation=cv2.INTER_AREA)\n        msk = cv2.resize(msk, (self.image_size, self.image_size), interpolation=cv2.INTER_NEAREST)\n    \n        # The mask is now 0s and 1s, so no need for > 0.5\n        \n        if self.augment and random.random() > 0.5:\n            img = np.fliplr(img)\n            msk = np.fliplr(msk)\n            \n        # add trailing channel dimension\n        # OPTIMIZATION: Reshape is slightly faster than expand_dims for this case\n        img = img.reshape(self.image_size, self.image_size, 1)\n        msk = msk.reshape(self.image_size, self.image_size, 1)\n    \n        # Normalize image to [0, 1] range. Crucial for model performance.\n        img = img / 255.0\n        \n        return img, msk.astype(np.float32) # Ensure mask is float for the loss/metric function\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        return int(np.ceil(len(self.filenames) / self.batch_size))","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:28:19.863928Z","iopub.execute_input":"2025-07-03T14:28:19.864204Z","iopub.status.idle":"2025-07-03T14:28:19.875788Z","shell.execute_reply.started":"2025-07-03T14:28:19.864183Z","shell.execute_reply":"2025-07-03T14:28:19.874983Z"}},"outputs":[],"execution_count":43},{"cell_type":"code","source":"folder = '/kaggle/input/rsna-pneumonia-detection-challenge/stage_2_train_images'\ntrain_gen = generator(folder, train_filenames, pneumonia_locations, batch_size=32, image_size=256, shuffle=True, augment=True, predict=False)\nvalid_gen = generator(folder, valid_filenames, pneumonia_locations, batch_size=32, image_size=256, shuffle=False, predict=False)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:28:22.798637Z","iopub.execute_input":"2025-07-03T14:28:22.799341Z","iopub.status.idle":"2025-07-03T14:28:22.811822Z","shell.execute_reply.started":"2025-07-03T14:28:22.79932Z","shell.execute_reply":"2025-07-03T14:28:22.81112Z"}},"outputs":[],"execution_count":44},{"cell_type":"markdown","source":"# Step-3: Creating the Network Architecture","metadata":{}},{"cell_type":"code","source":"def 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","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:28:23.263833Z","iopub.execute_input":"2025-07-03T14:28:23.264297Z","iopub.status.idle":"2025-07-03T14:28:23.271582Z","shell.execute_reply.started":"2025-07-03T14:28:23.264274Z","shell.execute_reply":"2025-07-03T14:28:23.270859Z"}},"outputs":[],"execution_count":45},{"cell_type":"markdown","source":"The semantic segmentation model is built using a ResNetUNet architecture, combining the power of ResNet as a backbone with the segmentation capabilities of UNet. The model is trained with a Dice Loss and Adam optimizer.\n\nThe classical U-Net architecture is shown below. In this architecture, the encoder has been replaced by a pretrained ResNet encoder.","metadata":{}},{"cell_type":"markdown","source":"![image.png](attachment:d65e46fc-dda2-4028-97db-f1059b830b60.png)","metadata":{},"attachments":{"d65e46fc-dda2-4028-97db-f1059b830b60.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"**Encoder**\n\nApplies BatchNorm → LeakyReLU → 1x1 Convolution → MaxPooling\n\nPurpose: Reduce spatial resolution by factor of 2, and increase channels.\n\nWhy 1*1 convolution? Projects input channels to desired number without changing height/width.\n\n**Decoder**\n\nStandard residual block: Two 3×3 convolutions with BatchNorm and LeakyReLU.\n\nAdds skip connection: x + inputs (like ResNet).\n\nHelps with gradient flow in deep networks.","metadata":{}},{"cell_type":"markdown","source":"# Step-4: Training the network","metadata":{}},{"cell_type":"code","source":"def iou_loss(y_true, y_pred):\n    y_true = tf.reshape(y_true, [-1])\n    y_pred = tf.reshape(y_pred, [-1])\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","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:25:04.090332Z","iopub.execute_input":"2025-07-03T14:25:04.090673Z","iopub.status.idle":"2025-07-03T14:25:04.096758Z","shell.execute_reply.started":"2025-07-03T14:25:04.090649Z","shell.execute_reply":"2025-07-03T14:25:04.095857Z"}},"outputs":[],"execution_count":32},{"cell_type":"code","source":"import tensorflow as tf\n\n# Set the global policy to mixed precision\n# This will automatically use float16 where possible for speed\n# and float32 where necessary for numerical stability.\ntf.keras.mixed_precision.set_global_policy('mixed_float16')\nprint('Mixed precision training enabled.')","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:28:38.766721Z","iopub.execute_input":"2025-07-03T14:28:38.767396Z","iopub.status.idle":"2025-07-03T14:28:38.771433Z","shell.execute_reply.started":"2025-07-03T14:28:38.767372Z","shell.execute_reply":"2025-07-03T14:28:38.770748Z"}},"outputs":[{"name":"stdout","text":"Mixed precision training enabled.\n","output_type":"stream"}],"execution_count":46},{"cell_type":"code","source":"def 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)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:28:40.786343Z","iopub.execute_input":"2025-07-03T14:28:40.786947Z","iopub.status.idle":"2025-07-03T14:28:40.790541Z","shell.execute_reply.started":"2025-07-03T14:28:40.786925Z","shell.execute_reply":"2025-07-03T14:28:40.789857Z"}},"outputs":[],"execution_count":47},{"cell_type":"code","source":"def mean_iou(y_true, y_pred):\n    # Cast y_true (the ground truth mask) to float32\n    y_true = tf.cast(y_true, tf.float32)\n\n    # Binarize the prediction mask (y_pred)\n    # y_pred comes from the model as a probability map (floats between 0 and 1)\n    # We need to threshold it to get a binary mask (0s and 1s)\n    y_pred = tf.cast(y_pred > 0.5, tf.float32)\n    \n    # Now that both are float32, the multiplication and sum will work correctly\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]) - intersect\n    \n    # Calculate IOU and handle the case of empty masks to avoid division by zero\n    iou = (intersect + 1e-7) / (union + 1e-7)\n    \n    return tf.reduce_mean(iou)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:28:40.97136Z","iopub.execute_input":"2025-07-03T14:28:40.971957Z","iopub.status.idle":"2025-07-03T14:28:40.976544Z","shell.execute_reply.started":"2025-07-03T14:28:40.971935Z","shell.execute_reply":"2025-07-03T14:28:40.97593Z"}},"outputs":[],"execution_count":48},{"cell_type":"code","source":"model = create_network(input_size=256, channels=32, n_blocks=2, depth=4)\nmodel.compile(optimizer='adam',\n              loss=iou_bce_loss,\n              metrics=['accuracy', mean_iou])","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:28:41.211185Z","iopub.execute_input":"2025-07-03T14:28:41.211445Z","iopub.status.idle":"2025-07-03T14:28:41.484016Z","shell.execute_reply.started":"2025-07-03T14:28:41.211427Z","shell.execute_reply":"2025-07-03T14:28:41.483477Z"}},"outputs":[],"execution_count":49},{"cell_type":"code","source":"def cosine_annealing(x):\n    lr = 0.001\n    epochs = 25\n    return lr*(np.cos(np.pi*x/epochs)+1.)/2\nlearning_rate = tf.keras.callbacks.LearningRateScheduler(cosine_annealing)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:28:43.182187Z","iopub.execute_input":"2025-07-03T14:28:43.18266Z","iopub.status.idle":"2025-07-03T14:28:43.186533Z","shell.execute_reply.started":"2025-07-03T14:28:43.182638Z","shell.execute_reply":"2025-07-03T14:28:43.185751Z"}},"outputs":[],"execution_count":50},{"cell_type":"code","source":"import cv2","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:28:52.5344Z","iopub.execute_input":"2025-07-03T14:28:52.534664Z","iopub.status.idle":"2025-07-03T14:28:52.538292Z","shell.execute_reply.started":"2025-07-03T14:28:52.534646Z","shell.execute_reply":"2025-07-03T14:28:52.537551Z"}},"outputs":[],"execution_count":52},{"cell_type":"code","source":"x_batch, y_batch = next(iter(train_gen))\nprint(x_batch.shape, y_batch.shape)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:28:54.065246Z","iopub.execute_input":"2025-07-03T14:28:54.065852Z","iopub.status.idle":"2025-07-03T14:28:55.733532Z","shell.execute_reply.started":"2025-07-03T14:28:54.065817Z","shell.execute_reply":"2025-07-03T14:28:55.732923Z"}},"outputs":[{"name":"stdout","text":"(32, 256, 256, 1) (32, 256, 256, 1)\n","output_type":"stream"}],"execution_count":53},{"cell_type":"code","source":"import multiprocessing\nnum_workers = multiprocessing.cpu_count()\nprint(f\"Using {num_workers} workers for data generation.\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:28:59.090067Z","iopub.execute_input":"2025-07-03T14:28:59.090329Z","iopub.status.idle":"2025-07-03T14:28:59.094463Z","shell.execute_reply.started":"2025-07-03T14:28:59.090312Z","shell.execute_reply":"2025-07-03T14:28:59.093906Z"}},"outputs":[{"name":"stdout","text":"Using 4 workers for data generation.\n","output_type":"stream"}],"execution_count":54},{"cell_type":"code","source":"output_signature = (\n    tf.TensorSpec(shape=(None, 256, 256, 1), dtype=tf.float32), # Images\n    tf.TensorSpec(shape=(None, 256, 256, 1), dtype=tf.float32)  # Masks\n)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:30:07.765906Z","iopub.execute_input":"2025-07-03T14:30:07.76643Z","iopub.status.idle":"2025-07-03T14:30:07.770134Z","shell.execute_reply.started":"2025-07-03T14:30:07.766408Z","shell.execute_reply":"2025-07-03T14:30:07.769416Z"}},"outputs":[],"execution_count":56},{"cell_type":"code","source":"# For the training set:\ntrain_ds = tf.data.Dataset.from_generator(\n    lambda: train_gen,\n    output_signature=output_signature\n)\n\n# For the validation set:\nvalid_ds = tf.data.Dataset.from_generator(\n    lambda: valid_gen,\n    output_signature=output_signature\n)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:30:18.275246Z","iopub.execute_input":"2025-07-03T14:30:18.275518Z","iopub.status.idle":"2025-07-03T14:30:18.330369Z","shell.execute_reply.started":"2025-07-03T14:30:18.2755Z","shell.execute_reply":"2025-07-03T14:30:18.329873Z"}},"outputs":[],"execution_count":57},{"cell_type":"code","source":"train_ds = train_ds.prefetch(buffer_size=tf.data.AUTOTUNE)\nvalid_ds = valid_ds.prefetch(buffer_size=tf.data.AUTOTUNE)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:30:30.56177Z","iopub.execute_input":"2025-07-03T14:30:30.562029Z","iopub.status.idle":"2025-07-03T14:30:30.568708Z","shell.execute_reply.started":"2025-07-03T14:30:30.562011Z","shell.execute_reply":"2025-07-03T14:30:30.568009Z"}},"outputs":[],"execution_count":58},{"cell_type":"code","source":"import numpy as np\nimport pydicom\nimport os\nimport cv2\nimport random\n\n# This function REPLACES your generator class.\ndef data_generator(folder, filenames, pneumonia_locations=None, batch_size=32, image_size=256, augment=False):\n    \"\"\"\n    A pure python generator for yielding batches of data.\n    This is designed to be used with tf.data.from_generator.\n    \"\"\"\n    \n    # Make a copy to shuffle filenames without affecting the original list\n    local_filenames = list(filenames)\n    \n    while True:  # This makes the generator infinite\n        if augment: # Shuffle at the start of each \"epoch\" pass\n            random.shuffle(local_filenames)\n\n        # Iterate over the filenames in batches\n        for i in range(0, len(local_filenames), batch_size):\n            batch_filenames = local_filenames[i : i + batch_size]\n            \n            # --- Batch loading logic (adapted from your __load__ method) ---\n            batch_images = []\n            batch_masks = []\n            \n            for filename in batch_filenames:\n                # Load DICOM\n                img = pydicom.dcmread(os.path.join(folder, filename)).pixel_array\n                \n                # Create mask\n                msk = np.zeros(img.shape, dtype=np.uint8)\n                filename_key = filename.split('.')[0]\n                if pneumonia_locations is not None and filename_key in pneumonia_locations:\n                    for location in pneumonia_locations[filename_key]:\n                        x, y, w, h = map(int, location)\n                        msk[y:y+h, x:x+w] = 1\n                        \n                # Resize using OpenCV\n                img = cv2.resize(img, (image_size, image_size), interpolation=cv2.INTER_AREA)\n                msk = cv2.resize(msk, (image_size, image_size), interpolation=cv2.INTER_NEAREST)\n                \n                # Augment\n                if augment and random.random() > 0.5:\n                    img = np.fliplr(img)\n                    msk = np.fliplr(msk)\n                    \n                # Reshape and Normalize\n                img = img.reshape(image_size, image_size, 1) / 255.0\n                msk = msk.reshape(image_size, image_size, 1)\n\n                batch_images.append(img)\n                batch_masks.append(msk.astype(np.float32))\n\n            # Yield a single batch of numpy arrays\n            yield np.array(batch_images), np.array(batch_masks)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T14:46:07.601624Z","iopub.execute_input":"2025-07-03T14:46:07.602374Z","iopub.status.idle":"2025-07-03T14:46:07.610284Z","shell.execute_reply.started":"2025-07-03T14:46:07.602351Z","shell.execute_reply":"2025-07-03T14:46:07.609497Z"}},"outputs":[],"execution_count":61},{"cell_type":"code","source":"# --- 1. Define the output signature (same as before) ---\noutput_signature = (\n    tf.TensorSpec(shape=(None, 256, 256, 1), dtype=tf.float32),\n    tf.TensorSpec(shape=(None, 256, 256, 1), dtype=tf.float32)\n)\n\n# --- 2. Create the Datasets using the new generator function ---\n# Note: We wrap the call in a lambda to capture the arguments.\ntrain_ds = tf.data.Dataset.from_generator(\n    lambda: data_generator(folder, train_filenames, pneumonia_locations, batch_size=32, image_size=256, augment=True),\n    output_signature=output_signature\n)\n\nvalid_ds = tf.data.Dataset.from_generator(\n    lambda: data_generator(folder, valid_filenames, pneumonia_locations, batch_size=32, image_size=256, augment=False),\n    output_signature=output_signature\n)\n\n# --- 3. Optimize with prefetch (same as before) ---\ntrain_ds = train_ds.prefetch(buffer_size=tf.data.AUTOTUNE)\nvalid_ds = valid_ds.prefetch(buffer_size=tf.data.AUTOTUNE)\n\n# --- 4. Calculate steps and call model.fit ---\n# Because the generator is infinite, this is now REQUIRED.\n# Use floor division to only count full batches.\ntrain_steps = len(train_filenames) // 32\nvalid_steps = len(valid_filenames) // 32\n\nprint(f\"Train steps per epoch: {train_steps}\")\nprint(f\"Validation steps per epoch: {valid_steps}\")\n\nhistory = model.fit(\n    train_ds,\n    validation_data=valid_ds,\n    epochs=25,\n    callbacks=[learning_rate],\n    steps_per_epoch=train_steps,       # MUST be provided\n    validation_steps=valid_steps     # MUST be provided\n)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-07-03T15:04:28.906984Z","iopub.execute_input":"2025-07-03T15:04:28.907732Z"}},"outputs":[{"name":"stdout","text":"Train steps per epoch: 753\nValidation steps per epoch: 80\nEpoch 1/25\n\u001b[1m 22/753\u001b[0m \u001b[37m━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[1m3:16\u001b[0m 269ms/step - accuracy: 0.9669 - loss: 0.4362 - mean_iou: 0.6779","output_type":"stream"}],"execution_count":null},{"cell_type":"code","source":"print(f\"Number of training files: {len(train_filenames)}\")\nprint(f\"Number of validation files: {len(valid_filenames)}\")","metadata":{"trusted":true,"execution":{"execution_failed":"2025-07-03T14:22:29.461Z"}},"outputs":[],"execution_count":null},{"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[\"acc\"], label=\"Train accuracy\")\nplt.plot(history.epoch, history.history[\"val_acc\"], 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()","metadata":{"trusted":true,"execution":{"execution_failed":"2025-07-03T14:22:29.461Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"for 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        # 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","metadata":{"trusted":true,"execution":{"execution_failed":"2025-07-03T14:22:29.461Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"# Step-5: Predict the Images","metadata":{}},{"cell_type":"code","source":"# load and shuffle filenames\nfolder = '/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=25, image_size=256, 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        # 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')","metadata":{"trusted":true,"execution":{"execution_failed":"2025-07-03T14:22:29.461Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"","metadata":{"trusted":true},"outputs":[],"execution_count":null}]}