{"cells":[{"metadata":{},"cell_type":"markdown","source":"# About VinBigData Chest X-ray Abnormalities"},{"metadata":{},"cell_type":"markdown","source":"DICOM은 의료 영상의 국제 표준이고,\nPACS는 '의학영상정보시스템'의 약자로 의료영상을 관리하는 프로그램입니다.  \n\n여러 회사에서 다양한 방식으로 PACS를 구현하고 있고, 병원에서는 자기 분야에 맞는 PACS를 가져다 씁니다.\n\n쉽게말해 DICOM은 파일 형식이고, PACS는 DICOM 파일을 보는 소프트웨어입니다. \n일반인도 DICOM 뷰어를 다운로드받아 DICOM 형식의 파일을 읽어볼 수 있습니다.\n"},{"metadata":{},"cell_type":"markdown","source":"> 이 대회에서는 흉부 방사선 촬영에서 14가지 유형의 흉부 이상을 자동으로 현지화하고 분류합니다.\n\n> 숙련된 방사선사가 주석을 단 18,000개의 스캔으로 구성된 데이터 세트를 사용할 수 있습니다. \n\n> 15,000개의 독립 레이블 이미지를 사용하여 모델을 교육할 수 있으며 3,000개의 이미지 테스트 세트에서 평가됩니다. \n\n> 이러한 주석들은 VinBigData의 웹 기반 플랫폼인 VinLab을 통해 수집되었습니다. 데이터 세트 구축에 대한 자세한 내용은 최근 논문 \"VinDr-CXR: 방사선 전문의 주석이 포함된 흉부 X선의 열린 데이터 세트\"에서 확인할 수 있습니다. https://arxiv.org/pdf/2012.15029.pdf"},{"metadata":{},"cell_type":"markdown","source":"논문내의 모든 특징을 사용하지 않았다.\n\n- 0 - Aortic enlargement / 2348\n- 1 - Atelectasis / 62\n- 2 - Calcification / 177\n- 3 - Cardiomegaly / 1817\n- 4 - Consolidation / 121\n- 5 - ILD / 152\n- 6 - Infiltration / 245\n- 7 - Lung Opacity / 547\n- 8 - Nodule/Mass / 410\n- 9 - Other lesion / 363\n- 10 - Pleural effusion / 634\n- 11 - Pleural thickening / 882\n- 12 - Pneumothorax / 58\n- 13 - Pulmonary fibrosis / 1017"},{"metadata":{},"cell_type":"markdown","source":"![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"![](https://i.imgur.com/QWmbhXx.png)"},{"metadata":{},"cell_type":"markdown","source":"# 1. Dicom to Numpy array"},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"import numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\nimport os\nimport pydicom\nfrom glob import glob\nfrom tqdm.notebook import tqdm\nfrom pydicom.pixel_data_handlers.util import apply_voi_lut\nimport matplotlib.pyplot as plt\nfrom skimage import exposure\nimport cv2\nimport warnings\nwarnings.filterwarnings('ignore')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"> All images in dataset are DICOM format. So we need to convert data from DICOM to numpy array. Original dicom2array function in [raddar's notebook](https://www.kaggle.com/raddar/convert-dicom-to-np-array-the-correct-way)"},{"metadata":{"trusted":true},"cell_type":"code","source":"dataset_dir = '../input/vinbigdata-chest-xray-abnormalities-detection'","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"def dicom2array(path, voi_lut=True, fix_monochrome=True):\n    dicom = pydicom.read_file(path)\n    # VOI LUT (if available by DICOM device) is used to\n    # transform raw DICOM data to \"human-friendly\" view\n    if voi_lut:\n        data = apply_voi_lut(dicom.pixel_array, dicom)\n    else:\n        data = dicom.pixel_array\n    # depending on this value, X-ray may look inverted - fix that:\n    if fix_monochrome and dicom.PhotometricInterpretation == \"MONOCHROME1\":\n        data = np.amax(data) - data\n    data = data - np.min(data)\n    data = data / np.max(data)\n    data = (data * 255).astype(np.uint8)\n    return data\n        \n    \ndef plot_img(img, size=(7, 7), is_rgb=True, title=\"\", cmap='gray'):\n    plt.figure(figsize=size)\n    plt.imshow(img, cmap=cmap)\n    plt.suptitle(title)\n    plt.show()\n\n\ndef plot_imgs(imgs, cols=4, size=7, is_rgb=True, title=\"\", cmap='gray', img_size=(500,500)):\n    rows = len(imgs)//cols + 1\n    fig = plt.figure(figsize=(cols*size, rows*size))\n    for i, img in enumerate(imgs):\n        if img_size is not None:\n            img = cv2.resize(img, img_size)\n        fig.add_subplot(rows, cols, i+1)\n        plt.imshow(img, cmap=cmap)\n    plt.suptitle(title)\n    plt.show()\n    \n# def draw_bboxes(img, boxes, thickness=10, color=(255, 0, 0), img_size=(500,500)):\n#     img_copy = img.copy()\n#     if len(img_copy.shape) == 2:\n#         img_copy = np.stack([img_copy, img_copy, img_copy], axis=-1)\n#     for box in boxes:\n#         img_copy = cv2.rectangle(\n#             img_copy,\n#             (int(box[0]), int(box[1])),\n#             (int(box[2]), int(box[3])),\n#             color, thickness)\n#     if img_size is not None:\n#         img_copy = cv2.resize(img_copy, img_size)\n#     return img_copy","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"dicom_paths = glob(f'{dataset_dir}/train/*.dicom')\nimgs = [dicom2array(path) for path in dicom_paths[:4]]\nplot_imgs(imgs)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Maybe, you can try some preprocess like equalize histogram. You can see the difference between before and after"},{"metadata":{"trusted":true},"cell_type":"code","source":"imgs = [exposure.equalize_hist(img) for img in imgs]\nplot_imgs(imgs)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# 2. EDA csv"},{"metadata":{},"cell_type":"markdown","source":"### Now, we will try some EDA steps to find out important features in this data set"},{"metadata":{"trusted":true},"cell_type":"code","source":"from bokeh.plotting import figure as bokeh_figure\nfrom bokeh.io import output_notebook, show, output_file\nfrom bokeh.models import ColumnDataSource, HoverTool, Panel\nfrom bokeh.models.widgets import Tabs\nimport pandas as pd\nfrom PIL import Image\nfrom sklearn import preprocessing\nimport random\nfrom random import randint","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"- image_id -고유 한 이미지 식별자\n- class_name -감지 된 개체의 클래스 이름 (또는 \"찾을 수 없음\")\n- class_id -감지 된 개체의 클래스 ID\n- rad_id -관찰 한 방사선과 의사의 ID\n- x_min -개체 경계 상자의 최소 X 좌표\n- y_min -개체 경계 상자의 최소 Y 좌표\n- x_max -개체 경계 상자의 최대 X 좌표\n- y_max -개체 경계 상자의 최대 Y 좌표"},{"metadata":{"trusted":true},"cell_type":"code","source":"def get_bbox_area(row):\n    return (row['x_max']-row['x_min'])*(row['y_max']-row['y_min'])\n\ntrain_df = pd.read_csv(f'{dataset_dir}/train.csv')\nle = preprocessing.LabelEncoder()  # encode rad_id\ntrain_df['rad_label'] = le.fit_transform(train_df['rad_id'])\n\nfinding_df = train_df[train_df['class_name'] != 'No finding']\nfinding_df['bbox_area'] = finding_df.apply(get_bbox_area, axis=1)\nfinding_df.head()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## 2.1 Plot bounding box"},{"metadata":{"trusted":true},"cell_type":"code","source":"imgs = []\nimg_ids = finding_df['image_id'].values\nclass_ids = finding_df['class_id'].unique()\n\n# map label_id to specify color\nlabel2color = {class_id:[randint(0,255) for i in range(3)] for class_id in class_ids}\nthickness = 3\nscale = 5\n\n\nfor i in range(8):\n    img_id = random.choice(img_ids)\n    img_path = f'{dataset_dir}/train/{img_id}.dicom'\n    img = dicom2array(path=img_path)\n    img = cv2.resize(img, None, fx=1/scale, fy=1/scale)\n    img = np.stack([img, img, img], axis=-1)\n    \n    boxes = finding_df.loc[finding_df['image_id'] == img_id, ['x_min', 'y_min', 'x_max', 'y_max']].values/scale\n    labels = finding_df.loc[finding_df['image_id'] == img_id, ['class_id']].values.squeeze()\n    \n    for label_id, box in zip(labels, boxes):\n        color = label2color[label_id]\n        img = cv2.rectangle(\n            img,\n            (int(box[0]), int(box[1])),\n            (int(box[2]), int(box[3])),\n            color, thickness\n    )\n    img = cv2.resize(img, (500,500))\n    imgs.append(img)\n    \nplot_imgs(imgs, cmap=None)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"You can see that: in each image, there are many overlapping boxes. Note that a key part of this competition is working with ground truth from multiple radiologists. I guess it is a key to get best rank in this competition if you handle it skillfully."},{"metadata":{},"cell_type":"markdown","source":"## 2.2 Plot histogram"},{"metadata":{},"cell_type":"markdown","source":"We will try to plot some histograms.  The hist_hover function allows you to interact very well with chart"},{"metadata":{"trusted":true},"cell_type":"code","source":"def hist_hover(dataframe, column, color=[\"#94c8d8\", \"#ea5e51\"], bins=30, title=\"\", value_range=None):\n    \"\"\"\n    Plot histogram\n    \"\"\"\n    hist, edges = np.histogram(dataframe[column], bins=bins, range=value_range)\n    hist_frame = pd.DataFrame({\n        column: hist,\n        \"left\": edges[:-1],\n        \"right\": edges[1:]\n    })\n    hist_frame[\"interval\"] = [\"%d to %d\" %\n                              (left, right) for left, right in zip(edges[:-1], edges[1:])]\n    src = ColumnDataSource(hist_frame)\n    plot = bokeh_figure(\n        plot_height=400, plot_width=600,\n        title=title, x_axis_label=column,\n        y_axis_label=\"Count\"\n    )\n    plot.quad(\n        bottom=0, top=column, left=\"left\", right=\"right\",\n        source=src, fill_color=color[0], line_color=\"#35838d\",\n        fill_alpha=0.7, hover_fill_alpha=0.7,\n        hover_fill_color=color[1]\n    )\n    hover = HoverTool(\n        tooltips=[(\"Interval\", \"@interval\"), (\"Count\", str(f\"@{column}\"))]\n    )\n    plot.add_tools(hover)\n    output_notebook()\n    show(plot)\n    \n    \nhist_hover(train_df, column='class_id')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"you can see the imbalance between image qualtity of each class"},{"metadata":{"trusted":true},"cell_type":"code","source":"#Note that a key part of this competition is working with ground truth from multiple radiologists.\nhist_hover(train_df, column='rad_label')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"The imbalance between image qualtity of each radiologist"},{"metadata":{"trusted":true},"cell_type":"code","source":"## histogram of bbox area\nhist_hover(finding_df, column='bbox_area')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"After some EDA steps, we recognize that the dataset fairly imbalance in many aspects. Maybe, we need to use some augmentation method to resolve the problem.\n"},{"metadata":{},"cell_type":"markdown","source":"# 3. Don't forget to upvote :D"}],"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}