{"cells":[{"metadata":{},"cell_type":"markdown","source":"## Motivation\n\nHi there,\n\nI have been working on this Kaggle for the last couple of weeks and I must say it's a blast. Data is huge, making possibilities endless.\n\nAt my current job I have dealt with wifi and plan data before, working with shopping malls for different use cases.\nOne thing that really mattered to us was to build a solid plan, as something we could request from, that would give us more insights about the positions.\n\nAs you may have figured it out most paths only happen in the corridor, and never in the shops. Mainly cause wifi signals in shops are way less precise, and also cause shopping mall \"Access Points fields\" usually stop at the shops' door. They normally only populate the corridors with them.\n\nWith that observation done, one could like to extract the geometry of the corridor in order to have a field of possible positions, rather that considering an infinite R2 space.\nThat's what I have been working on in the last few days.\n\n**I translated the geojson from the raw data to match the plan images and thus to match the waypoints positions.**\nI also substracted the shop geometries from the floor layout geometries so that only the corridor geometry is kept, making it easier to work with.\n\nI have published the dataset: https://www.kaggle.com/rafaelcartenet/indoor-location-navigation-scaled-geojson\n\nIt contains for each floor of the 204 sites, the translated geometry as **shapely Polygons (or MultiPolygons)**. (https://shapely.readthedocs.io/en/stable/manual.html#polygons)\n\nHope it is easy for y'all to work with!\n\nI might also add the translated geojson, if that helps some of you.\n\nI also made an hello world notebook to use the dataset for few use cases: https://www.kaggle.com/rafaelcartenet/how-to-use\nIt includes:\n- Determine whether a point (x, y) belongs to the corridor geometry\n- Find the closest point to the corridor\n- Discretize corridor\n\nBelow are the explanations of how I did it, the source code, as well as an example.\n\n"},{"metadata":{},"cell_type":"markdown","source":"Below is an example of the result, where the geometry has been ploted over the image of one floor plan, you can tell the geometry matches the corridor layout and excludes the inside shops."},{"metadata":{},"cell_type":"markdown","source":"Result![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"## Technique\n\nThe idea is rather simple. We have a geojson with its own referential (latitude longitude) and an image with its own referential (pixels).\nBy picking a set of points from the two sources, we can find the translation (affine transformation) from one referential to the other.\nThe easiest points to extract from both the image and the geojson are the bounding box points.\nThe key point here that allows us to do that is that the angle of both sources is the same. Meaning there is no rotation in our transformation, meaning the bounding box will represent the exact same points on the two sources.\n\nGeojson bounding box extraction (Super easy):\n- Extract x_min, y_min, x_max, y_max from all possible coordinates.\n- That's it\n\nImage bouding box extraction (bit more tricky):\n- Transform image to gray scale (making sure we keep allt he image details)\n- Only keep dark enough pixes using a threshold, making sure we only keep different than white pixels\n- Extract coordinates of the non null pixels\n- Extract x_min, y_min, x_max, y_max from all possible coordinates.\n\nIn both cases I have been first using the convex hull of the extracted coordinates, in order to extract from both sources a more stable object, as I thought.\nI realised later than the bouding box of a set of coordinates is actually the same bouding box of the convex hull of these same coordinates, making it potentially uselss. I even though kept it.\n\nProvided geojsons are actually well formatted. Each contains features, and the first feature is always the global layout of the floor. The remaining ones are the shops (or else) represented as blue polygons on the images.\nIt is thus pretty easy to do the difference between the floor layout and all the shops to keep only the corridor geometry.\n\nOnce I fitted the translation between my sets of points it is pretty straight forward to translate my corridor geometry."},{"metadata":{"trusted":true},"cell_type":"code","source":"!pip install Pillow\n!pip install nudged","execution_count":null,"outputs":[]},{"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)\nimport copy\nfrom shapely.geometry import shape, GeometryCollection, Polygon, MultiPolygon\nfrom shapely.affinity import affine_transform\nfrom PIL import Image, ImageOps\nimport nudged\nimport numpy as np\nfrom skimage.morphology import convex_hull_image\nimport matplotlib.pyplot as plt\nimport json\nimport plotly.graph_objs as go\nimport glob\nimport random","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"You can pick random floor for testing purposes"},{"metadata":{"trusted":true},"cell_type":"code","source":"geojson_files = glob.glob('/kaggle/**/geojson_map.json', recursive=True)\ngeojson_file = random.choice(geojson_files)\ngeojson_file\n\nsite, floor = geojson_file.split('/')[5:7]","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"site = '5cd56be4e2acfd2d33b66d0e'\nfloor = '2F'","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"markdown","source":"Files loading"},{"metadata":{"trusted":true},"cell_type":"code","source":"geojson_file = '/kaggle/input/indoor-location-navigation/metadata/%s/%s/geojson_map.json' % (site, floor)\ninfos_file ='/kaggle/input/indoor-location-navigation/metadata/%s/%s/floor_info.json' % (site, floor)\nimage_file ='/kaggle/input/indoor-location-navigation/metadata/%s/%s/floor_image.png' % (site, floor)\n\nimage = Image.open(image_file)\n\nwith open(infos_file, 'rb') as f:\n    infos = json.load(f)\n    \nwith open(geojson_file, 'rb') as f:\n    geojson = json.load(f)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"image","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def extract_coords_from_polygon(polygon):\n    coords = []\n    if type(polygon) == MultiPolygon:\n        polygons = polygon.geoms\n    else:\n        polygons = [polygon]\n\n    for polygon in polygons:\n        x, y = polygon.exterior.xy\n        coords.append((np.array(x), np.array(y)))\n        for interior in polygon.interiors:\n            x, y = interior.xy\n            coords.append((np.array(x), np.array(y)))\n\n    return coords\n\n\ndef get_bounding_box(x, y):\n    x_min = min(x)\n    y_min = min(y)\n    x_max = max(x)\n    y_max = max(y)\n    return np.array([\n        [x_min, y_min],\n        [x_min, y_max],\n        [x_max, y_min],\n        [x_max, y_max]\n    ])\n\n\ndef plot_shape(shapes):\n    if type(shapes) == Polygon:\n        shapes = [shapes]\n    for shape in shapes:\n        for interior in shape.interiors:\n            plt.plot(*interior.xy)\n        plt.plot(*shape.exterior.xy)\n\n\ndef extract_geometries(geojson):\n    # Extract floor plan geometry (First geometry)\n    floor = copy.deepcopy(geojson)\n    floor['features'] = [floor['features'][0]]\n    floor_layout = GeometryCollection([shape(feature[\"geometry\"]).buffer(0) for feature in floor['features']])[0]\n\n    # Extract shops geometry (remaining ones)\n    shops = copy.deepcopy(geojson)\n    shops['features'] = shops['features'][1:]\n    shops_geometry = GeometryCollection([shape(feature[\"geometry\"]).buffer(0.1) for feature in shops['features']])\n\n    # Geometry differences to get corridor (floor layout - shops)\n    corridor = copy.deepcopy(floor_layout)\n    for shop in shops_geometry:\n        corridor = corridor.difference(shop)\n\n    return floor_layout, corridor\n\n\ndef extract_image_bounding_box(image):\n    # Flip and convert to black and white\n    gray_image = ImageOps.flip(image).convert('LA')\n    bw_image = np.array(gray_image.point(lambda p: p > 251 and 255)) > 0\n    bw_image = Image.fromarray(bw_image.any(axis=2) == True)\n\n    # Get convex hull\n    ch_image = convex_hull_image(np.array(bw_image))\n\n    # Transform to coordinates\n    image_y, image_x = np.where(ch_image == True)\n\n    bounding_box = get_bounding_box(image_x, image_y)\n    return bounding_box\n\n\ndef extract_geojson_bounding_box(floor_layout):\n    # Get convex hull\n    ch_geojson = floor_layout.convex_hull\n\n    coords = [coord for coord in ch_geojson.exterior.coords]\n    geojson_x = [coord[0] for coord in coords]\n    geojson_y = [coord[1] for coord in coords]\n\n    bounding_box = get_bounding_box(geojson_x, geojson_y)\n    return bounding_box\n\n\ndef find_translation(points_a, points_b):\n    \"\"\"\n    Find best translation between 2 sets of points\n    Map right coefficients for:\n    https://shapely.readthedocs.io/en/stable/manual.html#shapely.affinity.affine_transform\n    \"\"\"\n    trans = nudged.estimate(points_a, points_b)\n    matrix_cooefs = np.ravel(trans.get_matrix())\n\n    trans_coeffs = [\n        matrix_cooefs[0],\n        matrix_cooefs[1],\n        matrix_cooefs[3],\n        matrix_cooefs[4],\n        matrix_cooefs[2],\n        matrix_cooefs[5],\n    ]\n\n    return trans_coeffs\n\n\ndef geo_referencing(image, geojson, info):\n    \"\"\"\n    :param image: raw PIL image object\n    :param geojson: dict, geojson format\n    :param info: dict, plan infos\n    \"\"\"\n    # Extract floor layout and corridor geometries from geojson (shapely Polygon/MultiPolygon)\n    floor_layout, corridor = extract_geometries(geojson)\n\n    # Extract bounding boxes both from image and geojson (Using convexhull)\n    image_bounding_box = extract_image_bounding_box(image)\n    geojson_bounding_box = extract_geojson_bounding_box(floor_layout)\n\n    # Find best translation from geojson to image referential\n    translation_coeffs = find_translation(geojson_bounding_box, image_bounding_box)\n\n    # Convert to image size scale\n    translated_corridor = affine_transform(corridor, translation_coeffs)\n\n    # Convert to waypoints scale (using ratio between waypoint scale and image scale)\n    x_ratio = info[\"map_info\"][\"width\"] / image.size[0]\n    y_ratio = info[\"map_info\"][\"height\"] / image.size[1]\n    waypoint_translation_coeffs = [\n        x_ratio, 0, 0,\n        y_ratio, 0, 0\n    ]\n    translated_corridor = affine_transform(translated_corridor, waypoint_translation_coeffs)\n\n    return translated_corridor","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"geometry = geo_referencing(image, geojson, infos)\nplot_shape(geometry)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"fig = go.Figure()\n\nfig.update_layout(\n    images=[\n        go.layout.Image(\n            source=image,\n            xref=\"x\",\n            yref=\"y\",\n            x=0,\n            y=infos[\"map_info\"][\"height\"],\n            sizex=infos[\"map_info\"][\"width\"],\n            sizey=infos[\"map_info\"][\"height\"],\n            sizing=\"contain\",\n            opacity=1,\n            layer=\"below\",\n        )\n    ]\n)\n\nfor coord in extract_coords_from_polygon(geometry):\n    x, y = coord\n    fig.add_trace(\n        go.Scattergl(\n            x=x,\n            y=y,\n        ))\n\n# configure\nfig.update_xaxes(autorange=False, range=[0, infos[\"map_info\"][\"width\"]])\nfig.update_yaxes(autorange=False, range=[0, infos[\"map_info\"][\"height\"]], scaleanchor=\"x\", scaleratio=1)\nfig.update_layout(\n    title=go.layout.Title(\n        text=\"Site: %s Floor: %s\" % (site, floor),\n        xref=\"paper\",\n        x=0,\n    ),\n    autosize=True,\n    width=900,\n    height=200 + 900 * infos[\"map_info\"][\"height\"] / infos[\"map_info\"][\"width\"],\n    template=\"plotly_white\",\n)\n\nfig.show()","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}