A convolution-based approach to detect urban extents.
A reusable convolution-based approach to detect urban extents from raster datasets.
|LULC||Convolution result||Computed urban extent|
The approach is built upon the methods used in the Atlas of Urban Expansion. The main idea is that a pixel is considered part of the urban extent depending on the proportion of built-up pixels that surround it. See the notebook overview or this blog post for a more detailed description of the procedure.
Installation and usage
To install use pip:
$ pip install urban-footprinter
Or clone the repo:
$ git clone https://github.com/martibosch/urban-footprinter.git $ python setup.py install
Then use it as:
import urban_footprinter as ufp # Or use `ufp.urban_footprint_mask_shp` to obtain the urban extent as a # shapely geometry urban_mask = ufp.urban_footprint_mask("path/to/raster.tif", kernel_radius, urban_threshold, urban_classes=urban_classes)
help(ufp.urban_footprint_mask) Help on function urban_footprint_mask in module urban_footprinter: urban_footprint_mask(raster, kernel_radius, urban_threshold, urban_classes=None, largest_patch_only=True, buffer_dist=None, res=None) Computes a boolean mask of the urban footprint of a given raster. Parameters ---------- raster : ndarray or str, file object or pathlib.Path object Land use/land cover (LULC) raster. If passing a ndarray (instead of the path to a geotiff), the resolution (in meters) must be passed to the `res` keyword argument. kernel_radius : numeric The radius (in meters) of the circular kernel used in the convolution. urban_threshold : float from 0 to 1 Proportion of neighboring (within the kernel) urban pixels after which a given pixel is considered urban. urban_classes : int or list-like, optional Code or codes of the LULC classes that must be considered urban. Not needed if `raster` is already a boolean array of urban/non-urban LULC classes. largest_patch_only : boolean, default True Whether the returned urban/non-urban mask should feature only the largest urban patch. buffer_dist : numeric, optional Distance to be buffered around the urban/non-urban mask. If no value is provided, no buffer is applied. res : numeric, optional Resolution of the `raster` (assumes square pixels). Ignored if `raster` is a path to a geotiff. Returns ------- urban_mask : ndarray
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