Skip to content

ych-chen/UnifiedDL-UFZ-extraction

 
 

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

7 Commits
 
 
 
 
 
 
 
 

Repository files navigation

UDF4UFZ

This repository is the code of "A Unified Deep Learning Framework for Urban Functional Zone Extraction Based on Multi-source Heterogeneous Data"

Dependency

  • Pytorch
  • TorchVision
  • osgeo
  • numpy

Essential classes and function

models.py

Flowchart of the proposed unified deep learning framework for UFZ extraction The models are in file "models.py". There are two essential classes in the file. the complementary_fusion and the spatial_information_modeling. This two classes is corresponding to two parts in our paper.

distance_heatmap.py

Illustration of converting POIs into a hierarchical distance heatmap tensor The file contains the function of creating distance heatmap (creat_distance_heatmap). The inputs are

  • a raster imagery with geoinformation, which implies the processing extend,
  • a file contains POIs,
  • the output root, and
  • a zooming scale (default 10). You can also create the distance heatmap by ArcGIS (in ArcToolbox/Spatial Analyst Tools/Distance/Euclidean Distance)

If you need any technical support, never hesitate to contact us via [email protected].

About

No description, website, or topics provided.

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages

  • Python 100.0%