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Sat2Map

By Yoones Rezaei, Stephen Lee

Introduction

In this repository we release the code and data for our paper "sat2Map: Reconstructing 3D Building Roof from 2D Satellite Images" which is an extension to sat2pc.

Installation

To use this repository you need an environemnt with python 3.7.9. We suggests creating a conda environment with the following command:

conda create -n "sat2Map" python=3.7.9

Next, activate the environemnt and cd to the direcotry of the downloaded repository then run the following command:

python create_conda_environemt.py

This command will install the required packages.

Data

The dataset from the paper can be dowloaded from here.

Model

The models for the paper can be downloaded using the link below.

  • VGG-16 model here
  • VGG-19 model here
  • Resnet-50 model here
  • Resnet-101 model here

Usage

To train the model you can run the following command:

python train.py --data-dir ./sat2pc_height_estiamtion_dataset/

To test the model you can run the following command:

python test.py --data-dir ./sat2pc_height_estiamtion_dataset/ --ckpt-path [location of the saved weights]

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