4D Image-based Continuos monitoring of glaciers Evolution with low-cost stereo-cameras and Deep Learning photogrammetry.
Project description
Welcome to ICEpy4D
4D Image-based Continuos monitoring of glaciers' Evolution with low-cost stereo-cameras and Deep Learning photogrammetry.
ICEpy4D
is a under active development.
Installation guide
Requirements
- 64-bit Python
>= 3.8
but< 3.10
- a NVIDIA graphic card with CUDA capability is strongly reccomended.
Create Anaconda environment
conda create -n icepy4d python=3.8
conda activate icepy4d
Install gdal for raster manipulation
First, install gdal
, which is required for building and manipulating orthophotos and DSMs. As the dependacies of gdal
, are quite strict, it is suggested to install it first with conda. If you don't intend to build orthophotos and DSM, you can skip this step (be careful to remove rasterio from requirements.txt as well in order to avoid unsatisfied dependencies).
conda update -n base -c conda-forge conda
conda install -c conda-forge gdal
Check that gdal
is correctly installed with:
python -c "from osgeo import gdal"
Install Pytorch
Install pythorch following the official guidelines (https://pytorch.org/get-started/locally/). Be careful to select the correct CUDA version as that installed on your system.
pip3 install torch --extra-index-url https://download.pytorch.org/whl/cu116
Install other required packages
pip3 install -r requirements.txt
Various
- If you intend to use Jupyter Notebooks for running main scripts, install jupyterlab with
pip3 install jupyterlab
- When using VScode and Matplotlib, use TkAgg as interactive backend.
Install ICEpy4D
Install ICEpy4D package by running from the root folder
pip install -e .
and try to import it
conda activate icepy4d
python -c "import icepy4d"
If no error is given, ICEpy4D is successfully installed and it can be imported with import icepy4d
For contributing
bash pip install -r requirements-dev.txt pre-commit install
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