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Experiments

Directory grouping scripts to reproduce our experiments.

Data exploration

In each experiment's folder, you can run the jupyter notebook named Sandbox_*.ipynb to play with the data and the network architecture.

Reproduce the experiments

SHREC'17

python preprocessing.py 32 3 ../../data/shrec17/ deepsphere_rot False
python run_experiment_healpix.py 32 3 deepsphere_rot 6
python preprocessing.py 64 3 ../../data/shrec17/ equiangular False
python run_experiment_equiangular.py

ModelNet40

python preprocessing.py 32 3 ../../data/modelnet40/ deepsphere_rot False
python run_experiment.py

GHCN

python run_experiment.py 2010 2015 ../../data/ghcn/ True False

Cosmo

python experiment_deepsphere.py FCN 3 1 3.5 True 8

Climate

python run_experiment_ico.py