├── .gitignore ├── LICENSE ├── Makefile ├── README.md ├── _illustrations ├── RaVAEn_logo.png ├── example_flood.jpg ├── example_hurricane.jpg └── map_dataset.jpg ├── bash ├── eval_run_papers_v3_VAE_128_B_large.sh ├── eval_run_papers_v3_VAE_128_C_medium.sh ├── eval_run_papers_v3_VAE_128_D_small.sh ├── train_run_papers_v3_VAE_128_B_large.sh ├── train_run_papers_v3_VAE_128_C_medium.sh └── train_run_papers_v3_VAE_128_D_small.sh ├── config ├── .gitkeep ├── channels │ ├── all.yaml │ ├── high_res.yaml │ ├── high_res_phisat2overlap.yaml │ ├── rgb.yaml │ ├── rgb_nir.yaml │ ├── rgb_nir_b11.yaml │ ├── rgb_nir_b11_b12_landsat.yaml │ └── rgb_nir_b12.yaml ├── config.yaml ├── dataset │ ├── .gitkeep │ ├── alpha_multiscene.yaml │ ├── alpha_multiscene_tiny.yaml │ ├── alpha_singlescene.yaml │ └── floods_evaluation.yaml ├── evaluation │ ├── ae_base.yaml │ ├── ae_fewer.yaml │ ├── vae_base.yaml │ ├── vae_da.yaml │ ├── vae_da_8px.yaml │ ├── vae_fewer.yaml │ └── vae_paper.yaml ├── module │ ├── .gitkeep │ ├── deeper_ae.yaml │ ├── deeper_ae_bigger_latent.yaml │ ├── deeper_vae.yaml │ ├── grx.yaml │ ├── simple_ae.yaml │ ├── simple_ae_with_linear.yaml │ └── simple_vae.yaml ├── normalisation │ ├── .gitkeep │ ├── log_scale.yaml │ └── none.yaml ├── training │ ├── .gitkeep │ ├── da.yaml │ ├── simple_ae.yaml │ └── simple_vae.yaml └── transform │ ├── eval_da.yaml │ ├── eval_da_8px.yaml │ ├── eval_nda.yaml │ ├── eval_nda_8px.yaml │ ├── none.yaml │ ├── random.yaml │ ├── random_1px.yaml │ ├── random_4px.yaml │ ├── random_6px.yaml │ └── simple.yaml ├── deployment ├── anomaly_functions.py ├── coversion_utils.py ├── image_utils.py ├── instructions.txt ├── mem_report.py ├── model_functions.py ├── png.py ├── readme.md ├── run_v0.py ├── run_v1.py ├── run_v2.py └── run_v2_vae.py ├── docs ├── configuration.md ├── dataset.md ├── environment_preparation.md └── training_and_evaluation.md ├── env.yaml ├── notebooks ├── .gitkeep ├── data_exploration_demo.ipynb ├── inference_demo.ipynb └── training_demo.ipynb ├── scripts ├── .gitkeep ├── __init__.py ├── copy_core_data_locally.sh ├── eval_change_detection.py ├── eval_tsne.py ├── evaluate_model.py ├── gui_fewshot.py ├── make_datamodule.py ├── src └── train_model.py ├── setup.py ├── src ├── __init__.py ├── callbacks │ └── visualisation_callback.py ├── data │ ├── .gitkeep │ ├── __init__.py │ ├── change_map.py │ ├── compute_water_mask.py │ ├── datamodule.py │ ├── dataset.py │ ├── dataset_statistics.py │ ├── download_data_worldfloods.py │ ├── filter_utils.py │ ├── filters.py │ ├── get_percent_cloudy.py │ ├── normalisers.py │ ├── save_cog.py │ ├── tiling_strategy.py │ ├── transformations.py │ ├── utils.py │ └── visualization_utils.py ├── evaluation │ ├── anomaly_functions.py │ ├── evaluator.py │ ├── methods.py │ ├── utils.py │ └── vae_metrics.py ├── models │ ├── ae_vae_models │ │ ├── __init__.py │ │ ├── base_ae.py │ │ ├── base_vae.py │ │ ├── deeper_ae.py │ │ ├── deeper_vae.py │ │ ├── simple_ae.py │ │ ├── simple_ae_with_linear.py │ │ └── simple_vae.py │ ├── base_model.py │ ├── coversion_utils.py │ ├── grx.py │ └── module.py ├── utils.py └── visualization │ ├── .gitkeep │ ├── __init__.py │ ├── gui_utils.py │ ├── plotting │ ├── get_ids.py │ ├── plot_bands_experiment.py │ ├── plot_da_experiment.py │ └── wandb_functions.py │ └── visualize.py ├── test_environment.py └── tox.ini /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/spaceml-org/RaVAEn/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/spaceml-org/RaVAEn/HEAD/LICENSE -------------------------------------------------------------------------------- /Makefile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/spaceml-org/RaVAEn/HEAD/Makefile 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