├── Copernicus-Bench ├── .gitignore ├── README.md ├── demo_load_dataset.ipynb ├── pyproject.toml ├── results │ └── README.md ├── scripts │ ├── exp_config_copernicusfm.py │ ├── exp_config_croma.py │ ├── exp_config_dofa.py │ ├── exp_config_softcon.py │ ├── exp_config_vit.py │ ├── exp_config_vit_sup.py │ └── run.sh ├── src │ ├── configs │ │ ├── config.yaml │ │ ├── dataset │ │ │ ├── base_dataset.yaml │ │ │ ├── cobench_aqno2_s5p.yaml │ │ │ ├── cobench_aqo3_s5p.yaml │ │ │ ├── cobench_bigearthnet_s1.yaml │ │ │ ├── cobench_bigearthnet_s2.yaml │ │ │ ├── cobench_biomass_s3.yaml │ │ │ ├── cobench_cloud_s2.yaml │ │ │ ├── cobench_cloud_s3.yaml │ │ │ ├── cobench_dfc2020_s1.yaml │ │ │ ├── cobench_dfc2020_s2.yaml │ │ │ ├── cobench_eurosat_s1.yaml │ │ │ ├── cobench_eurosat_s2.yaml │ │ │ ├── cobench_flood_s1.yaml │ │ │ ├── cobench_lc100cls_s3.yaml │ │ │ ├── cobench_lc100seg_s3.yaml │ │ │ ├── cobench_lcz_s2.yaml │ │ │ ├── croma │ │ │ │ ├── cobench_bigearthnet_s1.yaml │ │ │ │ ├── cobench_bigearthnet_s2.yaml │ │ │ │ ├── cobench_cloud_s2.yaml │ │ │ │ ├── cobench_dfc2020_s1.yaml │ │ │ │ ├── cobench_dfc2020_s2.yaml │ │ │ │ ├── cobench_eurosat_s1.yaml │ │ │ │ ├── cobench_eurosat_s2.yaml │ │ │ │ ├── cobench_flood_s1.yaml │ │ │ │ └── cobench_lcz_s2.yaml │ │ │ └── softcon │ │ │ │ ├── cobench_bigearthnet_s1.yaml │ │ │ │ ├── cobench_bigearthnet_s2.yaml │ │ │ │ ├── cobench_cloud_s2.yaml │ │ │ │ ├── cobench_dfc2020_s1.yaml │ │ │ │ ├── cobench_dfc2020_s2.yaml │ │ │ │ ├── cobench_eurosat_s1.yaml │ │ │ │ ├── cobench_eurosat_s2.yaml │ │ │ │ ├── cobench_flood_s1.yaml │ │ │ │ └── cobench_lcz_s2.yaml │ │ └── model │ │ │ ├── base_model.yaml │ │ │ ├── copernicusfm_cd.yaml │ │ │ ├── copernicusfm_cls.yaml │ │ │ ├── copernicusfm_reg.yaml │ │ │ ├── copernicusfm_seg.yaml │ │ │ ├── croma_cd_s1.yaml │ │ │ ├── croma_cls_s1.yaml │ │ │ ├── croma_cls_s2.yaml │ │ │ ├── croma_seg_s1.yaml │ │ │ ├── croma_seg_s2.yaml │ │ │ ├── dofa_cd.yaml │ │ │ ├── dofa_cls.yaml │ │ │ ├── dofa_reg.yaml │ │ │ ├── dofa_seg.yaml │ │ │ ├── softcon_cd_s1.yaml │ │ │ ├── softcon_cls_s1.yaml │ │ │ ├── softcon_cls_s2.yaml │ │ │ ├── softcon_seg_s1.yaml │ │ │ ├── softcon_seg_s2.yaml │ │ │ ├── vit_cd.yaml │ │ │ ├── vit_cd_sup.yaml │ │ │ ├── vit_cls.yaml │ │ │ ├── vit_cls_sup.yaml │ │ │ ├── vit_reg.yaml │ │ │ ├── vit_reg_sup.yaml │ │ │ ├── vit_seg.yaml │ │ │ └── vit_seg_sup.yaml │ ├── datasets │ │ ├── __init__.py │ │ ├── cobench_airqualitys5p_wrapper.py │ │ ├── cobench_bigearthnets12_wrapper.py │ │ ├── cobench_bigearthnets12_wrapper_old.py │ │ ├── cobench_biomasss3_wrapper.py │ │ ├── cobench_clouds2_wrapper.py │ │ ├── cobench_clouds3_wrapper.py │ │ ├── cobench_dfc2020s12_wrapper.py │ │ ├── cobench_eurosats1_wrapper.py │ │ ├── cobench_eurosats2_wrapper.py │ │ ├── cobench_floods1_wrapper.py │ │ ├── cobench_floods1_wrapper_old.py │ │ ├── cobench_lc100clss3_wrapper.py │ │ ├── cobench_lc100clss3_wrapper_old.py │ │ ├── cobench_lc100segs3_wrapper.py │ │ ├── cobench_lczs12_wrapper.py │ │ └── data_module.py │ ├── factory.py │ ├── foundation_models │ │ ├── CROMA │ │ │ ├── LICENSE │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ ├── pretrain_croma.py │ │ │ ├── test.py │ │ │ └── use_croma.py │ │ ├── CopernicusFM │ │ │ ├── aurora │ │ │ │ ├── area.py │ │ │ │ └── fourier.py │ │ │ ├── dynamic_hypernetwork.py │ │ │ ├── flexivit │ │ │ │ ├── patch_embed.py │ │ │ │ └── utils.py │ │ │ ├── models_dwv.py │ │ │ └── models_dwv_seg.py │ │ ├── DOFA │ │ │ ├── models_dwv.py │ │ │ ├── models_dwv_seg.py │ │ │ └── wave_dynamic_layer.py │ │ ├── GFM │ │ │ ├── BEN.yaml │ │ │ ├── __init__.py │ │ │ ├── config.py │ │ │ ├── swin_transformer.py │ │ │ ├── swin_transformer_seg.py │ │ │ └── utils.py │ │ ├── SatMAE │ │ │ ├── LICENSE │ │ │ ├── README.md │ │ │ ├── engine_finetune.py │ │ │ ├── engine_pretrain.py │ │ │ ├── fmow_rgb_data_split │ │ │ │ └── fmow_rgb_data_split_json.zip │ │ │ ├── images │ │ │ │ ├── overall_architecture.png │ │ │ │ └── reconstruction_comparison.png │ │ │ ├── main_finetune.py │ │ │ ├── main_pretrain.py │ │ │ ├── models_mae.py │ │ │ ├── models_mae_group_channels.py │ │ │ ├── models_vit.py │ │ │ ├── models_vit_group_channels.py │ │ │ ├── models_vit_group_channels_cls.py │ │ │ ├── models_vit_group_channels_seg.py │ │ │ ├── models_vit_seg.py │ │ │ └── util │ │ │ │ ├── crop.py │ │ │ │ ├── datasets.py │ │ │ │ ├── datasets_finetune.py │ │ │ │ ├── lars.py │ │ │ │ ├── lr_decay.py │ │ │ │ ├── lr_sched.py │ │ │ │ ├── misc.py │ │ │ │ └── pos_embed.py │ │ ├── ScaleMAE │ │ │ ├── models_vit.py │ │ │ └── models_vit_seg.py │ │ ├── SoftCON │ │ │ └── models │ │ │ │ └── dinov2 │ │ │ │ ├── layers │ │ │ │ ├── __init__.py │ │ │ │ ├── attention.py │ │ │ │ ├── block.py │ │ │ │ ├── dino_head.py │ │ │ │ ├── drop_path.py │ │ │ │ ├── layer_scale.py │ │ │ │ ├── mlp.py │ │ │ │ ├── patch_embed.py │ │ │ │ └── swiglu_ffn.py │ │ │ │ └── vision_transformer.py │ │ ├── ViT │ │ │ ├── vit.py │ │ │ └── vit_seg.py │ │ ├── __init__.py │ │ ├── copernicusfm_wrapper.py │ │ ├── croma_wrapper.py │ │ ├── dofa_wrapper.py │ │ ├── gfm_wrapper.py │ │ ├── lightning_task.py │ │ ├── modules │ │ │ ├── __init__.py │ │ │ ├── adapter_modules.py │ │ │ ├── ops │ │ │ │ ├── README.md │ │ │ │ ├── functions │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── ms_deform_attn_func.py │ │ │ │ ├── make.sh │ │ │ │ ├── modules │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── ms_deform_attn.py │ │ │ │ ├── setup.py │ │ │ │ ├── src │ │ │ │ │ ├── cpu │ │ │ │ │ │ ├── ms_deform_attn_cpu.cpp │ │ │ │ │ │ └── ms_deform_attn_cpu.h │ │ │ │ │ ├── cuda │ │ │ │ │ │ ├── ms_deform_attn_cuda.cu │ │ │ │ │ │ ├── ms_deform_attn_cuda.h │ │ │ │ │ │ └── ms_deform_im2col_cuda.cuh │ │ │ │ │ ├── ms_deform_attn.h │ │ │ │ │ └── vision.cpp │ │ │ │ └── test.py │ │ │ └── vit_adapter.py │ │ ├── satmae_wrapper.py │ │ ├── scalemae_wrapper.py │ │ ├── softcon_wrapper.py │ │ └── vit_wrapper.py │ ├── main.py │ └── util │ │ ├── lars.py │ │ ├── lr_decay.py │ │ ├── lr_sched.py │ │ ├── misc.py │ │ ├── pos_embed.py │ │ └── soap.py └── tools │ ├── download_copernicus_bench.sh │ └── mlflow_analyze.py ├── Copernicus-Embed-025deg ├── .gitignore ├── README.md ├── assets │ ├── climate_task.png │ ├── copernicus-embed-025deg.png │ └── embed_map_vis.png └── demo_embed_map.ipynb ├── Copernicus-FM ├── .gitignore ├── README.md ├── assets │ └── 20201002T221611_20201002T221610_T60HWB.tif ├── demo.ipynb ├── requirements.txt └── src │ ├── aurora │ ├── area.py │ └── fourier.py │ ├── data │ ├── dynamic_hypernetwork.py │ ├── dynamic_hypernetwork_pretrain.py │ ├── engine_pretrain.py │ ├── flexivit │ ├── patch_embed.py │ └── utils.py │ ├── main_pretrain.py │ ├── model_vit.py │ ├── models_mae_cfm.py │ ├── train_cfm_local_cpu.sh │ ├── train_cfm_local_gpu.sh │ └── util │ ├── lr_sched.py │ ├── misc.py │ └── pos_embed.py ├── Copernicus-Pretrain ├── .gitignore ├── README.md ├── data_collection │ ├── GEE_download_ssl4eo_dem.py │ ├── GEE_download_ssl4eo_dem_grid.sh │ ├── GEE_download_ssl4eo_s1.py │ ├── GEE_download_ssl4eo_s1.sh │ ├── GEE_download_ssl4eo_s1_polar.py │ ├── GEE_download_ssl4eo_s1_polar.sh │ ├── GEE_download_ssl4eo_s2.py │ ├── GEE_download_ssl4eo_s2.sh │ ├── GEE_download_ssl4eo_s2_polar.py │ ├── GEE_download_ssl4eo_s2_polar.sh │ ├── GEE_download_ssl4eo_s3_olci.py │ ├── GEE_download_ssl4eo_s3_olci.sh │ ├── GEE_download_ssl4eo_s5p.py │ ├── GEE_download_ssl4eo_s5p.sh │ ├── README.md │ └── utils │ │ ├── compress_220k.sh │ │ ├── convert_crs_s3.sh │ │ ├── count_all_fnames.py │ │ ├── count_all_fnames_filter.py │ │ ├── count_all_fnames_vis.ipynb │ │ ├── remove_corrupt.py │ │ └── sample_era5_grids_land.ipynb ├── data_loading │ ├── copernicuspretrain_dataset_geotiff.py │ ├── copernicuspretrain_dataset_webdataset.py │ ├── create_webdataset.py │ ├── demo_dataloading.ipynb │ └── deprecated │ │ ├── create_lmdb.py │ │ └── ssl4eo_s_lmdb_dataset.py └── requirements.txt ├── LICENSE ├── LICENSES ├── LICENSE ├── LICENSE_Aurora ├── LICENSE_DOFA ├── LICENSE_FlexiViT └── LICENSE_MAE ├── NOTICE ├── README.md └── assets ├── altogether-1.png ├── data_main-1.png ├── embed_main-1.png └── model_main-1.png /Copernicus-Bench/.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/.gitignore -------------------------------------------------------------------------------- /Copernicus-Bench/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/README.md -------------------------------------------------------------------------------- /Copernicus-Bench/demo_load_dataset.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/demo_load_dataset.ipynb -------------------------------------------------------------------------------- /Copernicus-Bench/pyproject.toml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/pyproject.toml -------------------------------------------------------------------------------- /Copernicus-Bench/results/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/results/README.md -------------------------------------------------------------------------------- /Copernicus-Bench/scripts/exp_config_copernicusfm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/scripts/exp_config_copernicusfm.py -------------------------------------------------------------------------------- /Copernicus-Bench/scripts/exp_config_croma.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/scripts/exp_config_croma.py -------------------------------------------------------------------------------- /Copernicus-Bench/scripts/exp_config_dofa.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/scripts/exp_config_dofa.py -------------------------------------------------------------------------------- /Copernicus-Bench/scripts/exp_config_softcon.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/scripts/exp_config_softcon.py -------------------------------------------------------------------------------- /Copernicus-Bench/scripts/exp_config_vit.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/scripts/exp_config_vit.py -------------------------------------------------------------------------------- /Copernicus-Bench/scripts/exp_config_vit_sup.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/scripts/exp_config_vit_sup.py -------------------------------------------------------------------------------- /Copernicus-Bench/scripts/run.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/scripts/run.sh -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/config.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/dataset/base_dataset.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/dataset/base_dataset.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/dataset/cobench_aqno2_s5p.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/dataset/cobench_aqno2_s5p.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/dataset/cobench_aqo3_s5p.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/dataset/cobench_aqo3_s5p.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/dataset/cobench_bigearthnet_s1.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/dataset/cobench_bigearthnet_s1.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/dataset/cobench_bigearthnet_s2.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/dataset/cobench_bigearthnet_s2.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/dataset/cobench_biomass_s3.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/dataset/cobench_biomass_s3.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/dataset/cobench_cloud_s2.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/dataset/cobench_cloud_s2.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/dataset/cobench_cloud_s3.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/dataset/cobench_cloud_s3.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/dataset/cobench_dfc2020_s1.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/dataset/cobench_dfc2020_s1.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/dataset/cobench_dfc2020_s2.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/dataset/cobench_dfc2020_s2.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/dataset/cobench_eurosat_s1.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/dataset/cobench_eurosat_s1.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/dataset/cobench_eurosat_s2.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/dataset/cobench_eurosat_s2.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/dataset/cobench_flood_s1.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/dataset/cobench_flood_s1.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/dataset/cobench_lc100cls_s3.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/dataset/cobench_lc100cls_s3.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/dataset/cobench_lc100seg_s3.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/dataset/cobench_lc100seg_s3.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/dataset/cobench_lcz_s2.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/dataset/cobench_lcz_s2.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/dataset/croma/cobench_bigearthnet_s1.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/dataset/croma/cobench_bigearthnet_s1.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/dataset/croma/cobench_bigearthnet_s2.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/dataset/croma/cobench_bigearthnet_s2.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/dataset/croma/cobench_cloud_s2.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/dataset/croma/cobench_cloud_s2.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/dataset/croma/cobench_dfc2020_s1.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/dataset/croma/cobench_dfc2020_s1.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/dataset/croma/cobench_dfc2020_s2.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/dataset/croma/cobench_dfc2020_s2.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/dataset/croma/cobench_eurosat_s1.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/dataset/croma/cobench_eurosat_s1.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/dataset/croma/cobench_eurosat_s2.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/dataset/croma/cobench_eurosat_s2.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/dataset/croma/cobench_flood_s1.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/dataset/croma/cobench_flood_s1.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/dataset/croma/cobench_lcz_s2.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/dataset/croma/cobench_lcz_s2.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/dataset/softcon/cobench_bigearthnet_s1.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/dataset/softcon/cobench_bigearthnet_s1.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/dataset/softcon/cobench_bigearthnet_s2.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/dataset/softcon/cobench_bigearthnet_s2.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/dataset/softcon/cobench_cloud_s2.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/dataset/softcon/cobench_cloud_s2.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/dataset/softcon/cobench_dfc2020_s1.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/dataset/softcon/cobench_dfc2020_s1.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/dataset/softcon/cobench_dfc2020_s2.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/dataset/softcon/cobench_dfc2020_s2.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/dataset/softcon/cobench_eurosat_s1.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/dataset/softcon/cobench_eurosat_s1.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/dataset/softcon/cobench_eurosat_s2.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/dataset/softcon/cobench_eurosat_s2.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/dataset/softcon/cobench_flood_s1.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/dataset/softcon/cobench_flood_s1.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/dataset/softcon/cobench_lcz_s2.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/dataset/softcon/cobench_lcz_s2.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/model/base_model.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/model/base_model.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/model/copernicusfm_cd.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/model/copernicusfm_cd.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/model/copernicusfm_cls.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/model/copernicusfm_cls.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/model/copernicusfm_reg.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/model/copernicusfm_reg.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/model/copernicusfm_seg.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/model/copernicusfm_seg.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/model/croma_cd_s1.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/model/croma_cd_s1.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/model/croma_cls_s1.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/model/croma_cls_s1.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/model/croma_cls_s2.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/model/croma_cls_s2.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/model/croma_seg_s1.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/model/croma_seg_s1.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/model/croma_seg_s2.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/model/croma_seg_s2.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/model/dofa_cd.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/model/dofa_cd.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/model/dofa_cls.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/model/dofa_cls.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/model/dofa_reg.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/model/dofa_reg.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/model/dofa_seg.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/model/dofa_seg.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/model/softcon_cd_s1.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/model/softcon_cd_s1.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/model/softcon_cls_s1.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/model/softcon_cls_s1.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/model/softcon_cls_s2.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/model/softcon_cls_s2.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/model/softcon_seg_s1.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/model/softcon_seg_s1.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/model/softcon_seg_s2.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/model/softcon_seg_s2.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/model/vit_cd.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/model/vit_cd.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/model/vit_cd_sup.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/model/vit_cd_sup.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/model/vit_cls.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/model/vit_cls.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/model/vit_cls_sup.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/model/vit_cls_sup.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/model/vit_reg.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/model/vit_reg.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/model/vit_reg_sup.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/model/vit_reg_sup.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/model/vit_seg.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/model/vit_seg.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/configs/model/vit_seg_sup.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/configs/model/vit_seg_sup.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/datasets/__init__.py: -------------------------------------------------------------------------------- 1 | # 2 | -------------------------------------------------------------------------------- /Copernicus-Bench/src/datasets/cobench_airqualitys5p_wrapper.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/datasets/cobench_airqualitys5p_wrapper.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/datasets/cobench_bigearthnets12_wrapper.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/datasets/cobench_bigearthnets12_wrapper.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/datasets/cobench_bigearthnets12_wrapper_old.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/datasets/cobench_bigearthnets12_wrapper_old.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/datasets/cobench_biomasss3_wrapper.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/datasets/cobench_biomasss3_wrapper.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/datasets/cobench_clouds2_wrapper.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/datasets/cobench_clouds2_wrapper.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/datasets/cobench_clouds3_wrapper.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/datasets/cobench_clouds3_wrapper.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/datasets/cobench_dfc2020s12_wrapper.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/datasets/cobench_dfc2020s12_wrapper.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/datasets/cobench_eurosats1_wrapper.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/datasets/cobench_eurosats1_wrapper.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/datasets/cobench_eurosats2_wrapper.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/datasets/cobench_eurosats2_wrapper.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/datasets/cobench_floods1_wrapper.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/datasets/cobench_floods1_wrapper.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/datasets/cobench_floods1_wrapper_old.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/datasets/cobench_floods1_wrapper_old.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/datasets/cobench_lc100clss3_wrapper.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/datasets/cobench_lc100clss3_wrapper.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/datasets/cobench_lc100clss3_wrapper_old.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/datasets/cobench_lc100clss3_wrapper_old.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/datasets/cobench_lc100segs3_wrapper.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/datasets/cobench_lc100segs3_wrapper.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/datasets/cobench_lczs12_wrapper.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/datasets/cobench_lczs12_wrapper.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/datasets/data_module.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/datasets/data_module.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/factory.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/factory.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/CROMA/LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/CROMA/LICENSE -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/CROMA/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/CROMA/README.md -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/CROMA/__init__.py: -------------------------------------------------------------------------------- 1 | # 2 | -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/CROMA/pretrain_croma.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/CROMA/pretrain_croma.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/CROMA/test.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/CROMA/test.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/CROMA/use_croma.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/CROMA/use_croma.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/CopernicusFM/aurora/area.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/CopernicusFM/aurora/area.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/CopernicusFM/aurora/fourier.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/CopernicusFM/aurora/fourier.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/CopernicusFM/dynamic_hypernetwork.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/CopernicusFM/dynamic_hypernetwork.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/CopernicusFM/flexivit/patch_embed.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/CopernicusFM/flexivit/patch_embed.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/CopernicusFM/flexivit/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/CopernicusFM/flexivit/utils.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/CopernicusFM/models_dwv.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/CopernicusFM/models_dwv.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/CopernicusFM/models_dwv_seg.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/CopernicusFM/models_dwv_seg.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/DOFA/models_dwv.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/DOFA/models_dwv.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/DOFA/models_dwv_seg.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/DOFA/models_dwv_seg.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/DOFA/wave_dynamic_layer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/DOFA/wave_dynamic_layer.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/GFM/BEN.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/GFM/BEN.yaml -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/GFM/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/GFM/__init__.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/GFM/config.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/GFM/config.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/GFM/swin_transformer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/GFM/swin_transformer.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/GFM/swin_transformer_seg.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/GFM/swin_transformer_seg.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/GFM/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/GFM/utils.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/SatMAE/LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/SatMAE/LICENSE -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/SatMAE/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/SatMAE/README.md -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/SatMAE/engine_finetune.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/SatMAE/engine_finetune.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/SatMAE/engine_pretrain.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/SatMAE/engine_pretrain.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/SatMAE/fmow_rgb_data_split/fmow_rgb_data_split_json.zip: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/SatMAE/fmow_rgb_data_split/fmow_rgb_data_split_json.zip -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/SatMAE/images/overall_architecture.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/SatMAE/images/overall_architecture.png -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/SatMAE/images/reconstruction_comparison.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/SatMAE/images/reconstruction_comparison.png -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/SatMAE/main_finetune.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/SatMAE/main_finetune.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/SatMAE/main_pretrain.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/SatMAE/main_pretrain.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/SatMAE/models_mae.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/SatMAE/models_mae.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/SatMAE/models_mae_group_channels.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/SatMAE/models_mae_group_channels.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/SatMAE/models_vit.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/SatMAE/models_vit.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/SatMAE/models_vit_group_channels.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/SatMAE/models_vit_group_channels.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/SatMAE/models_vit_group_channels_cls.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/SatMAE/models_vit_group_channels_cls.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/SatMAE/models_vit_group_channels_seg.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/SatMAE/models_vit_group_channels_seg.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/SatMAE/models_vit_seg.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/SatMAE/models_vit_seg.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/SatMAE/util/crop.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/SatMAE/util/crop.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/SatMAE/util/datasets.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/SatMAE/util/datasets.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/SatMAE/util/datasets_finetune.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/SatMAE/util/datasets_finetune.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/SatMAE/util/lars.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/SatMAE/util/lars.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/SatMAE/util/lr_decay.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/SatMAE/util/lr_decay.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/SatMAE/util/lr_sched.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/SatMAE/util/lr_sched.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/SatMAE/util/misc.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/SatMAE/util/misc.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/SatMAE/util/pos_embed.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/SatMAE/util/pos_embed.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/ScaleMAE/models_vit.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/ScaleMAE/models_vit.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/ScaleMAE/models_vit_seg.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/ScaleMAE/models_vit_seg.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/SoftCON/models/dinov2/layers/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/SoftCON/models/dinov2/layers/__init__.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/SoftCON/models/dinov2/layers/attention.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/SoftCON/models/dinov2/layers/attention.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/SoftCON/models/dinov2/layers/block.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/SoftCON/models/dinov2/layers/block.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/SoftCON/models/dinov2/layers/dino_head.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/SoftCON/models/dinov2/layers/dino_head.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/SoftCON/models/dinov2/layers/drop_path.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/SoftCON/models/dinov2/layers/drop_path.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/SoftCON/models/dinov2/layers/layer_scale.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/SoftCON/models/dinov2/layers/layer_scale.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/SoftCON/models/dinov2/layers/mlp.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/SoftCON/models/dinov2/layers/mlp.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/SoftCON/models/dinov2/layers/patch_embed.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/SoftCON/models/dinov2/layers/patch_embed.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/SoftCON/models/dinov2/layers/swiglu_ffn.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/SoftCON/models/dinov2/layers/swiglu_ffn.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/SoftCON/models/dinov2/vision_transformer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/SoftCON/models/dinov2/vision_transformer.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/ViT/vit.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/ViT/vit.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/ViT/vit_seg.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/ViT/vit_seg.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/__init__.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/copernicusfm_wrapper.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/copernicusfm_wrapper.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/croma_wrapper.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/croma_wrapper.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/dofa_wrapper.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/dofa_wrapper.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/gfm_wrapper.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/gfm_wrapper.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/lightning_task.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/lightning_task.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/modules/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/modules/__init__.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/modules/adapter_modules.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/modules/adapter_modules.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/modules/ops/README.md: -------------------------------------------------------------------------------- 1 | ``` 2 | sh make.sh 3 | ``` 4 | -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/modules/ops/functions/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/modules/ops/functions/__init__.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/modules/ops/functions/ms_deform_attn_func.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/modules/ops/functions/ms_deform_attn_func.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/modules/ops/make.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/modules/ops/make.sh -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/modules/ops/modules/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/modules/ops/modules/__init__.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/modules/ops/modules/ms_deform_attn.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/modules/ops/modules/ms_deform_attn.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/modules/ops/setup.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/modules/ops/setup.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/modules/ops/src/cpu/ms_deform_attn_cpu.cpp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/modules/ops/src/cpu/ms_deform_attn_cpu.cpp -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/modules/ops/src/cpu/ms_deform_attn_cpu.h: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/modules/ops/src/cpu/ms_deform_attn_cpu.h -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/modules/ops/src/cuda/ms_deform_attn_cuda.cu: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/modules/ops/src/cuda/ms_deform_attn_cuda.cu -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/modules/ops/src/cuda/ms_deform_attn_cuda.h: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/modules/ops/src/cuda/ms_deform_attn_cuda.h -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/modules/ops/src/cuda/ms_deform_im2col_cuda.cuh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/modules/ops/src/cuda/ms_deform_im2col_cuda.cuh -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/modules/ops/src/ms_deform_attn.h: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/modules/ops/src/ms_deform_attn.h -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/modules/ops/src/vision.cpp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/modules/ops/src/vision.cpp -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/modules/ops/test.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/modules/ops/test.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/modules/vit_adapter.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/modules/vit_adapter.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/satmae_wrapper.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/satmae_wrapper.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/scalemae_wrapper.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/scalemae_wrapper.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/softcon_wrapper.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/softcon_wrapper.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/foundation_models/vit_wrapper.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/foundation_models/vit_wrapper.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/main.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/main.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/util/lars.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/util/lars.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/util/lr_decay.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/util/lr_decay.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/util/lr_sched.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/util/lr_sched.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/util/misc.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/util/misc.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/util/pos_embed.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/util/pos_embed.py -------------------------------------------------------------------------------- /Copernicus-Bench/src/util/soap.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/src/util/soap.py -------------------------------------------------------------------------------- /Copernicus-Bench/tools/download_copernicus_bench.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/tools/download_copernicus_bench.sh -------------------------------------------------------------------------------- /Copernicus-Bench/tools/mlflow_analyze.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Bench/tools/mlflow_analyze.py -------------------------------------------------------------------------------- /Copernicus-Embed-025deg/.gitignore: -------------------------------------------------------------------------------- 1 | data/ 2 | __pycache__/ 3 | .ipynb_checkpoints -------------------------------------------------------------------------------- /Copernicus-Embed-025deg/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Embed-025deg/README.md -------------------------------------------------------------------------------- /Copernicus-Embed-025deg/assets/climate_task.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Embed-025deg/assets/climate_task.png -------------------------------------------------------------------------------- /Copernicus-Embed-025deg/assets/copernicus-embed-025deg.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Embed-025deg/assets/copernicus-embed-025deg.png -------------------------------------------------------------------------------- /Copernicus-Embed-025deg/assets/embed_map_vis.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Embed-025deg/assets/embed_map_vis.png -------------------------------------------------------------------------------- /Copernicus-Embed-025deg/demo_embed_map.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Embed-025deg/demo_embed_map.ipynb -------------------------------------------------------------------------------- /Copernicus-FM/.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-FM/.gitignore -------------------------------------------------------------------------------- /Copernicus-FM/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-FM/README.md -------------------------------------------------------------------------------- /Copernicus-FM/assets/20201002T221611_20201002T221610_T60HWB.tif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-FM/assets/20201002T221611_20201002T221610_T60HWB.tif -------------------------------------------------------------------------------- /Copernicus-FM/demo.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-FM/demo.ipynb -------------------------------------------------------------------------------- /Copernicus-FM/requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-FM/requirements.txt -------------------------------------------------------------------------------- /Copernicus-FM/src/aurora/area.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-FM/src/aurora/area.py -------------------------------------------------------------------------------- /Copernicus-FM/src/aurora/fourier.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-FM/src/aurora/fourier.py -------------------------------------------------------------------------------- /Copernicus-FM/src/data: -------------------------------------------------------------------------------- 1 | /home/yi/data -------------------------------------------------------------------------------- /Copernicus-FM/src/dynamic_hypernetwork.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-FM/src/dynamic_hypernetwork.py -------------------------------------------------------------------------------- /Copernicus-FM/src/dynamic_hypernetwork_pretrain.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-FM/src/dynamic_hypernetwork_pretrain.py -------------------------------------------------------------------------------- /Copernicus-FM/src/engine_pretrain.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-FM/src/engine_pretrain.py -------------------------------------------------------------------------------- /Copernicus-FM/src/flexivit/patch_embed.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-FM/src/flexivit/patch_embed.py -------------------------------------------------------------------------------- /Copernicus-FM/src/flexivit/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-FM/src/flexivit/utils.py -------------------------------------------------------------------------------- /Copernicus-FM/src/main_pretrain.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-FM/src/main_pretrain.py -------------------------------------------------------------------------------- /Copernicus-FM/src/model_vit.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-FM/src/model_vit.py -------------------------------------------------------------------------------- /Copernicus-FM/src/models_mae_cfm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-FM/src/models_mae_cfm.py -------------------------------------------------------------------------------- /Copernicus-FM/src/train_cfm_local_cpu.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-FM/src/train_cfm_local_cpu.sh -------------------------------------------------------------------------------- /Copernicus-FM/src/train_cfm_local_gpu.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-FM/src/train_cfm_local_gpu.sh -------------------------------------------------------------------------------- /Copernicus-FM/src/util/lr_sched.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-FM/src/util/lr_sched.py -------------------------------------------------------------------------------- /Copernicus-FM/src/util/misc.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-FM/src/util/misc.py -------------------------------------------------------------------------------- /Copernicus-FM/src/util/pos_embed.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-FM/src/util/pos_embed.py -------------------------------------------------------------------------------- /Copernicus-Pretrain/.gitignore: -------------------------------------------------------------------------------- 1 | data/ 2 | **/__pycache__/ 3 | .ipynb_checkpoints -------------------------------------------------------------------------------- /Copernicus-Pretrain/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Pretrain/README.md -------------------------------------------------------------------------------- /Copernicus-Pretrain/data_collection/GEE_download_ssl4eo_dem.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Pretrain/data_collection/GEE_download_ssl4eo_dem.py -------------------------------------------------------------------------------- /Copernicus-Pretrain/data_collection/GEE_download_ssl4eo_dem_grid.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Pretrain/data_collection/GEE_download_ssl4eo_dem_grid.sh -------------------------------------------------------------------------------- /Copernicus-Pretrain/data_collection/GEE_download_ssl4eo_s1.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Pretrain/data_collection/GEE_download_ssl4eo_s1.py -------------------------------------------------------------------------------- /Copernicus-Pretrain/data_collection/GEE_download_ssl4eo_s1.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Pretrain/data_collection/GEE_download_ssl4eo_s1.sh -------------------------------------------------------------------------------- /Copernicus-Pretrain/data_collection/GEE_download_ssl4eo_s1_polar.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Pretrain/data_collection/GEE_download_ssl4eo_s1_polar.py -------------------------------------------------------------------------------- /Copernicus-Pretrain/data_collection/GEE_download_ssl4eo_s1_polar.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Pretrain/data_collection/GEE_download_ssl4eo_s1_polar.sh -------------------------------------------------------------------------------- /Copernicus-Pretrain/data_collection/GEE_download_ssl4eo_s2.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Pretrain/data_collection/GEE_download_ssl4eo_s2.py -------------------------------------------------------------------------------- /Copernicus-Pretrain/data_collection/GEE_download_ssl4eo_s2.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Pretrain/data_collection/GEE_download_ssl4eo_s2.sh -------------------------------------------------------------------------------- /Copernicus-Pretrain/data_collection/GEE_download_ssl4eo_s2_polar.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Pretrain/data_collection/GEE_download_ssl4eo_s2_polar.py -------------------------------------------------------------------------------- /Copernicus-Pretrain/data_collection/GEE_download_ssl4eo_s2_polar.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Pretrain/data_collection/GEE_download_ssl4eo_s2_polar.sh -------------------------------------------------------------------------------- /Copernicus-Pretrain/data_collection/GEE_download_ssl4eo_s3_olci.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Pretrain/data_collection/GEE_download_ssl4eo_s3_olci.py -------------------------------------------------------------------------------- /Copernicus-Pretrain/data_collection/GEE_download_ssl4eo_s3_olci.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Pretrain/data_collection/GEE_download_ssl4eo_s3_olci.sh -------------------------------------------------------------------------------- /Copernicus-Pretrain/data_collection/GEE_download_ssl4eo_s5p.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Pretrain/data_collection/GEE_download_ssl4eo_s5p.py -------------------------------------------------------------------------------- /Copernicus-Pretrain/data_collection/GEE_download_ssl4eo_s5p.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Pretrain/data_collection/GEE_download_ssl4eo_s5p.sh -------------------------------------------------------------------------------- /Copernicus-Pretrain/data_collection/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Pretrain/data_collection/README.md -------------------------------------------------------------------------------- /Copernicus-Pretrain/data_collection/utils/compress_220k.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Pretrain/data_collection/utils/compress_220k.sh -------------------------------------------------------------------------------- /Copernicus-Pretrain/data_collection/utils/convert_crs_s3.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Pretrain/data_collection/utils/convert_crs_s3.sh -------------------------------------------------------------------------------- /Copernicus-Pretrain/data_collection/utils/count_all_fnames.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Pretrain/data_collection/utils/count_all_fnames.py -------------------------------------------------------------------------------- /Copernicus-Pretrain/data_collection/utils/count_all_fnames_filter.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Pretrain/data_collection/utils/count_all_fnames_filter.py -------------------------------------------------------------------------------- /Copernicus-Pretrain/data_collection/utils/count_all_fnames_vis.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Pretrain/data_collection/utils/count_all_fnames_vis.ipynb -------------------------------------------------------------------------------- /Copernicus-Pretrain/data_collection/utils/remove_corrupt.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Pretrain/data_collection/utils/remove_corrupt.py -------------------------------------------------------------------------------- /Copernicus-Pretrain/data_collection/utils/sample_era5_grids_land.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Pretrain/data_collection/utils/sample_era5_grids_land.ipynb -------------------------------------------------------------------------------- /Copernicus-Pretrain/data_loading/copernicuspretrain_dataset_geotiff.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Pretrain/data_loading/copernicuspretrain_dataset_geotiff.py -------------------------------------------------------------------------------- /Copernicus-Pretrain/data_loading/copernicuspretrain_dataset_webdataset.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Pretrain/data_loading/copernicuspretrain_dataset_webdataset.py -------------------------------------------------------------------------------- /Copernicus-Pretrain/data_loading/create_webdataset.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Pretrain/data_loading/create_webdataset.py -------------------------------------------------------------------------------- /Copernicus-Pretrain/data_loading/demo_dataloading.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Pretrain/data_loading/demo_dataloading.ipynb -------------------------------------------------------------------------------- /Copernicus-Pretrain/data_loading/deprecated/create_lmdb.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Pretrain/data_loading/deprecated/create_lmdb.py -------------------------------------------------------------------------------- /Copernicus-Pretrain/data_loading/deprecated/ssl4eo_s_lmdb_dataset.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Pretrain/data_loading/deprecated/ssl4eo_s_lmdb_dataset.py -------------------------------------------------------------------------------- /Copernicus-Pretrain/requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/Copernicus-Pretrain/requirements.txt -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/LICENSE -------------------------------------------------------------------------------- /LICENSES/LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/LICENSES/LICENSE -------------------------------------------------------------------------------- /LICENSES/LICENSE_Aurora: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/LICENSES/LICENSE_Aurora -------------------------------------------------------------------------------- /LICENSES/LICENSE_DOFA: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/LICENSES/LICENSE_DOFA -------------------------------------------------------------------------------- /LICENSES/LICENSE_FlexiViT: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/LICENSES/LICENSE_FlexiViT -------------------------------------------------------------------------------- /LICENSES/LICENSE_MAE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/LICENSES/LICENSE_MAE -------------------------------------------------------------------------------- /NOTICE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/NOTICE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/README.md -------------------------------------------------------------------------------- /assets/altogether-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/assets/altogether-1.png -------------------------------------------------------------------------------- /assets/data_main-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/assets/data_main-1.png -------------------------------------------------------------------------------- /assets/embed_main-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/assets/embed_main-1.png -------------------------------------------------------------------------------- /assets/model_main-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zhu-xlab/Copernicus-FM/HEAD/assets/model_main-1.png --------------------------------------------------------------------------------