Feature Extraction
Transformers
Safetensors
English
remote-sensing
earth-observation
vision
galileo
sentinel-1
sentinel-2
multimodal
Instructions to use BiliSakura/GALILEO-transformers with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use BiliSakura/GALILEO-transformers with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("feature-extraction", model="BiliSakura/GALILEO-transformers")# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("BiliSakura/GALILEO-transformers", dtype="auto") - Notebooks
- Google Colab
- Kaggle
| { | |
| "processor_class": "GalileoProcessor", | |
| "normalize": true, | |
| "default_month": 6, | |
| "patch_size": 8, | |
| "auto_map": { | |
| "AutoProcessor": "processing_galileo.GalileoProcessor" | |
| }, | |
| "s1_bands": [ | |
| "VV", | |
| "VH" | |
| ], | |
| "s2_bands": [ | |
| "B2", | |
| "B3", | |
| "B4", | |
| "B5", | |
| "B6", | |
| "B7", | |
| "B8", | |
| "B8A", | |
| "B11", | |
| "B12" | |
| ], | |
| "era5_bands": [ | |
| "temperature_2m", | |
| "total_precipitation_sum" | |
| ], | |
| "tc_bands": [ | |
| "def", | |
| "soil", | |
| "aet" | |
| ], | |
| "viirs_bands": [ | |
| "avg_rad" | |
| ], | |
| "srtm_bands": [ | |
| "elevation", | |
| "slope" | |
| ], | |
| "dw_bands": [ | |
| "DW_water", | |
| "DW_trees", | |
| "DW_grass", | |
| "DW_flooded_vegetation", | |
| "DW_crops", | |
| "DW_shrub_and_scrub", | |
| "DW_built", | |
| "DW_bare", | |
| "DW_snow_and_ice" | |
| ], | |
| "wc_bands": [ | |
| "WC_temporarycrops", | |
| "WC_maize", | |
| "WC_wintercereals", | |
| "WC_springcereals", | |
| "WC_irrigation" | |
| ], | |
| "landscan_bands": [ | |
| "b1" | |
| ], | |
| "location_bands": [ | |
| "x", | |
| "y", | |
| "z" | |
| ], | |
| "space_time_band_groups": { | |
| "S1": [ | |
| "VV", | |
| "VH" | |
| ], | |
| "S2_RGB": [ | |
| "B2", | |
| "B3", | |
| "B4" | |
| ], | |
| "S2_Red_Edge": [ | |
| "B5", | |
| "B6", | |
| "B7" | |
| ], | |
| "S2_NIR_10m": [ | |
| "B8" | |
| ], | |
| "S2_NIR_20m": [ | |
| "B8A" | |
| ], | |
| "S2_SWIR": [ | |
| "B11", | |
| "B12" | |
| ], | |
| "NDVI": [ | |
| "NDVI" | |
| ] | |
| }, | |
| "time_band_groups": { | |
| "ERA5": [ | |
| "temperature_2m", | |
| "total_precipitation_sum" | |
| ], | |
| "TC": [ | |
| "def", | |
| "soil", | |
| "aet" | |
| ], | |
| "VIIRS": [ | |
| "avg_rad" | |
| ] | |
| }, | |
| "space_band_groups": { | |
| "SRTM": [ | |
| "elevation", | |
| "slope" | |
| ], | |
| "DW": [ | |
| "DW_water", | |
| "DW_trees", | |
| "DW_grass", | |
| "DW_flooded_vegetation", | |
| "DW_crops", | |
| "DW_shrub_and_scrub", | |
| "DW_built", | |
| "DW_bare", | |
| "DW_snow_and_ice" | |
| ], | |
| "WC": [ | |
| "WC_temporarycrops", | |
| "WC_maize", | |
| "WC_wintercereals", | |
| "WC_springcereals", | |
| "WC_irrigation" | |
| ] | |
| }, | |
| "pretraining_normalizing_dict": { | |
| "13": { | |
| "mean": [ | |
| -11.728724389184965, | |
| -18.85558188024017, | |
| 1395.3408730676722, | |
| 1338.4026921784578, | |
| 1343.09883810357, | |
| 1543.8607982512297, | |
| 2186.2022069512263, | |
| 2525.0932853316694, | |
| 2410.3377187373408, | |
| 2750.2854646886753, | |
| 2234.911100061487, | |
| 1474.5311266077113, | |
| 0.2892116502999044 | |
| ], | |
| "std": [ | |
| 4.887145774840316, | |
| 5.730270320384293, | |
| 917.7041440370853, | |
| 913.2988423581528, | |
| 1092.678723527555, | |
| 1047.2206083460424, | |
| 1048.0101611156767, | |
| 1143.6903026819996, | |
| 1098.979177731649, | |
| 1204.472755085893, | |
| 1145.9774063078878, | |
| 980.2429840007796, | |
| 0.2720939024500081 | |
| ] | |
| }, | |
| "16": { | |
| "mean": [ | |
| 673.0152819503361, | |
| 5.930092668915115, | |
| 0.10470439140978786, | |
| 0.23965913270066183, | |
| 0.08158044385860364, | |
| 0.04246976254259546, | |
| 0.11304392863520317, | |
| 0.17329647890362473, | |
| 0.0698981691616277, | |
| 0.12130267132802142, | |
| 0.04671318615236216, | |
| 10.973119802517362, | |
| 1.0927069179958768, | |
| 1.6991394232855903, | |
| 0.03720594618055555, | |
| 1.3671352688259548 | |
| ], | |
| "std": [ | |
| 983.0697298296237, | |
| 8.167406789813247, | |
| 0.18771647977504985, | |
| 0.2368313455675914, | |
| 0.08024268534756586, | |
| 0.04045374496146404, | |
| 0.11350342472061795, | |
| 0.1279898111718168, | |
| 0.12042341550438586, | |
| 0.13602408145504347, | |
| 0.043971116096060345, | |
| 31.255340146970997, | |
| 10.395974878206689, | |
| 12.92380617159917, | |
| 1.9285254295940466, | |
| 11.612179775408928 | |
| ] | |
| }, | |
| "6": { | |
| "mean": [ | |
| 271.5674963541667, | |
| 0.08554303677156568, | |
| 657.3181260091111, | |
| 692.1291795806885, | |
| 562.781331880633, | |
| 1.5647115934036673 | |
| ], | |
| "std": [ | |
| 79.80828940314429, | |
| 0.11669547098151486, | |
| 704.0008695557707, | |
| 925.0116126406431, | |
| 453.2434022278578, | |
| 7.513020170832818 | |
| ] | |
| }, | |
| "18": { | |
| "mean": [ | |
| 188.20315880851746, | |
| 0.2804946561574936, | |
| 0.11371652073860168, | |
| 0.058778801321983334, | |
| 0.10474256777763366, | |
| 0.2396918488264084, | |
| 0.08152248692512512, | |
| 0.04248040814399719, | |
| 0.11303179881572724, | |
| 0.17326324067115784, | |
| 0.06998309404850006, | |
| 0.12122812910079957, | |
| 0.04671641788482666, | |
| 10.98456594619751, | |
| 1.0968475807189941, | |
| 1.6947754135131836, | |
| 0.03320046615600586, | |
| 1.3602827312469483 | |
| ], | |
| "std": [ | |
| 1154.5919128300602, | |
| 0.5276998078079327, | |
| 0.7021637331734328, | |
| 0.36528892213195063, | |
| 0.17470213191865785, | |
| 0.20411195416718833, | |
| 0.0660782470089761, | |
| 0.03380702424871257, | |
| 0.09809195568521663, | |
| 0.11292471052124119, | |
| 0.09720748930233268, | |
| 0.12912217763726777, | |
| 0.0399973913151906, | |
| 23.725471823867462, | |
| 5.715238079725388, | |
| 9.030481416228302, | |
| 0.9950220242487364, | |
| 7.754429123862099 | |
| ] | |
| } | |
| } | |
| } | |