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item_eo_bands.json
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item_eo_bands.json
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{
"stac_version": "1.0.0",
"stac_extensions": [
"https://stac-extensions.github.io/mlm/v1.0.0/schema.json",
"https://stac-extensions.github.io/eo/v1.1.0/schema.json",
"https://stac-extensions.github.io/raster/v1.1.0/schema.json",
"https://stac-extensions.github.io/file/v1.0.0/schema.json",
"https://stac-extensions.github.io/ml-aoi/v0.2.0/schema.json"
],
"type": "Feature",
"id": "resnet-18_sentinel-2_all_moco_classification",
"collection": "ml-model-examples",
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],
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],
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],
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],
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]
]
]
},
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],
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"mlm:accelerator_summary": "Unknown",
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"unit": "m"
},
{
"name": "B08",
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"data_type": "uint16",
"bits_per_sample": 15,
"spatial_resolution": 10,
"scale": 0.0001,
"offset": 0,
"unit": "m"
},
{
"name": "B8A",
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"data_type": "uint16",
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"spatial_resolution": 20,
"scale": 0.0001,
"offset": 0,
"unit": "m"
},
{
"name": "B09",
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"data_type": "uint16",
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"spatial_resolution": 60,
"scale": 0.0001,
"offset": 0,
"unit": "m"
},
{
"name": "B10",
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"data_type": "uint16",
"bits_per_sample": 15,
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"scale": 0.0001,
"offset": 0,
"unit": "m"
},
{
"name": "B11",
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"data_type": "uint16",
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"scale": 0.0001,
"offset": 0,
"unit": "m"
},
{
"name": "B12",
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"bits_per_sample": 15,
"spatial_resolution": 20,
"scale": 0.0001,
"offset": 0,
"unit": "m"
}
]
},
"assets": {
"weights": {
"href": "https://huggingface.co/torchgeo/resnet18_sentinel2_all_moco/resolve/main/resnet18_sentinel2_all_moco-59bfdff9.pth",
"title": "Pytorch weights checkpoint",
"description": "A Resnet-18 classification model trained on normalized Sentinel-2 imagery with Eurosat landcover labels with torchgeo",
"type": "application/octet-stream; application=pytorch",
"roles": [
"mlm:model",
"mlm:weights"
],
"$comment": "Following 'eo:bands' is required to fulfil schema validation of 'eo' extension.",
"eo:bands": [
{
"name": "coastal"
},
{
"name": "blue"
},
{
"name": "green"
},
{
"name": "red"
},
{
"name": "rededge1"
},
{
"name": "rededge2"
},
{
"name": "rededge3"
},
{
"name": "nir"
},
{
"name": "nir08"
},
{
"name": "nir09"
},
{
"name": "cirrus"
},
{
"name": "swir16"
},
{
"name": "swir22"
}
]
},
"source_code": {
"href": "https://github.com/microsoft/torchgeo/blob/61efd2e2c4df7ebe3bd03002ebbaeaa3cfe9885a/torchgeo/models/resnet.py#L207",
"title": "Model implementation.",
"description": "Source code to run the model.",
"type": "text/x-python",
"roles": [
"mlm:model",
"code",
"metadata"
]
}
},
"links": [
{
"rel": "collection",
"href": "./collection.json",
"type": "application/json"
},
{
"rel": "self",
"href": "./item_eo_bands.json",
"type": "application/geo+json"
},
{
"rel": "derived_from",
"href": "https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a",
"type": "application/json",
"ml-aoi:split": "train"
}
]
}