ftw-1.0-mlm / mlm.yaml
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$schema: "https://stac-extensions.github.io/mlm/v1.5.0/schema.json"
properties:
name: FTW 3 Class Unet
architecture: torchgeo.models.unet
artifact_type: torch.export.save
framework: torch
framework_version: 2.8.0
accelerator: cuda
total_parameters: 1234567
tasks: [semantic-segmentation]
input:
- name: Imagery
bands: [B04, B03, B02, B08, B04, B03, B02, B08]
input:
shape: [-1, 8, -1, -1]
dim_order: [batch, channel, height, width]
data_type: float32
pre_processing_function:
format: torch.export.load
expression:
id: export-transform
name: transforms
href: path/to/archive.pt2
type: "application/octet-stream; framework=pytorch; profile=ExportedProgram"
output:
- name: segmentation-output
tasks: [semantic-segmentation]
result:
shape: [-1, 3, -1, -1]
dim_order: [batch, classes, height, width]
data_type: float32
classification:classes:
- value: 0
name: background
- value: 1
name: field
- value: 2
name: field-boundary