Upload: multisensor_ensemble.json

ensemble/multisensor_ensemble.json

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+{
+  "type": "Feature",
+  "stac_version": "1.0.0",
+  "id": "multisensor_ensemble",
+  "properties": {
+    "datetime": "2025-10-27T11:30:27.245518Z",
+    "title": "Hybrid Cloud Model (1DPWDEEPLABV3)",
+    "description": "Operational cloud masking model. Combines the high-performance predictions of **1DPWDEEPLABV3** with robust uncertainty estimation derived from a 6-model ensemble.",
+    "mlm:name": "multisensor_ensemble",
+    "mlm:framework": "pytorch",
+    "mlm:framework_version": "2.5.1+cu121",
+    "mlm:architecture": "1DPWDEEPLABV3 + EnsembleStd",
+    "mlm:total_parameters": 42486538,
+    "mlm:tasks": [
+      "segmentation",
+      "cloud-detection"
+    ],
+    "mlm:hyperparameters": {
+      "batch_size": "Dynamic (1-256)",
+      "learning_rate": 0.0001,
+      "training_epochs": 25,
+      "final_val_loss": 0.0611
+    },
+    "custom:sensors": [
+      "Proba-V",
+      "Sentinel-3"
+    ],
+    "custom:spatial_resolution": "100m / 300m",
+    "custom:project": "FDR4VGT Cloud Masking",
+    "custom:project_url": "https://huggingface.co/isp-uv-es/FDR4VGT-CLOUD",
+    "custom:dynamic_batch": true,
+    "custom:batch_range": [
+      1,
+      256
+    ],
+    "file:size": 185592138,
+    "mlm:input": [
+      {
+        "name": "Reflectance",
+        "bands": [
+          "Blue",
+          "Red",
+          "NIR",
+          "SWIR"
+        ],
+        "input": {
+          "shape": [
+            -1,
+            4,
+            512,
+            512
+          ],
+          "dim_order": [
+            "batch",
+            "channel",
+            "height",
+            "width"
+          ],
+          "dtype": "float32"
+        }
+      }
+    ],
+    "mlm:output": [
+      {
+        "name": "probability",
+        "description": "Cloud probability map.",
+        "recommended_threshold": 0.4848,
+        "standard_threshold": 0.5,
+        "result": {
+          "shape": [
+            -1,
+            1,
+            512,
+            512
+          ],
+          "dtype": "float32"
+        }
+      },
+      {
+        "name": "uncertainty",
+        "description": "Ensemble-based uncertainty metric.",
+        "result": {
+          "shape": [
+            -1,
+            1,
+            512,
+            512
+          ],
+          "dtype": "float32"
+        }
+      }
+    ]
+  },
+  "assets": {
+    "model": {
+      "href": "https://huggingface.co/isp-uv-es/FDR4VGT-CLOUD/resolve/main/ensemble/multisensor_ensemble.pt2",
+      "type": "application/octet-stream",
+      "roles": [
+        "mlm:model"
+      ],
+      "title": "PyTorch 2.0 Exported Model"
+    },
+    "load": {
+      "href": "https://huggingface.co/isp-uv-es/FDR4VGT-CLOUD/resolve/main/ensemble/load.py",
+      "type": "application/x-python-code",
+      "roles": [
+        "code"
+      ]
+    }
+  },
+  "links": [
+    {
+      "rel": "license",
+      "href": "https://mit-license.org/",
+      "type": "text/html"
+    }
+  ]
+}