ESA-APEx · HansVRP · May 27, 2026 · Jun 17, 2026 · Jun 29, 2026
diff --git a/algorithm_catalog/esa/delineate_anything/benchmark_scenarios/delineate_anything.json b/algorithm_catalog/esa/delineate_anything/benchmark_scenarios/delineate_anything.json
@@ -0,0 +1,33 @@
+[
+  {
+    "id": "delineate_anything",
+    "type": "openeo",
+    "description": "Delineate Anything field boundary detection benchmark over a small agricultural area in Ukraine.",
+    "backend": "openeofed.dataspace.copernicus.eu",
+    "process_graph": {
+      "delineate1": {
+        "process_id": "delineate_anything",
+        "namespace": "https://raw.githubusercontent.com/Lavreniuk/Delineate-Anything/1d3241be444f46e8c9fe4e8b8de2b2366d17be3b/openeo_udp/process_graph/delineate_anything_udp.json",
+        "arguments": {
+          "spatial_extent": {
+            "type": "Polygon",
+            "coordinates": [
+              [
+                [31.0, 49.0],
+                [31.1, 49.0],
+                [31.1, 49.1],
+                [31.0, 49.1],
+                [31.0, 49.0]
+              ]
+            ]
+          },
+          "temporal_extent": [
+            "2024-06-01",
+            "2024-09-30"
+          ]
+        },
+        "result": true
+      }
+    }
+  }
+]
diff --git a/...thm_catalog/esa/delineate_anything/openeo_udp/delineate_anything_description.md b/...thm_catalog/esa/delineate_anything/openeo_udp/delineate_anything_description.md
@@ -0,0 +1,59 @@
+# Description
+
+Accurate delineation of agricultural field boundaries from satellite imagery is vital for land
+management and crop monitoring. This service implements the **Delineate Anything** model — a
+resolution-agnostic YOLOv11 instance-segmentation network trained on the large-scale FBIS-22M
+dataset (672,909 satellite image patches from 0.25 m to 10 m, containing 22,926,427 instance masks).
+
+The processing pipeline is encapsulated as an openEO User-Defined Process (UDP) with two
+`apply_neighborhood` stages:
+
+1. **BAP composite + ONNX inference** (512×512 px chunks with 128 px overlap):
+   - Generates a Best-Available Pixel (BAP) RGB composite from Sentinel-2, reusing the existing
+     APEx [BAP Composite](https://algorithm-catalogue.apex.esa.int/apps/bap_composite) service.
+   - Scales pixel values to [0, 1] via `linear_scale_range(0, 3000, 0, 1)`.
+   - Runs YOLOv11 ONNX inference producing per-pixel detection confidence and mask probability.
+
+2. **Post-processing** (2000×2000 px chunks):
+   - Thresholds mask probabilities into a binary field mask.
+   - Labels connected components to produce individual field instances.
+   - Filters out small fields below a configurable minimum area.
+
+## Inputs
+
+- `spatial_extent`: GeoJSON geometry (Polygon) defining the area of interest.
+- `temporal_extent`: ISO-8601 date range `[start, end]` for BAP input scenes.
+- `processing_options` (optional): dictionary with keys `confidence_threshold`, `mask_threshold`,
+  `min_area_px`, `min_hole_area_px`.
+- `max_cloud_cover` (optional): maximum cloud cover percentage for BAP input (default: 75).
+
+## Outputs
+
+A 3-band raster:
+
+- `mask_probability` (float32) — per-pixel field boundary probability from the model.
+- `binary_mask` (uint8) — thresholded binary field mask.
+- `instances` (int32) — integer instance labels (0 = background, each field gets a unique ID).
+
+# Examples
+
+The model generalises across diverse resolutions (0.25 m–10 m) and geographic regions, including
+zero-shot predictions on unseen areas with different climates, terrains, and agricultural practices.
+
+# Known limitations
+
+- The ONNX model is hosted on CloudFerro S3 as a `udf-dependency-archive`. 
+
+- Post-processing uses simple connected-component labelling. Fields spanning tile boundaries may
+  not be perfectly merged in all cases.
+- The model is trained primarily on agricultural fields. Non-agricultural land parcels may produce
+  unreliable results.
+- The AGPL-3.0 licence allows research use but restricts commercial use.
+
+# References
+
+- Paper: [Delineate Anything: Resolution-Agnostic Field Boundary Delineation](https://arxiv.org/abs/2504.02534)
+- Source repository: https://github.com/Lavreniuk/Delineate-Anything
+- Project page: https://lavreniuk.github.io/Delineate-Anything/
+- Dataset: https://huggingface.co/datasets/MykolaL/FBIS-22M
+- UDP definition: https://raw.githubusercontent.com/Lavreniuk/Delineate-Anything/1d3241be444f46e8c9fe4e8b8de2b2366d17be3b/openeo_udp/process_graph/delineate_anything_udp.json
diff --git a/algorithm_catalog/esa/delineate_anything/records/delineate_anything.json b/algorithm_catalog/esa/delineate_anything/records/delineate_anything.json
@@ -0,0 +1,118 @@
+{
+  "id": "delineate_anything",
+  "type": "Feature",
+  "conformsTo": [
+    "http://www.opengis.net/spec/ogcapi-records-1/1.0/req/record-core",
+    "https://apex.esa.int/core/openeo-udp"
+  ],
+  "geometry": null,
+  "properties": {
+    "created": "2026-05-26T00:00:00Z",
+    "updated": "2026-05-26T00:00:00Z",
+    "type": "service",
+    "title": "Delineate Anything",
+    "description": "Resolution-agnostic agricultural field boundary delineation from satellite imagery. The service generates a Best-Available Pixel (BAP) RGB composite from Sentinel-2, runs YOLOv11 instance-segmentation ONNX inference on 512\u00d7512 px tiles, and post-processes the raw masks into individual field instances. Returns three bands: mask_probability (float), binary_mask (0/1), and instances (integer field labels).",
+    "cost_estimate": 0.05,
+    "cost_unit": "platform credits per km\u00b2",
+    "keywords": [
+      "Agriculture",
+      "Field Boundary Delineation",
+      "Instance Segmentation",
+      "Sentinel-2",
+      "YOLO"
+    ],
+    "language": {
+      "code": "en-US",
+      "name": "English (United States)"
+    },
+    "languages": [
+      {
+        "code": "en-US",
+        "name": "English (United States)"
+      }
+    ],
+    "contacts": [
+      {
+        "name": "Mykola Lavreniuk",
+        "organization": "European Space Agency",
+        "links": [
+          {
+            "href": "https://github.com/Lavreniuk/Delineate-Anything",
+            "title": "Delineate-Anything source repository",
+            "rel": "about",
+            "type": "text/html"
+          }
+        ],
+        "emails": [],
+        "contactInstructions": "Contact via GitHub",
+        "roles": [
+          "principal investigator"
+        ]
+      }
+    ],
+    "themes": [
+      {
+        "concepts": [
+          {
+            "id": "Agriculture"
+          },
+          {
+            "id": "Land Use/Land Cover Classification"
+          }
+        ],
+        "scheme": "https://gcmd.earthdata.nasa.gov/kms/concepts/concept_scheme/sciencekeywords"
+      }
+    ],
+    "formats": [
+      {
+        "name": "GeoTIFF"
+      }
+    ],
+    "license": "AGPL-3.0"
+  },
+  "linkTemplates": [],
+  "links": [
+    {
+      "rel": "application",
+      "type": "application/vnd.openeo+json;type=process",
+      "title": "openEO Process Definition",
+      "href": "https://raw.githubusercontent.com/Lavreniuk/Delineate-Anything/1d3241be444f46e8c9fe4e8b8de2b2366d17be3b/openeo_udp/process_graph/delineate_anything_udp.json"
+    },
+    {
+      "rel": "code",
+      "type": "text/html",
+      "title": "Git source repository",
+      "href": "https://github.com/Lavreniuk/Delineate-Anything"
+    },
+    {
+      "rel": "service",
+      "type": "application/json",
+      "title": "CDSE openEO federation",
+      "href": "https://openeofed.dataspace.copernicus.eu"
+    },
+    {
+      "rel": "platform",
+      "type": "application/json",
+      "title": "CDSE openEO federation",
+      "href": "../../../../platform_catalog/cdse_openeo_federation.json"
+    },
+    {
+      "rel": "provider",
+      "type": "application/json",
+      "title": "European Space Agency",
+      "href": "../../record.json"
+    },
+    {
+      "rel": "webapp",
+      "type": "text/html",
+      "title": "OpenEO Web Editor",
+      "href": "https://editor.openeo.org/?wizard=UDP&wizard~process=delineate_anything&wizard~processUrl=https://raw.githubusercontent.com/Lavreniuk/Delineate-Anything/1d3241be444f46e8c9fe4e8b8de2b2366d17be3b/openeo_udp/process_graph/delineate_anything_udp.json&server=https://openeofed.dataspace.copernicus.eu"
+    },
+    {
+      "rel": "about",
+      "type": "text/html",
+      "title": "Delineate Anything project page",
+      "href": "https://lavreniuk.github.io/Delineate-Anything/"
+    }
+  ]
+}
diff --git a/algorithm_catalog/esa/record.json b/algorithm_catalog/esa/record.json
@@ -0,0 +1,61 @@
+{
+    "id": "esa",
+    "type": "Feature",
+    "conformsTo": [
+        "http://www.opengis.net/spec/ogcapi-records-1/1.0/req/record-core"
+    ],
+    "properties": {
+        "created": "2026-05-26T00:00:00Z",
+        "updated": "2026-05-26T00:00:00Z",
+        "type": "algorithm_provider",
+        "title": "European Space Agency",
+        "description": "The European Space Agency (ESA) is Europe's gateway to space. ESA contributes Earth observation algorithms and services leveraging satellite imagery for agricultural and environmental monitoring.",
+        "keywords": [],
+        "language": {
+            "code": "en-US",
+            "name": "English (United States)"
+        },
+        "languages": [
+            {
+                "code": "en-US",
+                "name": "English (United States)"
+            }
+        ],
+        "contacts": [
+            {
+                "name": "Mykola Lavreniuk",
+                "organization": "European Space Agency",
+                "emails": [],
+                "roles": [
+                    "principal investigator"
+                ]
+            }
+        ],
+        "themes": [],
+        "license": "other",
+        "acl": {
+            "admin": ["@esa.int"]
+        }
+    },
+    "linkTemplates": [],
+    "links": [
+        {
+            "rel": "website",
+            "type": "text/html",
+            "title": "ESA",
+            "href": "https://www.esa.int/"
+        },
+        {
+            "rel": "logo-light",
+            "type": "image/png",
+            "title": "Logo",
+            "href": "https://www.esa.int/var/esa/storage/images/esa_multimedia/images/2008/09/esa_logo1/9777051-3-eng-GB/ESA_logo1_pillars.jpg"
+        },
+        {
+            "rel": "logo-dark",
+            "type": "image/png",
+            "title": "Logo",
+            "href": "https://www.esa.int/var/esa/storage/images/esa_multimedia/images/2008/09/esa_logo1/9777051-3-eng-GB/ESA_logo1_pillars.jpg"
+        }
+    ]
+}
diff --git a/algorithm_catalog/ucl/solar_pv_detection/records/solar_pv_detection.json b/algorithm_catalog/ucl/solar_pv_detection/records/solar_pv_detection.json
@@ -0,0 +1,120 @@
+{
+  "id": "solar_pv_detection",
+  "type": "Feature",
+  "conformsTo": [
+    "http://www.opengis.net/spec/ogcapi-records-1/1.0/req/record-core",
+    "https://apex.esa.int/core/openeo-udp"
+  ],
+  "geometry": null,
+  "properties": {
+    "created": "2026-05-21T00:00:00Z",
+    "updated": "2026-05-21T00:00:00Z",
+    "type": "service",
+    "title": "Solar PV detection",
+    "description": "Detection of solar photovoltaic (PV) installations from Sentinel-2 L1C imagery. The service performs a cloud-free SLIC-based temporal mosaic of Sentinel-2 L1C bands (using Sentinel-2 L2A SCL for cloud masking), normalizes the 13-band composite with training-aligned percentile statistics, and then runs ONNX U-Net inference (256x256 chunks) inside an openEO UDF. Returns a binary 'solar_pv' band and a 'solar_pv_probability' band.",
+    "cost_estimate": 0.1,
+    "cost_unit": "platform credits per km\u00b2",
+    "keywords": [
+      "Energy Production/Use",
+      "Solar Energy Production/Use",
+      "Sentinel-2"
+    ],
+    "language": {
+      "code": "en-US",
+      "name": "English (United States)"
+    },
+    "languages": [
+      {
+        "code": "en-US",
+        "name": "English (United States)"
+      }
+    ],
+    "contacts": [
+      {
+        "name": "Rui Song",
+        "organization": "University College London",
+        "links": [
+          {
+            "href": "https://github.com/ray-climate/solar_openEO",
+            "title": "solar_openEO source repository",
+            "rel": "about",
+            "type": "text/html"
+          }
+        ],
+        "emails": [
+          {
+            "value": "rui.song@ucl.ac.uk"
+          }
+        ],
+        "contactInstructions": "Contact via email",
+        "roles": [
+          "principal investigator"
+        ]
+      }
+    ],
+    "themes": [
+      {
+        "concepts": [
+          {
+            "id": "Sentinel-2 MSI"
+          },
+          {
+            "id": "SOLAR ENERGY PRODUCTION/USE"
+          }
+        ],
+        "scheme": "https://gcmd.earthdata.nasa.gov/kms/concepts/concept_scheme/sciencekeywords"
+      }
+    ],
+    "formats": [
+      {
+        "name": "GeoTIFF"
+      }
+    ],
+    "license": "proprietary"
+  },
+  "linkTemplates": [],
+  "links": [
+    {
+      "rel": "application",
+      "type": "application/vnd.openeo+json;type=process",
+      "title": "openEO Process Definition",
+      "href": "https://raw.githubusercontent.com/ray-climate/solar_openEO/c4f1b0c7ba6ab9acf2b11cc999c05e6346b6bf21/openeo_udp/process_graph/solar_pv_detection_udp.json"
+    },
+    {
+      "rel": "code",
+      "type": "text/html",
+      "title": "Git source repository",
+      "href": "https://github.com/ray-climate/solar_openEO"
+    },
+    {
+      "rel": "service",
+      "type": "application/json",
+      "title": "CDSE openEO federation",
+      "href": "https://openeofed.dataspace.copernicus.eu"
+    },
+    {
+      "rel": "platform",
+      "type": "application/json",
+      "title": "CDSE openEO federation",
+      "href": "../../../../platform_catalog/cdse_openeo_federation.json"
+    },
+    {
+      "rel": "provider",
+      "type": "application/json",
+      "title": "University College London",
+      "href": "../../record.json"
+    },
+    {
+      "rel": "webapp",
+      "type": "text/html",
+      "title": "OpenEO Web Editor",
+      "href": "https://editor.openeo.org/?wizard=UDP&wizard~process=solar_pv_detection&wizard~processUrl=https://raw.githubusercontent.com/ray-climate/solar_openEO/c4f1b0c7ba6ab9acf2b11cc999c05e6346b6bf21/openeo_udp/process_graph/solar_pv_detection_udp.json&server=https://openeofed.dataspace.copernicus.eu"
+    },
+    {
+      "rel": "thumbnail",
+      "type": "image/png",
+      "title": "Thumbnail image",
+      "href": "https://raw.githubusercontent.com/ESA-APEx/apex_algorithms/refs/heads/main/algorithm_catalog/ucl/solar_pv_detection/records/thumbnail.png"
+    }
+  ]
+}