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Example Gallery

Visual results from agribound's example scripts across different regions, satellites, and engines.

Note

The satellite basemap in these screenshots may not correspond to the same acquisition date as the imagery used for delineation. Field boundaries and crop patterns may differ between the basemap and the analysis period.


New Mexico, USA — DINOv3 + SAM2 on NAIP

Example 14 · NAIP (1 m) · DINOv3 (SAT-493M) fine-tuned on NMOSE reference boundaries · LULC crop filter (NLCD) · SAM2 per-field refinement · Eastern Lea County (2020). Note: Fields in Texas bordering New Mexico are also present.

New Mexico — DINOv3 + SAM2 on NAIP


Pampas, Argentina — TESSERA + LULC + SAM2

Example 15 · Fully automated (no training, no reference data) · TESSERA (128-D) embedding clustering · LULC crop filter (Dynamic World) · SAM2 refinement on Sentinel-2 · Pergamino (2024).

Pampas — TESSERA + LULC + SAM2


India, West Bengal — FTW on Sentinel-2

Example 02 · Sentinel-2 (10 m) · FTW supervised model for India · Nadia District, West Bengal — smallholder rice paddies (2024).

India — FTW on Sentinel-2


France, Beauce — FTW on Sentinel-2

Example 04 · Sentinel-2 (10 m) · FTW pre-trained model for France · Large-field cereal agriculture in the Beauce plain (2023).

France — FTW on Sentinel-2


Kenya — FTW on Sentinel-2

Example 06 · Sentinel-2 (10 m) · FTW supervised model · Central Kenya smallholder fields with min_area tuning (2024).

Kenya — FTW on Sentinel-2


California, USA — Delineate-Anything on NAIP

Example 07 · NAIP (1 m) · Delineate-Anything (YOLO) · Central Valley large commercial agriculture (2022).

California — DA on NAIP


Australia, Murray-Darling Basin — Prithvi PCA on HLS

Example 03 · HLS (30 m) · Prithvi PCA baseline · Large-scale irrigated agriculture in the Murray-Darling Basin (2022). PCA mode produces realistic field boundaries without a GPU. The ViT embedding mode (without fine-tuning) tends to over-merge fields into very few large polygons — fine-tuning on reference boundaries is recommended for ViT.

Australia — Prithvi PCA on HLS


North China Plain — Delineate-Anything on SPOT

Example 08 · SPOT 6/7 (6 m) · Delineate-Anything · Smallholder wheat/maize fields (2023). Restricted SPOT access.

China — DA on SPOT


Spain, Andalusia — Ensemble (DA + FTW)

Example 09 · Sentinel-2 (10 m) · Multi-engine vote-merge of Delineate-Anything and FTW · Olive groves and cereal fields (2023).

Spain — Ensemble


Mississippi Alluvial Plain, USA — Delineate-Anything on SPOT

Example 11 · SPOT 6/7 (6 m) · Delineate-Anything · Row-crop agriculture with cross-year stability analysis (2021–2023). Restricted SPOT access.

Mississippi Alluvial Plain — DA on SPOT