Evaluation Overview — eCrop (17-country model)

Annual 10 m crop classification validated against CTY held-out test set, LUCAS 2018 & 2022 field surveys, and official government county statistics (2017–2024). Model: MLP v2 · 17-country (my_ecrop_50M_mlp_v2_17c, 50M-row training set, AEF + TESSERA embeddings). Interactive maps are live for 33 countries: 31 as field vectors mapped 2017–2025 at 10 m, plus Cyprus and Malta as a 2024-only dense raster tier. The table below covers the 17 countries with a CTY held-out test set; a second table covers the 14 further countries mapped by the 36-country model. Ukraine has no CTY reference and is described in its map caveat instead.