# Regression on Building Density (Area of interest A+) Source: [Regression on Building Density (Area of interest A+)]() Collection index: [llms.txt]() Data updated: 2026-04-10T00:50:18.450Z Evaluation of regression model performance on the Building Density (Area of interest A+) dataset, measured using Mean Absolute Error (MAE) and Mean Squared Error (MSE). A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Regression | | Dataset (including any stated split) | Building Density (Area of interest A+) | | Metric | MAE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 13 of 13 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [MAE](): Lower is better; unit: SCALAR. - [MSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | MAE | Result date | Report paper | | --- | --- | --- | --- | | UNet | 0.017 | Not recorded | 69d732937d0172140ec76b44 | | Prithvi v2-300 (Full) | 0.02 | Not recorded | 69d732937d0172140ec76b44 | | DOFA-Large (Embedding) | 0.021 | Not recorded | 69d732937d0172140ec76b44 | | LIANet-Base | 0.021 | Not recorded | 69d732937d0172140ec76b44 | | LIANet-Large | 0.021 | Not recorded | 69d732937d0172140ec76b44 | | Micro UNet | 0.022 | Not recorded | 69d732937d0172140ec76b44 | | TerraMind-base (Full) | 0.022 | Not recorded | 69d732937d0172140ec76b44 | | DOFA-Large (Full) | 0.022 | Not recorded | 69d732937d0172140ec76b44 | | TerraMind-base (Frozen) | 0.023 | Not recorded | 69d732937d0172140ec76b44 | | TerraMind-base (Embedding) | 0.023 | Not recorded | 69d732937d0172140ec76b44 | | Prithvi v2-300 (Frozen) | 0.023 | Not recorded | 69d732937d0172140ec76b44 | | DOFA-Large (Frozen) | 0.024 | Not recorded | 69d732937d0172140ec76b44 | | Prithvi v2-300 (Embedding) | 0.027 | Not recorded | 69d732937d0172140ec76b44 | ### UNet MAE: 0.017. Result ID: 69d8492f47f34ce924c08551. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model variant":"Standard","Tunable Params (M)":"17.3"}. This record does not assert independent reproduction. ### Prithvi v2-300 (Full) MAE: 0.02. Result ID: 69d8492f47f34ce924c08556. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning Setting":"Full","Tunable Params (M)":"324"}. This record does not assert independent reproduction. ### DOFA-Large (Embedding) MAE: 0.021. Result ID: 69d8492f47f34ce924c0855b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning Setting":"Embedding","Tunable Params (M)":"0.46"}. This record does not assert independent reproduction. ### LIANet-Base MAE: 0.021. Result ID: 69d8492f47f34ce924c0855c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model variant":"Base","Tunable Params (M)":"0.5"}. This record does not assert independent reproduction. ### LIANet-Large MAE: 0.021. Result ID: 69d8492f47f34ce924c0855d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model variant":"Large","Tunable Params (M)":"0.5"}. This record does not assert independent reproduction. ### Micro UNet MAE: 0.022. Result ID: 69d8492f47f34ce924c08552. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model variant":"Micro","Tunable Params (M)":"0.49"}. This record does not assert independent reproduction. ### TerraMind-base (Full) MAE: 0.022. Result ID: 69d8492f47f34ce924c08553. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning Setting":"Full","Tunable Params (M)":"102"}. This record does not assert independent reproduction. ### DOFA-Large (Full) MAE: 0.022. Result ID: 69d8492f47f34ce924c08559. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning Setting":"Full","Tunable Params (M)":"357"}. This record does not assert independent reproduction. ### TerraMind-base (Frozen) MAE: 0.023. Result ID: 69d8492f47f34ce924c08554. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning Setting":"Frozen","Tunable Params (M)":"15.5"}. This record does not assert independent reproduction. ### TerraMind-base (Embedding) MAE: 0.023. Result ID: 69d8492f47f34ce924c08555. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning Setting":"Embedding","Tunable Params (M)":"0.39"}. This record does not assert independent reproduction. ### Prithvi v2-300 (Frozen) MAE: 0.023. Result ID: 69d8492f47f34ce924c08557. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning Setting":"Frozen","Tunable Params (M)":"20.3"}. This record does not assert independent reproduction. ### DOFA-Large (Frozen) MAE: 0.024. Result ID: 69d8492f47f34ce924c0855a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning Setting":"Frozen","Tunable Params (M)":"20.3"}. This record does not assert independent reproduction. ### Prithvi v2-300 (Embedding) MAE: 0.027. Result ID: 69d8492f47f34ce924c08558. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning Setting":"Embedding","Tunable Params (M)":"0.46"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.