# Pixel-wise classification on Dynamic World (Area of interest A+) Source: [Pixel-wise classification on Dynamic World (Area of interest A+)]() Collection index: [llms.txt]() Data updated: 2026-04-10T00:50:18.347Z Evaluation of Pixel-wise classification performance on the Dynamic World dataset, specifically focusing on Area of interest A+. Metrics include IoU, Accuracy (ACC), and F1 score. 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 | Pixel-wise classification | | Dataset (including any stated split) | Dynamic World (Area of interest A+) | | Metric | mIoU | | Unit | PERCENT | | Direction | Higher 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 - [mIoU](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | mIoU | Result date | Report paper | | --- | --- | --- | --- | | UNet | 75 | Not recorded | 69d732937d0172140ec76b44 | | TerraMind-base (Full) | 70 | Not recorded | 69d732937d0172140ec76b44 | | TerraMind-base (Frozen) | 70 | Not recorded | 69d732937d0172140ec76b44 | | LIANet-Large | 70 | Not recorded | 69d732937d0172140ec76b44 | | Prithvi v2-300 (Full) | 69 | Not recorded | 69d732937d0172140ec76b44 | | LIANet-Base | 69 | Not recorded | 69d732937d0172140ec76b44 | | DOFA-Large (Full) | 68 | Not recorded | 69d732937d0172140ec76b44 | | Micro UNet | 66 | Not recorded | 69d732937d0172140ec76b44 | | TerraMind-base (Embedding) | 65 | Not recorded | 69d732937d0172140ec76b44 | | Prithvi v2-300 (Frozen) | 65 | Not recorded | 69d732937d0172140ec76b44 | | DOFA-Large (Frozen) | 62 | Not recorded | 69d732937d0172140ec76b44 | | Prithvi v2-300 (Embedding) | 58 | Not recorded | 69d732937d0172140ec76b44 | | DOFA-Large (Embedding) | 46 | Not recorded | 69d732937d0172140ec76b44 | ### UNet mIoU: 75. Result ID: 69d8492f47f34ce924c08526. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model variant":"Standard","Tunable Params (M)":"17.3","Input patch size":"128x128","Batch size":"32","Epochs":"50"}. This record does not assert independent reproduction. ### TerraMind-base (Full) mIoU: 70. Result ID: 69d8492f47f34ce924c08528. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning Setting":"Full","Tunable Params (M)":"102"}. This record does not assert independent reproduction. ### TerraMind-base (Frozen) mIoU: 70. Result ID: 69d8492f47f34ce924c08529. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning Setting":"Frozen","Tunable Params (M)":"15.5"}. This record does not assert independent reproduction. ### LIANet-Large mIoU: 70. Result ID: 69d8492f47f34ce924c08532. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model variant":"Large","Tunable Params (M)":"0.5"}. This record does not assert independent reproduction. ### Prithvi v2-300 (Full) mIoU: 69. Result ID: 69d8492f47f34ce924c0852b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning Setting":"Full","Tunable Params (M)":"324"}. This record does not assert independent reproduction. ### LIANet-Base mIoU: 69. Result ID: 69d8492f47f34ce924c08531. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model variant":"Base","Tunable Params (M)":"0.5"}. This record does not assert independent reproduction. ### DOFA-Large (Full) mIoU: 68. Result ID: 69d8492f47f34ce924c0852e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning Setting":"Full","Tunable Params (M)":"357"}. This record does not assert independent reproduction. ### Micro UNet mIoU: 66. Result ID: 69d8492f47f34ce924c08527. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model variant":"Micro","Tunable Params (M)":"0.49","Input patch size":"128x128","Batch size":"32","Epochs":"50"}. This record does not assert independent reproduction. ### TerraMind-base (Embedding) mIoU: 65. Result ID: 69d8492f47f34ce924c0852a. [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) mIoU: 65. Result ID: 69d8492f47f34ce924c0852c. [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) mIoU: 62. Result ID: 69d8492f47f34ce924c0852f. [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) mIoU: 58. Result ID: 69d8492f47f34ce924c0852d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning Setting":"Embedding","Tunable Params (M)":"0.46"}. This record does not assert independent reproduction. ### DOFA-Large (Embedding) mIoU: 46. Result ID: 69d8492f47f34ce924c08530. [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.