# Image Classification on EuroSAT (Accuracy, AA, MFS) Source: [Image Classification on EuroSAT (Accuracy, AA, MFS)]() Collection index: [llms.txt]() Data updated: 2026-03-10T11:06:25.279Z Evaluation of Image Classification performance on the EuroSAT dataset, reporting Accuracy, AA, and MFS. 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 | Image Classification | | Dataset (including any stated split) | EuroSAT | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [AA](): Higher is better; unit: PERCENT. - [MFS](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | GK-FedDKD | 90.03 | Not recorded | 69afa58e2d603e6de3e43b1b | | GK-FedDKD | 88.38 | Not recorded | 69afa58e2d603e6de3e43b1b | | FedProto | 83.74 | Not recorded | 69afa58e2d603e6de3e43b1b | | FedProto | 82.86 | Not recorded | 69afa58e2d603e6de3e43b1b | | FedPer | 82.73 | Not recorded | 69afa58e2d603e6de3e43b1b | | FedPer | 79.1 | Not recorded | 69afa58e2d603e6de3e43b1b | | FedAU | 74.9 | Not recorded | 69afa58e2d603e6de3e43b1b | | MOON | 71.79 | Not recorded | 69afa58e2d603e6de3e43b1b | | FedAU | 67.13 | Not recorded | 69afa58e2d603e6de3e43b1b | | FedAS | 66.78 | Not recorded | 69afa58e2d603e6de3e43b1b | | FedAS | 65.41 | Not recorded | 69afa58e2d603e6de3e43b1b | | FedExP | 60.01 | Not recorded | 69afa58e2d603e6de3e43b1b | | MOON | 52 | Not recorded | 69afa58e2d603e6de3e43b1b | | FedProx | 21.56 | Not recorded | 69afa58e2d603e6de3e43b1b | | FedExP | 19.65 | Not recorded | 69afa58e2d603e6de3e43b1b | ### GK-FedDKD Accuracy: 90.03. Result ID: 69affb216dbb7075b95947b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-T"}. This record does not assert independent reproduction. ### GK-FedDKD Accuracy: 88.38. Result ID: 69affb216dbb7075b95947ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet10"}. This record does not assert independent reproduction. ### FedProto Accuracy: 83.74. Result ID: 69affb216dbb7075b95947b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet10"}. This record does not assert independent reproduction. ### FedProto Accuracy: 82.86. Result ID: 69affb216dbb7075b95947af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-T"}. This record does not assert independent reproduction. ### FedPer Accuracy: 82.73. Result ID: 69affb216dbb7075b95947b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-T"}. This record does not assert independent reproduction. ### FedPer Accuracy: 79.1. Result ID: 69affb216dbb7075b95947b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet10"}. This record does not assert independent reproduction. ### FedAU Accuracy: 74.9. Result ID: 69affb216dbb7075b95947b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet10"}. This record does not assert independent reproduction. ### MOON Accuracy: 71.79. Result ID: 69affb216dbb7075b95947ad. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Swin-T"}. This record does not assert independent reproduction. ### FedAU Accuracy: 67.13. Result ID: 69affb216dbb7075b95947ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-T"}. This record does not assert independent reproduction. ### FedAS Accuracy: 66.78. Result ID: 69affb216dbb7075b95947b8. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet10"}. This record does not assert independent reproduction. ### FedAS Accuracy: 65.41. Result ID: 69affb216dbb7075b95947b1. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Swin-T"}. This record does not assert independent reproduction. ### FedExP Accuracy: 60.01. Result ID: 69affb216dbb7075b95947ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-T"}. This record does not assert independent reproduction. ### MOON Accuracy: 52. Result ID: 69affb216dbb7075b95947b5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet10"}. This record does not assert independent reproduction. ### FedProx Accuracy: 21.56. Result ID: 69affb216dbb7075b95947b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-T"}. This record does not assert independent reproduction. ### FedExP Accuracy: 19.65. Result ID: 69affb216dbb7075b95947b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet10"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.