# Image Classification on Eurosat (Novel) Source: [Image Classification on Eurosat (Novel)]() Collection index: [llms.txt]() Data updated: 2026-02-27T14:19:33.844Z Evaluation of standard Image Classification performance on the novel split/configuration of the EuroSAT dataset. 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 (Novel) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [Top-1 Accuracy](): Higher is better; unit: PERCENT. - [Expected Calibration Error (ECE)](): Lower is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MaPLe | 72.87 | Not recorded | 68fa71d41e209131cea533bd | | PromptAlign | 72.71 | Not recorded | 68fa71d41e209131cea533bd | | MaPLe+TPT | 68.96 | Not recorded | 68fa71d41e209131cea533bd | | ProDA | 66 | Not recorded | 68fa71d41e209131cea533bd | | TCPT | 56.55 | Not recorded | 699d30716017c4460ffab2ff | | CoOp | 56.47 | Not recorded | 699d30716017c4460ffab2ff | | ZS-Norm | 52.04 | Not recorded | 699d30716017c4460ffab2ff | | Penalty | 44.66 | Not recorded | 699d30716017c4460ffab2ff | | TCPT | 42.75 | Not recorded | 699d30716017c4460ffab2ff | | ZS-Norm | 40.08 | Not recorded | 699d30716017c4460ffab2ff | | CoOp | 34.15 | Not recorded | 699d30716017c4460ffab2ff | | Penalty | 31.57 | Not recorded | 699d30716017c4460ffab2ff | ### MaPLe Top-1 Accuracy: 72.87. Result ID: 6991e8403a6c3148490b5bf0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PromptAlign Top-1 Accuracy: 72.71. Result ID: 6991e8403a6c3148490b5bf2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MaPLe+TPT Top-1 Accuracy: 68.96. Result ID: 6991e8403a6c3148490b5bf1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"test-time prompt tuning":true}. This record does not assert independent reproduction. ### ProDA Top-1 Accuracy: 66. Result ID: 6991e8403a6c3148490b5bef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TCPT Top-1 Accuracy: 56.55. Result ID: 69a1a7d535dfcabb00e8020a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### CoOp Top-1 Accuracy: 56.47. Result ID: 69a1a7d535dfcabb00e80207. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### ZS-Norm Top-1 Accuracy: 52.04. Result ID: 69a1a7d535dfcabb00e80208. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### Penalty Top-1 Accuracy: 44.66. Result ID: 69a1a7d535dfcabb00e80209. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### TCPT Top-1 Accuracy: 42.75. Result ID: 69a1a7d535dfcabb00e80206. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN-50"}. This record does not assert independent reproduction. ### ZS-Norm Top-1 Accuracy: 40.08. Result ID: 69a1a7d535dfcabb00e80204. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN-50"}. This record does not assert independent reproduction. ### CoOp Top-1 Accuracy: 34.15. Result ID: 69a1a7d535dfcabb00e80203. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN-50"}. This record does not assert independent reproduction. ### Penalty Top-1 Accuracy: 31.57. Result ID: 69a1a7d535dfcabb00e80205. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN-50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.