# Fine-grained classification on EuroSAT base classes Source: [Fine-grained classification on EuroSAT base classes]() Collection index: [llms.txt]() Data updated: 2026-02-27T14:19:33.030Z Evaluation of Fine-grained Classification performance on the EuroSAT base classes subset, reporting Accuracy and Expected Calibration Error (ECE). 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 | Fine-grained classification | | Dataset (including any stated split) | EuroSAT base classes | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 39 of 39 | | 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. - [ECE](): Lower is better; unit: PERCENT. - [MCE](): Lower is better; unit: PERCENT. - [ACE](): Lower is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Temp. Scal. | 93.6 | Not recorded | 699d30716017c4460ffab2ff | | TCPT | 92 | Not recorded | 699d30716017c4460ffab2ff | | ZS-Norm | 91.3 | Not recorded | 699d30716017c4460ffab2ff | | MaPLe | 91.13 | Not recorded | 699d30716017c4460ffab2ff | | CoOp | 91.1 | Not recorded | 699d30716017c4460ffab2ff | | TCPT | 91.09 | Not recorded | 699d30716017c4460ffab2ff | | MBLS | 90.93 | Not recorded | 699d30716017c4460ffab2ff | | Temp. Scal. | 90.7 | Not recorded | 699d30716017c4460ffab2ff | | ZS-Norm | 90.45 | Not recorded | 699d30716017c4460ffab2ff | | CoOp | 90.24 | Not recorded | 699d30716017c4460ffab2ff | | MBLS | 90.12 | Not recorded | 699d30716017c4460ffab2ff | | ZS-Norm | 90.09 | Not recorded | 699d30716017c4460ffab2ff | | TCPT | 89.79 | Not recorded | 699d30716017c4460ffab2ff | | ZS-Norm | 89.57 | Not recorded | 699d30716017c4460ffab2ff | | TCPT | 88.56 | Not recorded | 699d30716017c4460ffab2ff | | MBLS | 87.96 | Not recorded | 699d30716017c4460ffab2ff | | Temp. Scal. | 86.44 | Not recorded | 699d30716017c4460ffab2ff | | KGCoOp | 86.14 | Not recorded | 699d30716017c4460ffab2ff | | TCPT | 85.1 | Not recorded | 699d30716017c4460ffab2ff | | Penalty | 83.09 | Not recorded | 699d30716017c4460ffab2ff | | CoOp | 81.32 | Not recorded | 699d30716017c4460ffab2ff | | ZS-Norm | 65.39 | Not recorded | 699d30716017c4460ffab2ff | | Zero Shot | 57 | Not recorded | 699d30716017c4460ffab2ff | | Penalty | 53.42 | Not recorded | 699d30716017c4460ffab2ff | | Penalty | 47.61 | Not recorded | 699d30716017c4460ffab2ff | | Penalty | 47.09 | Not recorded | 699d30716017c4460ffab2ff | | Penalty | 36.77 | Not recorded | 699d30716017c4460ffab2ff | ### Temp. Scal. Accuracy: 93.6. Result ID: 69a1a7d535dfcabb00e802c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt Strategy":"MaPLe"}. This record does not assert independent reproduction. ### TCPT Accuracy: 92. Result ID: 69a1a7d535dfcabb00e802ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt Strategy":"MaPLe"}. This record does not assert independent reproduction. ### ZS-Norm Accuracy: 91.3. Result ID: 69a1a7d535dfcabb00e802c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt Strategy":"MaPLe"}. This record does not assert independent reproduction. ### MaPLe Accuracy: 91.13. Result ID: 69a1a7d535dfcabb00e802c5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoOp Accuracy: 91.1. Result ID: 69a1a7d535dfcabb00e80328. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### TCPT Accuracy: 91.09. Result ID: 69a1a7d535dfcabb00e8032b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### MBLS Accuracy: 90.93. Result ID: 69a1a7d535dfcabb00e802c6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prompt Strategy":"MaPLe"}. This record does not assert independent reproduction. ### Temp. Scal. Accuracy: 90.7. Result ID: 69a1a7d535dfcabb00e802c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt Strategy":"CoOp"}. This record does not assert independent reproduction. ### ZS-Norm Accuracy: 90.45. Result ID: 69a1a7d535dfcabb00e802c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt Strategy":"CoOp"}. This record does not assert independent reproduction. ### CoOp Accuracy: 90.24. Result ID: 69a1a7d535dfcabb00e802bf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MBLS Accuracy: 90.12. Result ID: 69a1a7d535dfcabb00e802c0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prompt Strategy":"CoOp"}. This record does not assert independent reproduction. ### ZS-Norm Accuracy: 90.09. Result ID: 69a1a7d535dfcabb00e80329. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### TCPT Accuracy: 89.79. Result ID: 69a1a7d535dfcabb00e80327. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN-50"}. This record does not assert independent reproduction. ### ZS-Norm Accuracy: 89.57. Result ID: 69a1a7d535dfcabb00e80325. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN-50"}. This record does not assert independent reproduction. ### TCPT Accuracy: 88.56. Result ID: 69a1a7d535dfcabb00e802c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt Strategy":"CoOp"}. This record does not assert independent reproduction. ### MBLS Accuracy: 87.96. Result ID: 69a1a7d535dfcabb00e802cc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prompt Strategy":"KGCoOp"}. This record does not assert independent reproduction. ### Temp. Scal. Accuracy: 86.44. Result ID: 69a1a7d535dfcabb00e802cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt Strategy":"KGCoOp"}. This record does not assert independent reproduction. ### KGCoOp Accuracy: 86.14. Result ID: 69a1a7d535dfcabb00e802cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TCPT Accuracy: 85.1. Result ID: 69a1a7d535dfcabb00e802d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt Strategy":"KGCoOp"}. This record does not assert independent reproduction. ### Penalty Accuracy: 83.09. Result ID: 69a1a7d535dfcabb00e802cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt Strategy":"KGCoOp"}. This record does not assert independent reproduction. ### CoOp Accuracy: 81.32. Result ID: 69a1a7d535dfcabb00e80324. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN-50"}. This record does not assert independent reproduction. ### ZS-Norm Accuracy: 65.39. Result ID: 69a1a7d535dfcabb00e802ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt Strategy":"KGCoOp"}. This record does not assert independent reproduction. ### Zero Shot Accuracy: 57. Result ID: 69a1a7d535dfcabb00e802be. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Penalty Accuracy: 53.42. Result ID: 69a1a7d535dfcabb00e8032a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### Penalty Accuracy: 47.61. Result ID: 69a1a7d535dfcabb00e80326. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN-50"}. This record does not assert independent reproduction. ### Penalty Accuracy: 47.09. Result ID: 69a1a7d535dfcabb00e802c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt Strategy":"CoOp"}. This record does not assert independent reproduction. ### Penalty Accuracy: 36.77. Result ID: 69a1a7d535dfcabb00e802c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt Strategy":"MaPLe"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.