# Few-shot Classification on EuroSAT All classes 5-5 Source: [Few-shot Classification on EuroSAT All classes 5-5]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:31:38.268Z Evaluation of Few-shot Classification performance on the EuroSAT dataset using the specific 5-way 5-shot configuration. 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 | Few-shot classification | | Dataset (including any stated split) | EuroSAT All classes 5-5 | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | RGFS-Net | 92.83 | Not recorded | 6965d19b6343fa78c83236b4 | | SPN | 92.13 | Not recorded | 6965d19b6343fa78c83236b4 | | RGFS-Net | 90.9 | Not recorded | 6965d19b6343fa78c83236b4 | | Prototypical | 88.33 | Not recorded | 6965d19b6343fa78c83236b4 | | RelationNet | 86.47 | Not recorded | 6965d19b6343fa78c83236b4 | | SPN | 85.37 | Not recorded | 6965d19b6343fa78c83236b4 | | RGFS-Net | 84.83 | Not recorded | 6965d19b6343fa78c83236b4 | | SPN | 84.71 | Not recorded | 6965d19b6343fa78c83236b4 | | Prototypical | 83.68 | Not recorded | 6965d19b6343fa78c83236b4 | | Prototypical | 81.29 | Not recorded | 6965d19b6343fa78c83236b4 | | RelationNet | 80.64 | Not recorded | 6965d19b6343fa78c83236b4 | | RGFS-Net | 80.36 | Not recorded | 6965d19b6343fa78c83236b4 | | SPN | 75.2 | Not recorded | 6965d19b6343fa78c83236b4 | | RelationNet | 74.34 | Not recorded | 6965d19b6343fa78c83236b4 | | Prototypical | 72.06 | Not recorded | 6965d19b6343fa78c83236b4 | | RelationNet | 69.57 | Not recorded | 6965d19b6343fa78c83236b4 | | Siamese | 51.89 | Not recorded | 6965d19b6343fa78c83236b4 | | Siamese | 39.17 | Not recorded | 6965d19b6343fa78c83236b4 | ### RGFS-Net Accuracy: 92.83. Result ID: 6997ca655698665ec42174c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"3-way 5-shot"}. This record does not assert independent reproduction. ### SPN Accuracy: 92.13. Result ID: 6997ca655698665ec42174bc. [Reporting paper]() Recorded evaluation configuration: {"Setup":"3-way 5-shot"}. This record does not assert independent reproduction. ### RGFS-Net Accuracy: 90.9. Result ID: 6997ca655698665ec42174c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"5-way 5-shot"}. This record does not assert independent reproduction. ### Prototypical Accuracy: 88.33. Result ID: 6997ca655698665ec42174b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"3-way 5-shot"}. This record does not assert independent reproduction. ### RelationNet Accuracy: 86.47. Result ID: 6997ca655698665ec42174b4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setup":"3-way 5-shot"}. This record does not assert independent reproduction. ### SPN Accuracy: 85.37. Result ID: 6997ca655698665ec42174be. [Reporting paper]() Recorded evaluation configuration: {"Setup":"5-way 5-shot"}. This record does not assert independent reproduction. ### RGFS-Net Accuracy: 84.83. Result ID: 6997ca655698665ec42174bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"3-way 1-shot"}. This record does not assert independent reproduction. ### SPN Accuracy: 84.71. Result ID: 6997ca655698665ec42174bb. [Reporting paper]() Recorded evaluation configuration: {"Setup":"3-way 1-shot"}. This record does not assert independent reproduction. ### Prototypical Accuracy: 83.68. Result ID: 6997ca655698665ec42174b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"3-way 1-shot"}. This record does not assert independent reproduction. ### Prototypical Accuracy: 81.29. Result ID: 6997ca655698665ec42174ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"5-way 5-shot"}. This record does not assert independent reproduction. ### RelationNet Accuracy: 80.64. Result ID: 6997ca655698665ec42174b3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setup":"3-way 1-shot"}. This record does not assert independent reproduction. ### RGFS-Net Accuracy: 80.36. Result ID: 6997ca655698665ec42174c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"5-way 1-shot"}. This record does not assert independent reproduction. ### SPN Accuracy: 75.2. Result ID: 6997ca655698665ec42174bd. [Reporting paper]() Recorded evaluation configuration: {"Setup":"5-way 1-shot"}. This record does not assert independent reproduction. ### RelationNet Accuracy: 74.34. Result ID: 6997ca655698665ec42174b6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setup":"5-way 5-shot"}. This record does not assert independent reproduction. ### Prototypical Accuracy: 72.06. Result ID: 6997ca655698665ec42174b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"5-way 1-shot"}. This record does not assert independent reproduction. ### RelationNet Accuracy: 69.57. Result ID: 6997ca655698665ec42174b5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setup":"5-way 1-shot"}. This record does not assert independent reproduction. ### Siamese Accuracy: 51.89. Result ID: 6997ca655698665ec42174b1. [Reporting paper]() Recorded evaluation configuration: {"Setup":"3-way 1-shot"}. This record does not assert independent reproduction. ### Siamese Accuracy: 39.17. Result ID: 6997ca655698665ec42174b2. [Reporting paper]() Recorded evaluation configuration: {"Setup":"5-way 1-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.