# Few-shot Classification on EuroSAT 5-5 (Unseen classes) Source: [Few-shot Classification on EuroSAT 5-5 (Unseen classes)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:31:38.286Z Evaluation of Few-shot Classification performance on the EuroSAT dataset, specifically utilizing the 5-5 configuration on unseen classes. 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 5-5 (Unseen classes) | | 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 | 0.8564 | Not recorded | 6965d19b6343fa78c83236b4 | | RGFS-Net | 0.8496 | Not recorded | 6965d19b6343fa78c83236b4 | | SPN | 0.8316 | Not recorded | 6965d19b6343fa78c83236b4 | | RelationNet | 0.7598 | Not recorded | 6965d19b6343fa78c83236b4 | | Prototypical | 0.7343 | Not recorded | 6965d19b6343fa78c83236b4 | | SPN | 0.7211 | Not recorded | 6965d19b6343fa78c83236b4 | | SPN | 0.7085 | Not recorded | 6965d19b6343fa78c83236b4 | | Prototypical | 0.7008 | Not recorded | 6965d19b6343fa78c83236b4 | | RelationNet | 0.6844 | Not recorded | 6965d19b6343fa78c83236b4 | | RGFS-Net | 0.674 | Not recorded | 6965d19b6343fa78c83236b4 | | Siamese | 0.6417 | Not recorded | 6965d19b6343fa78c83236b4 | | Prototypical | 0.6171 | Not recorded | 6965d19b6343fa78c83236b4 | | RelationNet | 0.6031 | Not recorded | 6965d19b6343fa78c83236b4 | | RGFS-Net | 0.5848 | Not recorded | 6965d19b6343fa78c83236b4 | | SPN | 0.5834 | Not recorded | 6965d19b6343fa78c83236b4 | | Siamese | 0.5229 | Not recorded | 6965d19b6343fa78c83236b4 | | RelationNet | 0.5046 | Not recorded | 6965d19b6343fa78c83236b4 | | Prototypical | 0.4713 | Not recorded | 6965d19b6343fa78c83236b4 | ### RGFS-Net Accuracy: 0.8564. Result ID: 6997ca655698665ec42174d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"5-way 5-shot"}. This record does not assert independent reproduction. ### RGFS-Net Accuracy: 0.8496. Result ID: 6997ca655698665ec42174d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"3-way 5-shot"}. This record does not assert independent reproduction. ### SPN Accuracy: 0.8316. Result ID: 6997ca655698665ec42174ce. [Reporting paper]() Recorded evaluation configuration: {"Setup":"3-way 5-shot"}. This record does not assert independent reproduction. ### RelationNet Accuracy: 0.7598. Result ID: 6997ca655698665ec42174c6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setup":"3-way 5-shot"}. This record does not assert independent reproduction. ### Prototypical Accuracy: 0.7343. Result ID: 6997ca655698665ec42174ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"3-way 5-shot"}. This record does not assert independent reproduction. ### SPN Accuracy: 0.7211. Result ID: 6997ca655698665ec42174cd. [Reporting paper]() Recorded evaluation configuration: {"Setup":"3-way 1-shot"}. This record does not assert independent reproduction. ### SPN Accuracy: 0.7085. Result ID: 6997ca655698665ec42174d0. [Reporting paper]() Recorded evaluation configuration: {"Setup":"5-way 5-shot"}. This record does not assert independent reproduction. ### Prototypical Accuracy: 0.7008. Result ID: 6997ca655698665ec42174c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"3-way 1-shot"}. This record does not assert independent reproduction. ### RelationNet Accuracy: 0.6844. Result ID: 6997ca655698665ec42174c5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setup":"3-way 1-shot"}. This record does not assert independent reproduction. ### RGFS-Net Accuracy: 0.674. Result ID: 6997ca655698665ec42174d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"3-way 1-shot"}. This record does not assert independent reproduction. ### Siamese Accuracy: 0.6417. Result ID: 6997ca655698665ec42174c3. [Reporting paper]() Recorded evaluation configuration: {"Setup":"3-way 1-shot"}. This record does not assert independent reproduction. ### Prototypical Accuracy: 0.6171. Result ID: 6997ca655698665ec42174cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"5-way 5-shot"}. This record does not assert independent reproduction. ### RelationNet Accuracy: 0.6031. Result ID: 6997ca655698665ec42174c8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setup":"5-way 5-shot"}. This record does not assert independent reproduction. ### RGFS-Net Accuracy: 0.5848. Result ID: 6997ca655698665ec42174d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"5-way 1-shot"}. This record does not assert independent reproduction. ### SPN Accuracy: 0.5834. Result ID: 6997ca655698665ec42174cf. [Reporting paper]() Recorded evaluation configuration: {"Setup":"5-way 1-shot"}. This record does not assert independent reproduction. ### Siamese Accuracy: 0.5229. Result ID: 6997ca655698665ec42174c4. [Reporting paper]() Recorded evaluation configuration: {"Setup":"5-way 1-shot"}. This record does not assert independent reproduction. ### RelationNet Accuracy: 0.5046. Result ID: 6997ca655698665ec42174c7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setup":"5-way 1-shot"}. This record does not assert independent reproduction. ### Prototypical Accuracy: 0.4713. Result ID: 6997ca655698665ec42174cb. [Reporting paper]() [Method origin 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.