# Few-shot classification on PatternNet (19-19) Source: [Few-shot classification on PatternNet (19-19)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:31:38.299Z Evaluation of few-shot classification performance on the PatternNet (19-19) dataset, typically reporting accuracy. 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) | PatternNet (19-19) | | Metric | Accuracy | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 36 of 36 | | 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: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | RGFS-Net | 0.9836 | Not recorded | 6965d19b6343fa78c83236b4 | | RGFS-Net | 0.9806 | Not recorded | 6965d19b6343fa78c83236b4 | | RGFS-Net | 0.9762 | Not recorded | 6965d19b6343fa78c83236b4 | | SPN | 0.9712 | Not recorded | 6965d19b6343fa78c83236b4 | | RGFS-Net | 0.9537 | Not recorded | 6965d19b6343fa78c83236b4 | | SPN | 0.9513 | Not recorded | 6965d19b6343fa78c83236b4 | | Prototypical | 0.9424 | Not recorded | 6965d19b6343fa78c83236b4 | | RGFS-Net | 0.9267 | Not recorded | 6965d19b6343fa78c83236b4 | | RelationNet | 0.9253 | Not recorded | 6965d19b6343fa78c83236b4 | | SPN | 0.921 | Not recorded | 6965d19b6343fa78c83236b4 | | RelationNet | 0.9187 | Not recorded | 6965d19b6343fa78c83236b4 | | Prototypical | 0.9132 | Not recorded | 6965d19b6343fa78c83236b4 | | SPN | 0.9107 | Not recorded | 6965d19b6343fa78c83236b4 | | Prototypical | 0.9098 | Not recorded | 6965d19b6343fa78c83236b4 | | RGFS-Net | 0.8883 | Not recorded | 6965d19b6343fa78c83236b4 | | RelationNet | 0.8862 | Not recorded | 6965d19b6343fa78c83236b4 | | RGFS-Net | 0.8832 | Not recorded | 6965d19b6343fa78c83236b4 | | Prototypical | 0.8786 | Not recorded | 6965d19b6343fa78c83236b4 | | SPN | 0.8727 | Not recorded | 6965d19b6343fa78c83236b4 | | RelationNet | 0.8713 | Not recorded | 6965d19b6343fa78c83236b4 | | SPN | 0.8687 | Not recorded | 6965d19b6343fa78c83236b4 | | Prototypical | 0.8598 | Not recorded | 6965d19b6343fa78c83236b4 | | RGFS-Net | 0.8534 | Not recorded | 6965d19b6343fa78c83236b4 | | RelationNet | 0.8399 | Not recorded | 6965d19b6343fa78c83236b4 | | RelationNet | 0.8365 | Not recorded | 6965d19b6343fa78c83236b4 | | Prototypical | 0.8111 | Not recorded | 6965d19b6343fa78c83236b4 | | RelationNet | 0.7672 | Not recorded | 6965d19b6343fa78c83236b4 | | Prototypical | 0.7634 | Not recorded | 6965d19b6343fa78c83236b4 | | SPN | 0.7634 | Not recorded | 6965d19b6343fa78c83236b4 | | RelationNet | 0.7395 | Not recorded | 6965d19b6343fa78c83236b4 | | SPN | 0.6873 | Not recorded | 6965d19b6343fa78c83236b4 | | Prototypical | 0.6648 | Not recorded | 6965d19b6343fa78c83236b4 | | Siamese | 0.5772 | Not recorded | 6965d19b6343fa78c83236b4 | | Siamese | 0.5361 | Not recorded | 6965d19b6343fa78c83236b4 | | Siamese | 0.4697 | Not recorded | 6965d19b6343fa78c83236b4 | | Siamese | 0.411 | Not recorded | 6965d19b6343fa78c83236b4 | ### RGFS-Net Accuracy: 0.9836. Result ID: 6997ca655698665ec42174e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"5","K-shot":"5"}. This record does not assert independent reproduction. ### RGFS-Net Accuracy: 0.9806. Result ID: 6997ca655698665ec42174e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"3","K-shot":"5"}. This record does not assert independent reproduction. ### RGFS-Net Accuracy: 0.9762. Result ID: 6997ca655698665ec42174f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"3","K-shot":"5"}. This record does not assert independent reproduction. ### SPN Accuracy: 0.9712. Result ID: 6997ca655698665ec42174e0. [Reporting paper]() Recorded evaluation configuration: {"N-way":"3","K-shot":"5"}. This record does not assert independent reproduction. ### RGFS-Net Accuracy: 0.9537. Result ID: 6997ca655698665ec42174f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"5","K-shot":"5"}. This record does not assert independent reproduction. ### SPN Accuracy: 0.9513. Result ID: 6997ca655698665ec42174e2. [Reporting paper]() Recorded evaluation configuration: {"N-way":"5","K-shot":"5"}. This record does not assert independent reproduction. ### Prototypical Accuracy: 0.9424. Result ID: 6997ca655698665ec42174dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"3","K-shot":"5"}. This record does not assert independent reproduction. ### RGFS-Net Accuracy: 0.9267. Result ID: 6997ca655698665ec42174e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"3","K-shot":"1"}. This record does not assert independent reproduction. ### RelationNet Accuracy: 0.9253. Result ID: 6997ca655698665ec42174d8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N-way":"3","K-shot":"5"}. This record does not assert independent reproduction. ### SPN Accuracy: 0.921. Result ID: 6997ca655698665ec42174f2. [Reporting paper]() Recorded evaluation configuration: {"N-way":"3","K-shot":"5"}. This record does not assert independent reproduction. ### RelationNet Accuracy: 0.9187. Result ID: 6997ca655698665ec42174da. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N-way":"5","K-shot":"5"}. This record does not assert independent reproduction. ### Prototypical Accuracy: 0.9132. Result ID: 6997ca655698665ec42174de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"5","K-shot":"5"}. This record does not assert independent reproduction. ### SPN Accuracy: 0.9107. Result ID: 6997ca655698665ec42174df. [Reporting paper]() Recorded evaluation configuration: {"N-way":"3","K-shot":"1"}. This record does not assert independent reproduction. ### Prototypical Accuracy: 0.9098. Result ID: 6997ca655698665ec42174db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"3","K-shot":"1"}. This record does not assert independent reproduction. ### RGFS-Net Accuracy: 0.8883. Result ID: 6997ca655698665ec42174f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"3","K-shot":"1"}. This record does not assert independent reproduction. ### RelationNet Accuracy: 0.8862. Result ID: 6997ca655698665ec42174d7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N-way":"3","K-shot":"1"}. This record does not assert independent reproduction. ### RGFS-Net Accuracy: 0.8832. Result ID: 6997ca655698665ec42174e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"5","K-shot":"1"}. This record does not assert independent reproduction. ### Prototypical Accuracy: 0.8786. Result ID: 6997ca655698665ec42174dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"5","K-shot":"1"}. This record does not assert independent reproduction. ### SPN Accuracy: 0.8727. Result ID: 6997ca655698665ec42174e1. [Reporting paper]() Recorded evaluation configuration: {"N-way":"5","K-shot":"1"}. This record does not assert independent reproduction. ### RelationNet Accuracy: 0.8713. Result ID: 6997ca655698665ec42174d9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N-way":"5","K-shot":"1"}. This record does not assert independent reproduction. ### SPN Accuracy: 0.8687. Result ID: 6997ca655698665ec42174f4. [Reporting paper]() Recorded evaluation configuration: {"N-way":"5","K-shot":"5"}. This record does not assert independent reproduction. ### Prototypical Accuracy: 0.8598. Result ID: 6997ca655698665ec42174ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"3","K-shot":"5"}. This record does not assert independent reproduction. ### RGFS-Net Accuracy: 0.8534. Result ID: 6997ca655698665ec42174f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"5","K-shot":"1"}. This record does not assert independent reproduction. ### RelationNet Accuracy: 0.8399. Result ID: 6997ca655698665ec42174ea. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N-way":"3","K-shot":"5"}. This record does not assert independent reproduction. ### RelationNet Accuracy: 0.8365. Result ID: 6997ca655698665ec42174ec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N-way":"5","K-shot":"5"}. This record does not assert independent reproduction. ### Prototypical Accuracy: 0.8111. Result ID: 6997ca655698665ec42174f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"5","K-shot":"5"}. This record does not assert independent reproduction. ### RelationNet Accuracy: 0.7672. Result ID: 6997ca655698665ec42174e9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N-way":"3","K-shot":"1"}. This record does not assert independent reproduction. ### Prototypical Accuracy: 0.7634. Result ID: 6997ca655698665ec42174ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"3","K-shot":"1"}. This record does not assert independent reproduction. ### SPN Accuracy: 0.7634. Result ID: 6997ca655698665ec42174f1. [Reporting paper]() Recorded evaluation configuration: {"N-way":"3","K-shot":"1"}. This record does not assert independent reproduction. ### RelationNet Accuracy: 0.7395. Result ID: 6997ca655698665ec42174eb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N-way":"5","K-shot":"1"}. This record does not assert independent reproduction. ### SPN Accuracy: 0.6873. Result ID: 6997ca655698665ec42174f3. [Reporting paper]() Recorded evaluation configuration: {"N-way":"5","K-shot":"1"}. This record does not assert independent reproduction. ### Prototypical Accuracy: 0.6648. Result ID: 6997ca655698665ec42174ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-way":"5","K-shot":"1"}. This record does not assert independent reproduction. ### Siamese Accuracy: 0.5772. Result ID: 6997ca655698665ec42174e7. [Reporting paper]() Recorded evaluation configuration: {"N-way":"3","K-shot":"1"}. This record does not assert independent reproduction. ### Siamese Accuracy: 0.5361. Result ID: 6997ca655698665ec42174d5. [Reporting paper]() Recorded evaluation configuration: {"N-way":"3","K-shot":"1"}. This record does not assert independent reproduction. ### Siamese Accuracy: 0.4697. Result ID: 6997ca655698665ec42174e8. [Reporting paper]() Recorded evaluation configuration: {"N-way":"5","K-shot":"1"}. This record does not assert independent reproduction. ### Siamese Accuracy: 0.411. Result ID: 6997ca655698665ec42174d6. [Reporting paper]() Recorded evaluation configuration: {"N-way":"5","K-shot":"1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.