# Few-shot classification on Omniglot 20-way (test) Source: [Few-shot classification on Omniglot 20-way (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:27:28.863Z Evaluation of few-shot classification performance on the 20-way setup of the Omniglot test set, 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) | Omniglot 20-way (test) | | Metric | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | TapNet | 99.49 | Not recorded | 68fa65f71e209131cea0d80a | | SNAIL | 99.36 | Not recorded | 68fa65f71e209131cea0d80a | | MAML | 98.9 | Not recorded | 68fa65f71e209131cea0d80a | | Prototypical Nets | 98.9 | Not recorded | 68fa65f71e209131cea0d80a | | adaResNet | 98.48 | Not recorded | 68fa65f71e209131cea0d80a | | TapNet | 98.07 | Not recorded | 68fa65f71e209131cea0d80a | | SNAIL | 97.64 | Not recorded | 68fa65f71e209131cea0d80a | | Matching Nets | 97 | Not recorded | 68fa65f71e209131cea0d80a | | adaResNet | 96.12 | Not recorded | 68fa65f71e209131cea0d80a | | Prototypical Nets | 96 | Not recorded | 68fa65f71e209131cea0d80a | | MAML | 95.8 | Not recorded | 68fa65f71e209131cea0d80a | | Matching Nets | 88.2 | Not recorded | 68fa65f71e209131cea0d80a | ### TapNet Accuracy: 99.49. Result ID: 698cd3f38b517eb4331d03e0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N-shot":"5-shot","Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### SNAIL Accuracy: 99.36. Result ID: 698cd3f38b517eb4331d03dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-shot":"5-shot"}. This record does not assert independent reproduction. ### MAML Accuracy: 98.9. Result ID: 698cd3f38b517eb4331d03d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-shot":"5-shot"}. This record does not assert independent reproduction. ### Prototypical Nets Accuracy: 98.9. Result ID: 698cd3f38b517eb4331d03da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-shot":"5-shot"}. This record does not assert independent reproduction. ### adaResNet Accuracy: 98.48. Result ID: 698cd3f38b517eb4331d03de. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N-shot":"5-shot"}. This record does not assert independent reproduction. ### TapNet Accuracy: 98.07. Result ID: 698cd3f38b517eb4331d03df. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N-shot":"1-shot","Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### SNAIL Accuracy: 97.64. Result ID: 698cd3f38b517eb4331d03db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-shot":"1-shot"}. This record does not assert independent reproduction. ### Matching Nets Accuracy: 97. Result ID: 698cd3f38b517eb4331d03d6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N-shot":"5-shot"}. This record does not assert independent reproduction. ### adaResNet Accuracy: 96.12. Result ID: 698cd3f38b517eb4331d03dd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N-shot":"1-shot"}. This record does not assert independent reproduction. ### Prototypical Nets Accuracy: 96. Result ID: 698cd3f38b517eb4331d03d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-shot":"1-shot"}. This record does not assert independent reproduction. ### MAML Accuracy: 95.8. Result ID: 698cd3f38b517eb4331d03d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-shot":"1-shot"}. This record does not assert independent reproduction. ### Matching Nets Accuracy: 88.2. Result ID: 698cd3f38b517eb4331d03d5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N-shot":"1-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.