# Few-shot classification on miniImageNet 5-way (test) Source: [Few-shot classification on miniImageNet 5-way (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:33:26.811Z Evaluation of few-shot classification performance on the 5-way test split of the miniImageNet dataset, typically measured by 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) | miniImageNet 5-way (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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. - [Std Dev](): Lower is better; unit: SCALAR. - [Top-1 Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | TADAM-TC | 76.7 | Not recorded | 68fa65f71e209131cea0d80a | | TapNet | 76.36 | Not recorded | 68fa65f71e209131cea0d80a | | TADAM-α | 75.7 | Not recorded | 68fa65f71e209131cea0d80a | | adaResNet | 71.94 | Not recorded | 68fa65f71e209131cea0d80a | | Transductive Propagation Nets | 69.86 | Not recorded | 68fa65f71e209131cea0d80a | | SNAIL | 68.88 | Not recorded | 68fa65f71e209131cea0d80a | | Prototypical Nets | 68.2 | Not recorded | 68fa65f71e209131cea0d80a | | MAML | 63.15 | Not recorded | 68fa65f71e209131cea0d80a | | TapNet | 61.65 | Not recorded | 68fa65f71e209131cea0d80a | | TADAM-TC | 58.5 | Not recorded | 68fa65f71e209131cea0d80a | | adaResNet | 56.88 | Not recorded | 68fa65f71e209131cea0d80a | | TADAM-α | 56.8 | Not recorded | 68fa65f71e209131cea0d80a | | SNAIL | 55.71 | Not recorded | 68fa65f71e209131cea0d80a | | Transductive Propagation Nets | 55.51 | Not recorded | 68fa65f71e209131cea0d80a | | Matching Nets | 55.31 | Not recorded | 68fa65f71e209131cea0d80a | | Prototypical Nets | 49.42 | Not recorded | 68fa65f71e209131cea0d80a | | MAML | 48.7 | Not recorded | 68fa65f71e209131cea0d80a | | Matching Nets | 43.56 | Not recorded | 68fa65f71e209131cea0d80a | ### TADAM-TC Accuracy: 76.7. Result ID: 698cd3f38b517eb4331d03f0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N-shot":"5-shot"}. This record does not assert independent reproduction. ### TapNet Accuracy: 76.36. Result ID: 698cd3f38b517eb4331d03f2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N-shot":"5-shot","Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### TADAM-α Accuracy: 75.7. Result ID: 698cd3f38b517eb4331d03ee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N-shot":"5-shot"}. This record does not assert independent reproduction. ### adaResNet Accuracy: 71.94. Result ID: 698cd3f38b517eb4331d03ea. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N-shot":"5-shot"}. This record does not assert independent reproduction. ### Transductive Propagation Nets Accuracy: 69.86. Result ID: 698cd3f38b517eb4331d03ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-shot":"5-shot"}. This record does not assert independent reproduction. ### SNAIL Accuracy: 68.88. Result ID: 698cd3f38b517eb4331d03e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-shot":"5-shot"}. This record does not assert independent reproduction. ### Prototypical Nets Accuracy: 68.2. Result ID: 698cd3f38b517eb4331d03e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-shot":"5-shot"}. This record does not assert independent reproduction. ### MAML Accuracy: 63.15. Result ID: 698cd3f38b517eb4331d03e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-shot":"5-shot"}. This record does not assert independent reproduction. ### TapNet Accuracy: 61.65. Result ID: 698cd3f38b517eb4331d03f1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N-shot":"1-shot","Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### TADAM-TC Accuracy: 58.5. Result ID: 698cd3f38b517eb4331d03ef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N-shot":"1-shot"}. This record does not assert independent reproduction. ### adaResNet Accuracy: 56.88. Result ID: 698cd3f38b517eb4331d03e9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N-shot":"1-shot"}. This record does not assert independent reproduction. ### TADAM-α Accuracy: 56.8. Result ID: 698cd3f38b517eb4331d03ed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N-shot":"1-shot"}. This record does not assert independent reproduction. ### SNAIL Accuracy: 55.71. Result ID: 698cd3f38b517eb4331d03e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-shot":"1-shot"}. This record does not assert independent reproduction. ### Transductive Propagation Nets Accuracy: 55.51. Result ID: 698cd3f38b517eb4331d03eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-shot":"1-shot"}. This record does not assert independent reproduction. ### Matching Nets Accuracy: 55.31. Result ID: 698cd3f38b517eb4331d03e2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N-shot":"5-shot"}. This record does not assert independent reproduction. ### Prototypical Nets Accuracy: 49.42. Result ID: 698cd3f38b517eb4331d03e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-shot":"1-shot"}. This record does not assert independent reproduction. ### MAML Accuracy: 48.7. Result ID: 698cd3f38b517eb4331d03e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N-shot":"1-shot"}. This record does not assert independent reproduction. ### Matching Nets Accuracy: 43.56. Result ID: 698cd3f38b517eb4331d03e1. [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.