# Few-shot classification on tieredImageNet (meta-test) Source: [Few-shot classification on tieredImageNet (meta-test)]() Collection index: [llms.txt]() Data updated: 2026-07-07T07:42:49.359Z Evaluation of Few-shot classification performance on the meta-test split of the tieredImageNet dataset, focusing on 5-way 1-shot and 5-way 5-shot 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) | tieredImageNet (meta-test) | | Metric | Accuracy (5-way 1-shot) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 (5-way 1-shot)](): Higher is better; unit: PERCENT. - [Accuracy (5-way 5-shot)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (5-way 1-shot) | Result date | Report paper | | --- | --- | --- | --- | | Ours | 34.8 | Not recorded | 6a4c87fa85dba69fef8b2597 | | K-nearest neighbors (embedded) | 31.7 | Not recorded | 6a4c87fa85dba69fef8b2597 | | PsCo | 30.2 | Not recorded | 6a4c87fa85dba69fef8b2597 | | Random | 29.6 | Not recorded | 6a4c87fa85dba69fef8b2597 | | KD-MAML | 28.5 | Not recorded | 6a4c87fa85dba69fef8b2597 | | K-nearest neighbors (pixel) | 25.7 | Not recorded | 6a4c87fa85dba69fef8b2597 | | Best pre-trained model | 23.7 | Not recorded | 6a4c87fa85dba69fef8b2597 | | FREE | 23.7 | Not recorded | 6a4c87fa85dba69fef8b2597 | ### Ours Accuracy (5-way 1-shot): 34.8. Result ID: 6a4caddd60b88bb339c7c59e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### K-nearest neighbors (embedded) Accuracy (5-way 1-shot): 31.7. Result ID: 6a4caddd60b88bb339c7c598. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PsCo Accuracy (5-way 1-shot): 30.2. Result ID: 6a4caddd60b88bb339c7c59b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Random Accuracy (5-way 1-shot): 29.6. Result ID: 6a4caddd60b88bb339c7c597. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KD-MAML Accuracy (5-way 1-shot): 28.5. Result ID: 6a4caddd60b88bb339c7c59d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### K-nearest neighbors (pixel) Accuracy (5-way 1-shot): 25.7. Result ID: 6a4caddd60b88bb339c7c599. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Best pre-trained model Accuracy (5-way 1-shot): 23.7. Result ID: 6a4caddd60b88bb339c7c59a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FREE Accuracy (5-way 1-shot): 23.7. Result ID: 6a4caddd60b88bb339c7c59c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.