# Few-Shot Learning on mini-ImageNet 5-shot (test) Source: [Few-Shot Learning on mini-ImageNet 5-shot (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:44.734Z Evaluation of Few-Shot Learning performance on the 5-shot setting of the mini-ImageNet test split, 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 Learning | | Dataset (including any stated split) | mini-ImageNet 5-shot (test) | | 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. - [Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | noHub | 86.44 | Not recorded | 68fa6ec61e209131cea41f5a | | TCPR | 86.03 | Not recorded | 68fa6ec61e209131cea41f5a | | noHub-S | 85.95 | Not recorded | 68fa6ec61e209131cea41f5a | | L2 | 85.65 | Not recorded | 68fa6ec61e209131cea41f5a | | EASE | 85.51 | Not recorded | 68fa6ec61e209131cea41f5a | | CL2 | 83.14 | Not recorded | 68fa6ec61e209131cea41f5a | | noHub-S | 82.61 | Not recorded | 68fa6ec61e209131cea41f5a | | noHub | 82.58 | Not recorded | 68fa6ec61e209131cea41f5a | | TCPR | 82.1 | Not recorded | 68fa6ec61e209131cea41f5a | | CL2 | 81.95 | Not recorded | 68fa6ec61e209131cea41f5a | | EASE | 81.84 | Not recorded | 68fa6ec61e209131cea41f5a | | L2 | 81.58 | Not recorded | 68fa6ec61e209131cea41f5a | | None | 78.77 | Not recorded | 68fa6ec61e209131cea41f5a | | ZN | 74.61 | Not recorded | 68fa6ec61e209131cea41f5a | | ReRep | 73.86 | Not recorded | 68fa6ec61e209131cea41f5a | | ZN | 71.49 | Not recorded | 68fa6ec61e209131cea41f5a | | ReRep | 70.25 | Not recorded | 68fa6ec61e209131cea41f5a | | None | 69.83 | Not recorded | 68fa6ec61e209131cea41f5a | ### noHub Accuracy: 86.44. Result ID: 69903fd03a6c314849ff37ad. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"WideRes28-10"}. This record does not assert independent reproduction. ### TCPR Accuracy: 86.03. Result ID: 69903fd03a6c314849ff37ac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"WideRes28-10"}. This record does not assert independent reproduction. ### noHub-S Accuracy: 85.95. Result ID: 69903fd03a6c314849ff37ae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"WideRes28-10"}. This record does not assert independent reproduction. ### L2 Accuracy: 85.65. Result ID: 69903fd03a6c314849ff37a7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"WideRes28-10"}. This record does not assert independent reproduction. ### EASE Accuracy: 85.51. Result ID: 69903fd03a6c314849ff37ab. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"WideRes28-10"}. This record does not assert independent reproduction. ### CL2 Accuracy: 83.14. Result ID: 69903fd03a6c314849ff37a8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"WideRes28-10"}. This record does not assert independent reproduction. ### noHub-S Accuracy: 82.61. Result ID: 69903fd03a6c314849ff37a5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### noHub Accuracy: 82.58. Result ID: 69903fd03a6c314849ff37a4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### TCPR Accuracy: 82.1. Result ID: 69903fd03a6c314849ff37a3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### CL2 Accuracy: 81.95. Result ID: 69903fd03a6c314849ff379f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### EASE Accuracy: 81.84. Result ID: 69903fd03a6c314849ff37a2. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### L2 Accuracy: 81.58. Result ID: 69903fd03a6c314849ff379e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### None Accuracy: 78.77. Result ID: 69903fd03a6c314849ff37a6. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"WideRes28-10"}. This record does not assert independent reproduction. ### ZN Accuracy: 74.61. Result ID: 69903fd03a6c314849ff37a9. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"WideRes28-10"}. This record does not assert independent reproduction. ### ReRep Accuracy: 73.86. Result ID: 69903fd03a6c314849ff37aa. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"WideRes28-10"}. This record does not assert independent reproduction. ### ZN Accuracy: 71.49. Result ID: 69903fd03a6c314849ff37a0. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### ReRep Accuracy: 70.25. Result ID: 69903fd03a6c314849ff37a1. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### None Accuracy: 69.83. Result ID: 69903fd03a6c314849ff379d. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.