# Few-Shot Learning on CUB-200 5-shot (test) Source: [Few-Shot Learning on CUB-200 5-shot (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:44.751Z Evaluation of Few-Shot Learning performance on the test split of the CUB-200 dataset using a 5-shot configuration. 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) | CUB-200 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. - [Performance Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | noHub-S | 93.76 | Not recorded | 68fa6ec61e209131cea41f5a | | noHub | 93.65 | Not recorded | 68fa6ec61e209131cea41f5a | | CL2 | 93.49 | Not recorded | 68fa6ec61e209131cea41f5a | | L2 | 93.47 | Not recorded | 68fa6ec61e209131cea41f5a | | EASE | 93.34 | Not recorded | 68fa6ec61e209131cea41f5a | | TCPR | 93.3 | Not recorded | 68fa6ec61e209131cea41f5a | | None | 89.49 | Not recorded | 68fa6ec61e209131cea41f5a | | noHub | 89.13 | Not recorded | 68fa6ec61e209131cea41f5a | | noHub-S | 88.93 | Not recorded | 68fa6ec61e209131cea41f5a | | TCPR | 88.79 | Not recorded | 68fa6ec61e209131cea41f5a | | EASE | 88.57 | Not recorded | 68fa6ec61e209131cea41f5a | | CL2 | 88.49 | Not recorded | 68fa6ec61e209131cea41f5a | | L2 | 88.43 | Not recorded | 68fa6ec61e209131cea41f5a | | ReRep | 87.2 | Not recorded | 68fa6ec61e209131cea41f5a | | ZN | 81.02 | Not recorded | 68fa6ec61e209131cea41f5a | | ZN | 76.92 | Not recorded | 68fa6ec61e209131cea41f5a | | ReRep | 76.43 | Not recorded | 68fa6ec61e209131cea41f5a | | None | 76.01 | Not recorded | 68fa6ec61e209131cea41f5a | ### noHub-S Accuracy: 93.76. Result ID: 69903fd03a6c314849ff37d2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"WideRes28-10"}. This record does not assert independent reproduction. ### noHub Accuracy: 93.65. Result ID: 69903fd03a6c314849ff37d1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"WideRes28-10"}. This record does not assert independent reproduction. ### CL2 Accuracy: 93.49. Result ID: 69903fd03a6c314849ff37cc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"WideRes28-10"}. This record does not assert independent reproduction. ### L2 Accuracy: 93.47. Result ID: 69903fd03a6c314849ff37cb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"WideRes28-10"}. This record does not assert independent reproduction. ### EASE Accuracy: 93.34. Result ID: 69903fd03a6c314849ff37cf. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"WideRes28-10"}. This record does not assert independent reproduction. ### TCPR Accuracy: 93.3. Result ID: 69903fd03a6c314849ff37d0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"WideRes28-10"}. This record does not assert independent reproduction. ### None Accuracy: 89.49. Result ID: 69903fd03a6c314849ff37ca. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"WideRes28-10"}. This record does not assert independent reproduction. ### noHub Accuracy: 89.13. Result ID: 69903fd03a6c314849ff37c8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### noHub-S Accuracy: 88.93. Result ID: 69903fd03a6c314849ff37c9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### TCPR Accuracy: 88.79. Result ID: 69903fd03a6c314849ff37c7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### EASE Accuracy: 88.57. Result ID: 69903fd03a6c314849ff37c6. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### CL2 Accuracy: 88.49. Result ID: 69903fd03a6c314849ff37c3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### L2 Accuracy: 88.43. Result ID: 69903fd03a6c314849ff37c2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### ReRep Accuracy: 87.2. Result ID: 69903fd03a6c314849ff37ce. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"WideRes28-10"}. This record does not assert independent reproduction. ### ZN Accuracy: 81.02. Result ID: 69903fd03a6c314849ff37cd. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"WideRes28-10"}. This record does not assert independent reproduction. ### ZN Accuracy: 76.92. Result ID: 69903fd03a6c314849ff37c4. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### ReRep Accuracy: 76.43. Result ID: 69903fd03a6c314849ff37c5. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### None Accuracy: 76.01. Result ID: 69903fd03a6c314849ff37c1. [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.