# Few-Shot Image Classification on CUB-200 (test) Source: [Few-Shot Image Classification on CUB-200 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:44.773Z Evaluation of Few-Shot Image Classification performance on the test split of the CUB-200 dataset, reporting Accuracy and Ranking Score. 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 Image Classification | | Dataset (including any stated split) | CUB-200 (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. - [Ranking Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | noHub-S | 90.82 | Not recorded | 68fa6ec61e209131cea41f5a | | noHub | 90.25 | Not recorded | 68fa6ec61e209131cea41f5a | | L2 | 88.61 | Not recorded | 68fa6ec61e209131cea41f5a | | CL2 | 88.52 | Not recorded | 68fa6ec61e209131cea41f5a | | EASE | 88.51 | Not recorded | 68fa6ec61e209131cea41f5a | | TCPR | 88.22 | Not recorded | 68fa6ec61e209131cea41f5a | | noHub-S | 83.1 | Not recorded | 68fa6ec61e209131cea41f5a | | ReRep | 83.1 | Not recorded | 68fa6ec61e209131cea41f5a | | noHub | 81.91 | Not recorded | 68fa6ec61e209131cea41f5a | | None | 79.23 | Not recorded | 68fa6ec61e209131cea41f5a | | EASE | 78.84 | Not recorded | 68fa6ec61e209131cea41f5a | | TCPR | 78.83 | Not recorded | 68fa6ec61e209131cea41f5a | | CL2 | 78.26 | Not recorded | 68fa6ec61e209131cea41f5a | | L2 | 78.09 | Not recorded | 68fa6ec61e209131cea41f5a | | ZN | 76 | Not recorded | 68fa6ec61e209131cea41f5a | | ReRep | 69.6 | Not recorded | 68fa6ec61e209131cea41f5a | | ZN | 67.43 | Not recorded | 68fa6ec61e209131cea41f5a | | None | 63.78 | Not recorded | 68fa6ec61e209131cea41f5a | ### noHub-S Accuracy: 90.82. Result ID: 69903fd03a6c314849ff380d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"WideResNet28-10","Number of shots":"1-shot"}. This record does not assert independent reproduction. ### noHub Accuracy: 90.25. Result ID: 69903fd03a6c314849ff380c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"WideResNet28-10","Number of shots":"1-shot"}. This record does not assert independent reproduction. ### L2 Accuracy: 88.61. Result ID: 69903fd03a6c314849ff3806. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"WideResNet28-10","Number of shots":"1-shot"}. This record does not assert independent reproduction. ### CL2 Accuracy: 88.52. Result ID: 69903fd03a6c314849ff3807. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"WideResNet28-10","Number of shots":"1-shot"}. This record does not assert independent reproduction. ### EASE Accuracy: 88.51. Result ID: 69903fd03a6c314849ff380a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"WideResNet28-10","Number of shots":"1-shot"}. This record does not assert independent reproduction. ### TCPR Accuracy: 88.22. Result ID: 69903fd03a6c314849ff380b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"WideResNet28-10","Number of shots":"1-shot"}. This record does not assert independent reproduction. ### noHub-S Accuracy: 83.1. Result ID: 69903fd03a6c314849ff3804. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Number of shots":"1-shot"}. This record does not assert independent reproduction. ### ReRep Accuracy: 83.1. Result ID: 69903fd03a6c314849ff3809. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"WideResNet28-10","Number of shots":"1-shot"}. This record does not assert independent reproduction. ### noHub Accuracy: 81.91. Result ID: 69903fd03a6c314849ff3803. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Number of shots":"1-shot"}. This record does not assert independent reproduction. ### None Accuracy: 79.23. Result ID: 69903fd03a6c314849ff3805. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"WideResNet28-10","Number of shots":"1-shot"}. This record does not assert independent reproduction. ### EASE Accuracy: 78.84. Result ID: 69903fd03a6c314849ff3801. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Number of shots":"1-shot"}. This record does not assert independent reproduction. ### TCPR Accuracy: 78.83. Result ID: 69903fd03a6c314849ff3802. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Number of shots":"1-shot"}. This record does not assert independent reproduction. ### CL2 Accuracy: 78.26. Result ID: 69903fd03a6c314849ff37fe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Number of shots":"1-shot"}. This record does not assert independent reproduction. ### L2 Accuracy: 78.09. Result ID: 69903fd03a6c314849ff37fd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Number of shots":"1-shot"}. This record does not assert independent reproduction. ### ZN Accuracy: 76. Result ID: 69903fd03a6c314849ff3808. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"WideResNet28-10","Number of shots":"1-shot"}. This record does not assert independent reproduction. ### ReRep Accuracy: 69.6. Result ID: 69903fd03a6c314849ff3800. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Number of shots":"1-shot"}. This record does not assert independent reproduction. ### ZN Accuracy: 67.43. Result ID: 69903fd03a6c314849ff37ff. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Number of shots":"1-shot"}. This record does not assert independent reproduction. ### None Accuracy: 63.78. Result ID: 69903fd03a6c314849ff37fc. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Number of shots":"1-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.