# Image Classification on CUB-200-2011 (Birds) Source: [Image Classification on CUB-200-2011 (Birds)]() Collection index: [llms.txt]() Data updated: 2026-04-01T06:55:46.108Z Evaluation of standard Image Classification performance on the Caltech-UCSD Birds 200-2011 (CUB) dataset, reporting 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 | Image Classification | | Dataset (including any stated split) | CUB-200-2011 (Birds) | | 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. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Dom-Ad | 85.1 | Not recorded | 68fa68641e209131cea1bb57 | | ViT-B/16 | 84.6 | Not recorded | 69cb54ff0636e5bf4afc9e8e | | Full | 83.6 | Not recorded | 68fa68641e209131cea1bb57 | | Dom-Ad | 81.7 | Not recorded | 68fa68641e209131cea1bb57 | | Adapters | 79.4 | Not recorded | 68fa68641e209131cea1bb57 | | Baseline | 78.8 | Not recorded | 68fa68641e209131cea1bb57 | | CRISP | 75.1 | Not recorded | 69cb54ff0636e5bf4afc9e8e | | CRISP | 73.6 | Not recorded | 69cb54ff0636e5bf4afc9e8e | | RECAST | 58.9 | Not recorded | 69cb54ff0636e5bf4afc9e8e | | RECAST | 52.9 | Not recorded | 69cb54ff0636e5bf4afc9e8e | | SVD | 40.1 | Not recorded | 69cb54ff0636e5bf4afc9e8e | | FNG-CE | 14.11 | Not recorded | 69cca6780636e5bf4afcbada | | CE | 13.98 | Not recorded | 69cca6780636e5bf4afcbada | | FNG-CE | 13.86 | Not recorded | 69cca6780636e5bf4afcbada | | CE+L2 | 13.58 | Not recorded | 69cca6780636e5bf4afcbada | | CE | 13.57 | Not recorded | 69cca6780636e5bf4afcbada | | CE+L2 | 13.45 | Not recorded | 69cca6780636e5bf4afcbada | | SVD | 8.6 | Not recorded | 69cb54ff0636e5bf4afc9e8e | ### Dom-Ad Accuracy: 85.1. Result ID: 698d6c868b517eb4332166fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AmoebaNet-B"}. This record does not assert independent reproduction. ### ViT-B/16 Accuracy: 84.6. Result ID: 69cb88e447f34ce924b3e0da. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PEFT":"-","Params(%)":"86M"}. This record does not assert independent reproduction. ### Full Accuracy: 83.6. Result ID: 698d6c868b517eb4332166fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-training":"JFT","Protocol":"Full"}. This record does not assert independent reproduction. ### Dom-Ad Accuracy: 81.7. Result ID: 698d6c868b517eb4332166fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Inception-v3"}. This record does not assert independent reproduction. ### Adapters Accuracy: 79.4. Result ID: 698d6c868b517eb4332166fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-training":"JFT","Protocol":"Adapters"}. This record does not assert independent reproduction. ### Baseline Accuracy: 78.8. Result ID: 698d6c868b517eb4332166fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### CRISP Accuracy: 75.1. Result ID: 69cb88e447f34ce924b3e0e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"PEFT":"CRISP (ours)","Params(%)":"21M"}. This record does not assert independent reproduction. ### CRISP Accuracy: 73.6. Result ID: 69cb88e447f34ce924b3e0dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"PEFT":"-","Params(%)":"21M"}. This record does not assert independent reproduction. ### RECAST Accuracy: 58.9. Result ID: 69cb88e447f34ce924b3e0df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"PEFT":"RECAST","Params(%)":"21M"}. This record does not assert independent reproduction. ### RECAST Accuracy: 52.9. Result ID: 69cb88e447f34ce924b3e0dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"PEFT":"-","Params(%)":"21M"}. This record does not assert independent reproduction. ### SVD Accuracy: 40.1. Result ID: 69cb88e447f34ce924b3e0de. [Reporting paper]() Recorded evaluation configuration: {"PEFT":"Eigenvalues","Params(%)":"21M"}. This record does not assert independent reproduction. ### FNG-CE Accuracy: 14.11. Result ID: 69ccc16b47f34ce924b5eb1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### CE Accuracy: 13.98. Result ID: 69ccc16b47f34ce924b5eb18. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### FNG-CE Accuracy: 13.86. Result ID: 69ccc16b47f34ce924b5eb0b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### CE+L2 Accuracy: 13.58. Result ID: 69ccc16b47f34ce924b5eb19. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### CE Accuracy: 13.57. Result ID: 69ccc16b47f34ce924b5eb09. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### CE+L2 Accuracy: 13.45. Result ID: 69ccc16b47f34ce924b5eb0a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### SVD Accuracy: 8.6. Result ID: 69cb88e447f34ce924b3e0db. [Reporting paper]() Recorded evaluation configuration: {"PEFT":"-","Params(%)":"21M"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.