# Image Classification on Caltech-UCSD Birds (CUB-200-2011) (test) Source: [Image Classification on Caltech-UCSD Birds (CUB-200-2011) (test)]() Collection index: [llms.txt]() Data updated: 2026-03-04T18:32:44.334Z Evaluation of standard Image Classification performance on the test split of 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) | Caltech-UCSD Birds (CUB-200-2011) (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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. - [AUC](): Higher is better; unit: PERCENT. - [Training time (s)](): Lower is better; unit: TIME. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MoCo V2 Anisotropic | 93.29 | Not recorded | 68fa6e761e209131cea40079 | | Neural Network | 93.1 | Not recorded | 68fa70ad1e209131cea4c769 | | Entropy net | 92.95 | Not recorded | 68fa70ad1e209131cea4c769 | | MoCo V2 | 92.13 | Not recorded | 68fa6e761e209131cea40079 | | ψ net | 91.92 | Not recorded | 68fa70ad1e209131cea4c769 | | Random Forest | 91.88 | Not recorded | 68fa70ad1e209131cea4c769 | | BRL | 90.79 | Not recorded | 68fa70ad1e209131cea4c769 | | Supervised (Reproduced) | 90.3 | Not recorded | 68fa6e761e209131cea40079 | | Coop-CBM | 84.1 | Not recorded | 68fa71431e209131cea50388 | | Coop-CBM | 83.6 | Not recorded | 68fa71431e209131cea50388 | | CEM | 82.5 | Not recorded | 68fa71431e209131cea50388 | | Standard | 82.3 | Not recorded | 68fa71431e209131cea50388 | | Tree | 81.62 | Not recorded | 68fa70ad1e209131cea4c769 | | CBM-AR | 81.6 | Not recorded | 68fa71431e209131cea50388 | | Joint CBM | 80.1 | Not recorded | 68fa71431e209131cea50388 | | Sequential CBM | 76.3 | Not recorded | 68fa71431e209131cea50388 | | Independent CBM | 76 | Not recorded | 68fa71431e209131cea50388 | | PSCBM | 68.3983 | Not recorded | 68fa7c071e209131cea8bf9f | | PSCBMi | 68.197 | Not recorded | 68fa7c071e209131cea8bf9f | | CBM | 67.3973 | Not recorded | 68fa7c071e209131cea8bf9f | | SCBM | 65.5173 | Not recorded | 68fa7c071e209131cea8bf9f | | Finetuning (Cross-Entropy) | 54.5 | Not recorded | 68fa6c2a1e209131cea3279f | | Finetuning (SupCon) | 50.4 | Not recorded | 68fa6c2a1e209131cea3279f | | EWC | 47.8 | Not recorded | 68fa6c2a1e209131cea3279f | | LwF | 43.1 | Not recorded | 68fa6c2a1e209131cea3279f | | EWC | 38.3 | Not recorded | 68fa6c2a1e209131cea3279f | ### MoCo V2 Anisotropic Accuracy: 93.29. Result ID: 699031473a6c314849fec963. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training\_mode":"SSL","texture\_suppression":"anisotropic"}. This record does not assert independent reproduction. ### Neural Network Accuracy: 93.1. Result ID: 699151863a6c314849074690. [Reporting paper]() Recorded evaluation configuration: {"Model Transparency":"Black-box","Backbone":"ResNet10"}. This record does not assert independent reproduction. ### Entropy net Accuracy: 92.95. Result ID: 699151863a6c31484907468c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Transparency":"White-box"}. This record does not assert independent reproduction. ### MoCo V2 Accuracy: 92.13. Result ID: 699031473a6c314849fec962. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training\_mode":"SSL"}. This record does not assert independent reproduction. ### ψ net Accuracy: 91.92. Result ID: 699151863a6c31484907468f. [Reporting paper]() Recorded evaluation configuration: {"Model Transparency":"White-box"}. This record does not assert independent reproduction. ### Random Forest Accuracy: 91.88. Result ID: 699151863a6c314849074691. [Reporting paper]() Recorded evaluation configuration: {"Model Transparency":"Black-box"}. This record does not assert independent reproduction. ### BRL Accuracy: 90.79. Result ID: 699151863a6c31484907468e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Transparency":"White-box"}. This record does not assert independent reproduction. ### Supervised (Reproduced) Accuracy: 90.3. Result ID: 699031473a6c314849fec961. [Reporting paper]() Recorded evaluation configuration: {"training\_mode":"supervised"}. This record does not assert independent reproduction. ### Coop-CBM Accuracy: 84.1. Result ID: 6991c2613a6c3148490a6453. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Loss":"Concept Orthogonal Loss (COL)"}. This record does not assert independent reproduction. ### Coop-CBM Accuracy: 83.6. Result ID: 6991c2613a6c3148490a6452. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CEM Accuracy: 82.5. Result ID: 6991c2613a6c3148490a6450. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Standard Accuracy: 82.3. Result ID: 6991c2613a6c3148490a644c. [Reporting paper]() Recorded evaluation configuration: {"Model type":"No concepts"}. This record does not assert independent reproduction. ### Tree Accuracy: 81.62. Result ID: 699151863a6c31484907468d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Transparency":"White-box","Constraint":"Height limited"}. This record does not assert independent reproduction. ### CBM-AR Accuracy: 81.6. Result ID: 6991c2613a6c3148490a6451. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Joint CBM Accuracy: 80.1. Result ID: 6991c2613a6c3148490a644f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Sequential CBM Accuracy: 76.3. Result ID: 6991c2613a6c3148490a644e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Independent CBM Accuracy: 76. Result ID: 6991c2613a6c3148490a644d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PSCBM Accuracy: 68.3983. Result ID: 69a87ab56dbb7075b950a5d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training\_interventions":"false"}. This record does not assert independent reproduction. ### PSCBMi Accuracy: 68.197. Result ID: 69a87ab56dbb7075b950a5d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training\_interventions":"true"}. This record does not assert independent reproduction. ### CBM Accuracy: 67.3973. Result ID: 69a87ab56dbb7075b950a5d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SCBM Accuracy: 65.5173. Result ID: 69a87ab56dbb7075b950a5d1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"covariance\_learning":"global"}. This record does not assert independent reproduction. ### Finetuning (Cross-Entropy) Accuracy: 54.5. Result ID: 698ee5c0a4474a45981fec9e. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Evaluation Protocol":"Observed Accuracy"}. This record does not assert independent reproduction. ### Finetuning (SupCon) Accuracy: 50.4. Result ID: 698ee5c0a4474a45981feca2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Evaluation Protocol":"Observed Accuracy"}. This record does not assert independent reproduction. ### EWC Accuracy: 47.8. Result ID: 698ee5c0a4474a45981feca0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Evaluation Protocol":"Observed Accuracy","lambda":"0.5k"}. This record does not assert independent reproduction. ### LwF Accuracy: 43.1. Result ID: 698ee5c0a4474a45981fec9f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Evaluation Protocol":"Observed Accuracy"}. This record does not assert independent reproduction. ### EWC Accuracy: 38.3. Result ID: 698ee5c0a4474a45981feca1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Evaluation Protocol":"Observed Accuracy","lambda":"8k"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.