# Image Classification on Caltech-UCSD Birds-200-2011 (CUB) Standard Source: [Image Classification on Caltech-UCSD Birds-200-2011 (CUB) Standard]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:46:31.475Z Evaluation of standard Image Classification performance on the Caltech-UCSD Birds 200-2011 (CUB) dataset using the standard evaluation split/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 | Image Classification | | Dataset (including any stated split) | Caltech-UCSD Birds-200-2011 (CUB) Standard | | Metric | Hit@1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Hit@1 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Hit@1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | DEM | 59 | Not recorded | 68fa66171e209131cea0e403 | | DEM | 58.3 | Not recorded | 68fa66171e209131cea0e403 | | DS-SJE | 56.8 | Not recorded | 68fa66171e209131cea0e403 | | SynC-struct | 54.5 | Not recorded | 68fa66171e209131cea0e403 | | DEM | 53.5 | Not recorded | 68fa66171e209131cea0e403 | | SJE | 51.7 | Not recorded | 68fa66171e209131cea0e403 | | DS-SJE | 50.4 | Not recorded | 68fa66171e209131cea0e403 | | SJE | 50.1 | Not recorded | 68fa66171e209131cea0e403 | | ESZSL | 47.2 | Not recorded | 68fa66171e209131cea0e403 | | SEC-ML | 43.3 | Not recorded | 68fa66171e209131cea0e403 | | JLSE | 42.1 | Not recorded | 68fa66171e209131cea0e403 | | Socher et al. | 39.6 | Not recorded | 68fa66171e209131cea0e403 | | Ba et al. | 34 | Not recorded | 68fa66171e209131cea0e403 | | DeViSE | 33.5 | Not recorded | 68fa66171e209131cea0e403 | | MTMDL | 32.3 | Not recorded | 68fa66171e209131cea0e403 | | SSE-ReLU | 30.4 | Not recorded | 68fa66171e209131cea0e403 | ### DEM Hit@1 Accuracy: 59. Result ID: 698cd9a78b517eb4331d2bec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Feature Space (F)":"Inception-V2","Semantic Space (SS)":"Attribute + Sentence description"}. This record does not assert independent reproduction. ### DEM Hit@1 Accuracy: 58.3. Result ID: 698cd9a78b517eb4331d2bea. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Feature Space (F)":"Inception-V2","Semantic Space (SS)":"Attribute"}. This record does not assert independent reproduction. ### DS-SJE Hit@1 Accuracy: 56.8. Result ID: 698cd9a78b517eb4331d2be9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Feature Space (F)":"Inception-V2","Semantic Space (SS)":"Sentence description"}. This record does not assert independent reproduction. ### SynC-struct Hit@1 Accuracy: 54.5. Result ID: 698cd9a78b517eb4331d2be2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Feature Space (F)":"GoogLeNet","Semantic Space (SS)":"Attribute"}. This record does not assert independent reproduction. ### DEM Hit@1 Accuracy: 53.5. Result ID: 698cd9a78b517eb4331d2beb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Feature Space (F)":"Inception-V2","Semantic Space (SS)":"Sentence description"}. This record does not assert independent reproduction. ### SJE Hit@1 Accuracy: 51.7. Result ID: 698cd9a78b517eb4331d2bde. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Feature Space (F)":"GoogLeNet","Semantic Space (SS)":"Attribute + Word vector"}. This record does not assert independent reproduction. ### DS-SJE Hit@1 Accuracy: 50.4. Result ID: 698cd9a78b517eb4331d2be8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Feature Space (F)":"Inception-V2","Semantic Space (SS)":"Attribute"}. This record does not assert independent reproduction. ### SJE Hit@1 Accuracy: 50.1. Result ID: 698cd9a78b517eb4331d2bdd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Feature Space (F)":"GoogLeNet","Semantic Space (SS)":"Attribute"}. This record does not assert independent reproduction. ### ESZSL Hit@1 Accuracy: 47.2. Result ID: 698cd9a78b517eb4331d2bdf. [Reporting paper]() Recorded evaluation configuration: {"Visual Feature Space (F)":"GoogLeNet","Semantic Space (SS)":"Attribute"}. This record does not assert independent reproduction. ### SEC-ML Hit@1 Accuracy: 43.3. Result ID: 698cd9a78b517eb4331d2be3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Feature Space (F)":"VGG net","Semantic Space (SS)":"Attribute"}. This record does not assert independent reproduction. ### JLSE Hit@1 Accuracy: 42.1. Result ID: 698cd9a78b517eb4331d2be1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Feature Space (F)":"VGG net","Semantic Space (SS)":"Attribute"}. This record does not assert independent reproduction. ### Socher et al. Hit@1 Accuracy: 39.6. Result ID: 698cd9a78b517eb4331d2be5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Feature Space (F)":"Inception-V2","Semantic Space (SS)":"Attribute / Word vector"}. This record does not assert independent reproduction. ### Ba et al. Hit@1 Accuracy: 34. Result ID: 698cd9a78b517eb4331d2be7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Feature Space (F)":"Inception-V2","Semantic Space (SS)":"Attribute / Word vector"}. This record does not assert independent reproduction. ### DeViSE Hit@1 Accuracy: 33.5. Result ID: 698cd9a78b517eb4331d2be4. [Reporting paper]() Recorded evaluation configuration: {"Visual Feature Space (F)":"Inception-V2","Semantic Space (SS)":"Attribute / Word vector"}. This record does not assert independent reproduction. ### MTMDL Hit@1 Accuracy: 32.3. Result ID: 698cd9a78b517eb4331d2be6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Feature Space (F)":"Inception-V2","Semantic Space (SS)":"Attribute / Word vector"}. This record does not assert independent reproduction. ### SSE-ReLU Hit@1 Accuracy: 30.4. Result ID: 698cd9a78b517eb4331d2be0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Feature Space (F)":"VGG net","Semantic Space (SS)":"Attribute"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.