# Image Classification on Caltech-USCD Birds-200 (CUB) Proposed Split 2011 Source: [Image Classification on Caltech-USCD Birds-200 (CUB) Proposed Split 2011]() Collection index: [llms.txt]() Data updated: 2026-03-09T08:43:25.062Z Evaluation of Image Classification performance on the specific 'Proposed Split 2011' configuration of the Caltech-UCSD Birds 200 dataset, reporting Accuracy, U, S, and H metrics. 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-USCD Birds-200 (CUB) Proposed Split 2011 | | Metric | H | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [H](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. - [U](): Higher is better; unit: PERCENT. - [S](): Higher is better; unit: PERCENT. ## Recorded results | Method | H | Result date | Report paper | | --- | --- | --- | --- | | ADiVA | 69.3 | Not recorded | 69ae53e72d603e6de3e42973 | | VS-Boost | 68.4 | Not recorded | 69ae53e72d603e6de3e42973 | | ViFR | 67.7 | Not recorded | 69ae53e72d603e6de3e42973 | | DUET | 67.5 | Not recorded | 69ae53e72d603e6de3e42973 | | TF-VAEGAN | 58.1 | Not recorded | 69ae53e72d603e6de3e42973 | | FREE | 57.7 | Not recorded | 69ae53e72d603e6de3e42973 | | CLSWGAN + DSP | 56.9 | Not recorded | 69ae53e72d603e6de3e42973 | | ICIS | 56.5 | Not recorded | 69ae53e72d603e6de3e42973 | | SE-GZSL | 56.4 | Not recorded | 69ae53e72d603e6de3e42973 | | HSVA | 55.3 | Not recorded | 69ae53e72d603e6de3e42973 | | f-VAEGAN | 53.6 | Not recorded | 69ae53e72d603e6de3e42973 | | TDCSS | 51.9 | Not recorded | 69ae53e72d603e6de3e42973 | | I2DFormer+ | 45.3 | Not recorded | 69ae53e72d603e6de3e42973 | | I2DFormer | 43.8 | Not recorded | 69ae53e72d603e6de3e42973 | | CDL + OSCO | 40.6 | Not recorded | 69ae53e72d603e6de3e42973 | | DSECN | 38.5 | Not recorded | 69ae53e72d603e6de3e42973 | | TFVAEGAN+SHIP | 35.3 | Not recorded | 69ae53e72d603e6de3e42973 | ### ADiVA H: 69.3. Result ID: 69ae88166dbb7075b956b7f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Generative"}. This record does not assert independent reproduction. ### VS-Boost H: 68.4. Result ID: 69ae88166dbb7075b956b7f2. [Reporting paper]() Recorded evaluation configuration: {"Category":"Generative"}. This record does not assert independent reproduction. ### ViFR H: 67.7. Result ID: 69ae88166dbb7075b956b7f4. [Reporting paper]() Recorded evaluation configuration: {"Category":"Generative"}. This record does not assert independent reproduction. ### DUET H: 67.5. Result ID: 69ae88166dbb7075b956b7e7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Embedding"}. This record does not assert independent reproduction. ### TF-VAEGAN H: 58.1. Result ID: 69ae88166dbb7075b956b7eb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Generative"}. This record does not assert independent reproduction. ### FREE H: 57.7. Result ID: 69ae88166dbb7075b956b7ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Generative"}. This record does not assert independent reproduction. ### CLSWGAN + DSP H: 56.9. Result ID: 69ae88166dbb7075b956b7f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Generative"}. This record does not assert independent reproduction. ### ICIS H: 56.5. Result ID: 69ae88166dbb7075b956b7e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Embedding"}. This record does not assert independent reproduction. ### SE-GZSL H: 56.4. Result ID: 69ae88166dbb7075b956b7ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Generative"}. This record does not assert independent reproduction. ### HSVA H: 55.3. Result ID: 69ae88166dbb7075b956b7ed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Generative"}. This record does not assert independent reproduction. ### f-VAEGAN H: 53.6. Result ID: 69ae88166dbb7075b956b7ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Generative"}. This record does not assert independent reproduction. ### TDCSS H: 51.9. Result ID: 69ae88166dbb7075b956b7ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Generative"}. This record does not assert independent reproduction. ### I2DFormer+ H: 45.3. Result ID: 69ae88166dbb7075b956b7e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Embedding"}. This record does not assert independent reproduction. ### I2DFormer H: 43.8. Result ID: 69ae88166dbb7075b956b7e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Embedding"}. This record does not assert independent reproduction. ### CDL + OSCO H: 40.6. Result ID: 69ae88166dbb7075b956b7f0. [Reporting paper]() Recorded evaluation configuration: {"Category":"Generative"}. This record does not assert independent reproduction. ### DSECN H: 38.5. Result ID: 69ae88166dbb7075b956b7e8. [Reporting paper]() Recorded evaluation configuration: {"Category":"Embedding"}. This record does not assert independent reproduction. ### TFVAEGAN+SHIP H: 35.3. Result ID: 69ae88166dbb7075b956b7f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Generative"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.