# Fine-grained classification on Birds-200 Source: [Fine-grained classification on Birds-200]() Collection index: [llms.txt]() Data updated: 2026-05-18T06:46:04.716Z Evaluation of Fine-grained Classification performance on the Birds-200 dataset, reporting cACC and sACC 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 | Fine-grained classification | | Dataset (including any stated split) | Birds-200 | | Metric | cACC | | 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 - [cACC](): Higher is better; unit: PERCENT. - [sACC](): Higher is better; unit: PERCENT. ## Recorded results | Method | cACC | Result date | Report paper | | --- | --- | --- | --- | | FiNDR | 58.8 | Not recorded | 694a22439eebe296e72aaa34 | | CLIP (zero-shot) | 57.4 | Not recorded | 694a22439eebe296e72aaa34 | | E-FineR | 52.1 | Not recorded | 694a22439eebe296e72aaa34 | | RAR | 51.6 | Not recorded | 68fa72931e209131cea57386 | | FineR | 51.1 | Not recorded | 694a22439eebe296e72aaa34 | | FineR | 51.1 | Not recorded | 68fa72931e209131cea57386 | | SCD | 46.5 | Not recorded | 694a22439eebe296e72aaa34 | | WordNet | 39.3 | Not recorded | 694a22439eebe296e72aaa34 | | WordNet+CLIP | 39.3 | Not recorded | 68fa72931e209131cea57386 | | KMeans | 36.6 | Not recorded | 694a22439eebe296e72aaa34 | | BLIP-2 | 30.9 | Not recorded | 694a22439eebe296e72aaa34 | | BLIP-2 | 30.9 | Not recorded | 68fa72931e209131cea57386 | | CaSED | 25.6 | Not recorded | 694a22439eebe296e72aaa34 | | CaSED | 25.6 | Not recorded | 68fa72931e209131cea57386 | | CLIP-Sinkhorn | 23.5 | Not recorded | 694a22439eebe296e72aaa34 | | DINO-Sinkhorn | 13.5 | Not recorded | 694a22439eebe296e72aaa34 | | CLEVER | 7.9 | Not recorded | 694a22439eebe296e72aaa34 | ### FiNDR cACC: 58.8. Result ID: 69981ead5698665ec478b7e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"vocabulary\_type":"Automatically discovered","label\_discovery\_set":"3 images per class","average\_runs":10}. This record does not assert independent reproduction. ### CLIP (zero-shot) cACC: 57.4. Result ID: 69981ead5698665ec478b7d5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"protocol":"zero-shot","ground\_truth\_class\_names":"known"}. This record does not assert independent reproduction. ### E-FineR cACC: 52.1. Result ID: 69981ead5698665ec478b7df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"vocabulary\_type":"Automatically discovered","label\_discovery\_set":"3 images per class","average\_runs":10}. This record does not assert independent reproduction. ### RAR cACC: 51.6. Result ID: 6a0ab59947f34ce924f03996. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FineR cACC: 51.1. Result ID: 69981ead5698665ec478b7de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"vocabulary\_type":"Automatically discovered","label\_discovery\_set":"3 images per class","average\_runs":10}. This record does not assert independent reproduction. ### FineR cACC: 51.1. Result ID: 6a0ab59947f34ce924f03995. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SCD cACC: 46.5. Result ID: 69981ead5698665ec478b7db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"vocabulary\_type":"Pre-defined"}. This record does not assert independent reproduction. ### WordNet cACC: 39.3. Result ID: 69981ead5698665ec478b7d9. [Reporting paper]() Recorded evaluation configuration: {"vocabulary\_type":"Pre-defined"}. This record does not assert independent reproduction. ### WordNet+CLIP cACC: 39.3. Result ID: 6a0ab59947f34ce924f03992. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KMeans cACC: 36.6. Result ID: 69981ead5698665ec478b7d8. [Reporting paper]() Recorded evaluation configuration: {"vocabulary\_type":"Index-based","without\_vocabulary":true}. This record does not assert independent reproduction. ### BLIP-2 cACC: 30.9. Result ID: 69981ead5698665ec478b7dd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"vocabulary\_type":"Automatically discovered","label\_discovery\_set":"3 images per class","average\_runs":10}. This record does not assert independent reproduction. ### BLIP-2 cACC: 30.9. Result ID: 6a0ab59947f34ce924f03993. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CaSED cACC: 25.6. Result ID: 69981ead5698665ec478b7dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"vocabulary\_type":"Pre-defined"}. This record does not assert independent reproduction. ### CaSED cACC: 25.6. Result ID: 6a0ab59947f34ce924f03994. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLIP-Sinkhorn cACC: 23.5. Result ID: 69981ead5698665ec478b7d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"vocabulary\_type":"Index-based","without\_vocabulary":true}. This record does not assert independent reproduction. ### DINO-Sinkhorn cACC: 13.5. Result ID: 69981ead5698665ec478b7d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"vocabulary\_type":"Index-based","without\_vocabulary":true}. This record does not assert independent reproduction. ### CLEVER cACC: 7.9. Result ID: 69981ead5698665ec478b7da. [Reporting paper]() Recorded evaluation configuration: {"vocabulary\_type":"Pre-defined"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.