# Fine-grained Classification on Dogs-120 Source: [Fine-grained Classification on Dogs-120]() Collection index: [llms.txt]() Data updated: 2026-05-18T06:46:04.775Z Evaluation of Fine-grained Classification performance on the Dogs-120 dataset, reporting cACC and sACC. 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) | Dogs-120 | | Metric | cACC | | 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 - [cACC](): Higher is better; unit: PERCENT. - [sACC](): Higher is better; unit: PERCENT. ## Recorded results | Method | cACC | Result date | Report paper | | --- | --- | --- | --- | | FiNDR | 58.1 | Not recorded | 694a22439eebe296e72aaa34 | | SCD | 57.9 | Not recorded | 694a22439eebe296e72aaa34 | | CLIP (zero-shot) | 56.9 | Not recorded | 694a22439eebe296e72aaa34 | | WordNet | 53.9 | Not recorded | 694a22439eebe296e72aaa34 | | WordNet+CLIP | 53.9 | Not recorded | 68fa72931e209131cea57386 | | E-FineR | 51.8 | Not recorded | 694a22439eebe296e72aaa34 | | RAR | 50 | Not recorded | 68fa72931e209131cea57386 | | FineR | 48.1 | Not recorded | 694a22439eebe296e72aaa34 | | FineR | 48.1 | Not recorded | 68fa72931e209131cea57386 | | BLIP-2 | 39 | Not recorded | 694a22439eebe296e72aaa34 | | BLIP-2 | 39 | Not recorded | 68fa72931e209131cea57386 | | CaSED | 38 | Not recorded | 694a22439eebe296e72aaa34 | | CaSED | 38 | Not recorded | 68fa72931e209131cea57386 | | KMeans | 16.4 | Not recorded | 694a22439eebe296e72aaa34 | | CLIP-Sinkhorn | 12.6 | Not recorded | 694a22439eebe296e72aaa34 | | DINO-Sinkhorn | 11.2 | Not recorded | 694a22439eebe296e72aaa34 | ### FiNDR cACC: 58.1. Result ID: 69981ead5698665ec478b7f5. [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. ### SCD cACC: 57.9. Result ID: 69981ead5698665ec478b7f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"vocabulary\_type":"Pre-defined"}. This record does not assert independent reproduction. ### CLIP (zero-shot) cACC: 56.9. Result ID: 69981ead5698665ec478b7eb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"protocol":"zero-shot","ground\_truth\_class\_names":"known"}. This record does not assert independent reproduction. ### WordNet cACC: 53.9. Result ID: 69981ead5698665ec478b7ef. [Reporting paper]() Recorded evaluation configuration: {"vocabulary\_type":"Pre-defined"}. This record does not assert independent reproduction. ### WordNet+CLIP cACC: 53.9. Result ID: 6a0ab59947f34ce924f0399c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### E-FineR cACC: 51.8. Result ID: 69981ead5698665ec478b7f4. [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: 50. Result ID: 6a0ab59947f34ce924f039a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FineR cACC: 48.1. Result ID: 69981ead5698665ec478b7f3. [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: 48.1. Result ID: 6a0ab59947f34ce924f0399f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BLIP-2 cACC: 39. Result ID: 69981ead5698665ec478b7f2. [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: 39. Result ID: 6a0ab59947f34ce924f0399d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CaSED cACC: 38. Result ID: 69981ead5698665ec478b7f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"vocabulary\_type":"Pre-defined"}. This record does not assert independent reproduction. ### CaSED cACC: 38. Result ID: 6a0ab59947f34ce924f0399e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KMeans cACC: 16.4. Result ID: 69981ead5698665ec478b7ee. [Reporting paper]() Recorded evaluation configuration: {"vocabulary\_type":"Index-based","without\_vocabulary":true}. This record does not assert independent reproduction. ### CLIP-Sinkhorn cACC: 12.6. Result ID: 69981ead5698665ec478b7ec. [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: 11.2. Result ID: 69981ead5698665ec478b7ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"vocabulary\_type":"Index-based","without\_vocabulary":true}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.