# Fine-grained classification on Cars-196 Source: [Fine-grained classification on Cars-196]() Collection index: [llms.txt]() Data updated: 2026-05-18T06:46:04.743Z Evaluation of Fine-grained Classification performance on the Cars-196 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) | Cars-196 | | Metric | cACC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 | | --- | --- | --- | --- | | CLIP (zero-shot) | 63.1 | Not recorded | 694a22439eebe296e72aaa34 | | FiNDR | 56.1 | Not recorded | 694a22439eebe296e72aaa34 | | RAR | 53.2 | Not recorded | 68fa72931e209131cea57386 | | E-FineR | 51.2 | Not recorded | 694a22439eebe296e72aaa34 | | FineR | 49.2 | Not recorded | 694a22439eebe296e72aaa34 | | FineR | 49.2 | Not recorded | 68fa72931e209131cea57386 | | BLIP-2 | 43.1 | Not recorded | 694a22439eebe296e72aaa34 | | BLIP-2 | 43.1 | Not recorded | 68fa72931e209131cea57386 | | KMeans | 30.6 | Not recorded | 694a22439eebe296e72aaa34 | | CaSED | 26.9 | Not recorded | 694a22439eebe296e72aaa34 | | CaSED | 26.9 | Not recorded | 68fa72931e209131cea57386 | | WordNet | 18.3 | Not recorded | 694a22439eebe296e72aaa34 | | WordNet+CLIP | 18.3 | Not recorded | 68fa72931e209131cea57386 | | CLIP-Sinkhorn | 18.1 | Not recorded | 694a22439eebe296e72aaa34 | | DINO-Sinkhorn | 7.4 | Not recorded | 694a22439eebe296e72aaa34 | ### CLIP (zero-shot) cACC: 63.1. Result ID: 69981ead5698665ec478b7e1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"protocol":"zero-shot","ground\_truth\_class\_names":"known"}. This record does not assert independent reproduction. ### FiNDR cACC: 56.1. Result ID: 69981ead5698665ec478b7ea. [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: 53.2. Result ID: 6a0ab59947f34ce924f0399b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### E-FineR cACC: 51.2. Result ID: 69981ead5698665ec478b7e9. [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: 49.2. Result ID: 69981ead5698665ec478b7e8. [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: 49.2. Result ID: 6a0ab59947f34ce924f0399a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BLIP-2 cACC: 43.1. Result ID: 69981ead5698665ec478b7e7. [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: 43.1. Result ID: 6a0ab59947f34ce924f03998. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KMeans cACC: 30.6. Result ID: 69981ead5698665ec478b7e4. [Reporting paper]() Recorded evaluation configuration: {"vocabulary\_type":"Index-based","without\_vocabulary":true}. This record does not assert independent reproduction. ### CaSED cACC: 26.9. Result ID: 69981ead5698665ec478b7e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"vocabulary\_type":"Pre-defined"}. This record does not assert independent reproduction. ### CaSED cACC: 26.9. Result ID: 6a0ab59947f34ce924f03999. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WordNet cACC: 18.3. Result ID: 69981ead5698665ec478b7e5. [Reporting paper]() Recorded evaluation configuration: {"vocabulary\_type":"Pre-defined"}. This record does not assert independent reproduction. ### WordNet+CLIP cACC: 18.3. Result ID: 6a0ab59947f34ce924f03997. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLIP-Sinkhorn cACC: 18.1. Result ID: 69981ead5698665ec478b7e2. [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: 7.4. Result ID: 69981ead5698665ec478b7e3. [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.