# Fine-grained classification on Flowers-102 Source: [Fine-grained classification on Flowers-102]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:09:09.022Z Evaluation of Fine-grained Image Classification performance on the Flowers-102 dataset, reporting Contextual Accuracy (cACC) and Standard Accuracy (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) | Flowers-102 | | Metric | cACC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 | 79.8 | Not recorded | 694a22439eebe296e72aaa34 | | CLIP (zero-shot) | 69.7 | Not recorded | 694a22439eebe296e72aaa34 | | CaSED | 67.2 | Not recorded | 694a22439eebe296e72aaa34 | | KMeans | 66.9 | Not recorded | 694a22439eebe296e72aaa34 | | E-FineR | 64.8 | Not recorded | 694a22439eebe296e72aaa34 | | FineR | 63.8 | Not recorded | 694a22439eebe296e72aaa34 | | BLIP-2 | 61.9 | Not recorded | 694a22439eebe296e72aaa34 | | WordNet | 42.1 | Not recorded | 694a22439eebe296e72aaa34 | | CLIP-Sinkhorn | 30.9 | Not recorded | 694a22439eebe296e72aaa34 | | DINO-Sinkhorn | 17.9 | Not recorded | 694a22439eebe296e72aaa34 | | CLEVER | 6.2 | Not recorded | 694a22439eebe296e72aaa34 | ### FiNDR cACC: 79.8. Result ID: 69981ead5698665ec478b800. [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: 69.7. Result ID: 69981ead5698665ec478b7f6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"protocol":"zero-shot","ground\_truth\_class\_names":"known"}. This record does not assert independent reproduction. ### CaSED cACC: 67.2. Result ID: 69981ead5698665ec478b7fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"vocabulary\_type":"Pre-defined"}. This record does not assert independent reproduction. ### KMeans cACC: 66.9. Result ID: 69981ead5698665ec478b7f9. [Reporting paper]() Recorded evaluation configuration: {"vocabulary\_type":"Index-based","without\_vocabulary":true}. This record does not assert independent reproduction. ### E-FineR cACC: 64.8. Result ID: 69981ead5698665ec478b7ff. [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: 63.8. Result ID: 69981ead5698665ec478b7fe. [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. ### BLIP-2 cACC: 61.9. Result ID: 69981ead5698665ec478b7fd. [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. ### WordNet cACC: 42.1. Result ID: 69981ead5698665ec478b7fa. [Reporting paper]() Recorded evaluation configuration: {"vocabulary\_type":"Pre-defined"}. This record does not assert independent reproduction. ### CLIP-Sinkhorn cACC: 30.9. Result ID: 69981ead5698665ec478b7f7. [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: 17.9. Result ID: 69981ead5698665ec478b7f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"vocabulary\_type":"Index-based","without\_vocabulary":true}. This record does not assert independent reproduction. ### CLEVER cACC: 6.2. Result ID: 69981ead5698665ec478b7fb. [Reporting paper]() Recorded evaluation configuration: {"vocabulary\_type":"Pre-defined"}. This record does not assert independent reproduction. 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