# Open vocabulary image classification on Wiki-H Source: [Open vocabulary image classification on Wiki-H]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:55.847Z Evaluation of Open Vocabulary Image Classification performance on the Wiki-H dataset, measured using metrics like Primary Score, Prediction Score, and Overall Score. 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 | Open vocabulary image classification | | Dataset (including any stated split) | Wiki-H | | Metric | Used Objects | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [Used Objects](): Higher is better; unit: SCALAR. - [RAM Vocab Size](): Higher is better; unit: SCALAR. - [Primary Score](): Higher is better; unit: PERCENT. - [Prediction Score](): Higher is better; unit: PERCENT. - [Overall Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Used Objects | Result date | Report paper | | --- | --- | --- | --- | | NOVIC | 934 | Not recorded | 68fa77fe1e209131cea7647c | | NOVIC | 893 | Not recorded | 68fa77fe1e209131cea7647c | | NOVIC | 852 | Not recorded | 68fa77fe1e209131cea7647c | | NOVIC | 846 | Not recorded | 68fa77fe1e209131cea7647c | | NOVIC | 794 | Not recorded | 68fa77fe1e209131cea7647c | | NOVIC | 693 | Not recorded | 68fa77fe1e209131cea7647c | | RAM | 399 | Not recorded | 68fa77fe1e209131cea7647c | | Tag2Text | 397 | Not recorded | 68fa77fe1e209131cea7647c | | RAM | 391 | Not recorded | 68fa77fe1e209131cea7647c | | RAM | 348 | Not recorded | 68fa77fe1e209131cea7647c | ### NOVIC Used Objects: 934. Result ID: 699577b53badfaffe66e3857. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Seen Objects":"42919","Backbone":"DFN-5B H/14-378 CLIP","Frequency Threshold":"FT0","Evaluation":"Human annotations"}. This record does not assert independent reproduction. ### NOVIC Used Objects: 893. Result ID: 699577b53badfaffe66e3856. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Seen Objects":"11897","Backbone":"DFN-5B H/14-378 CLIP","Frequency Threshold":"FT2","Evaluation":"Human annotations"}. This record does not assert independent reproduction. ### NOVIC Used Objects: 852. Result ID: 699577b53badfaffe66e3855. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Seen Objects":"42919","Backbone":"DFN-5B H/14-378 CLIP","Frequency Threshold":"FT0"}. This record does not assert independent reproduction. ### NOVIC Used Objects: 846. Result ID: 699577b53badfaffe66e3854. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Seen Objects":"11897","Backbone":"DFN-5B H/14-378 CLIP","Frequency Threshold":"FT2"}. This record does not assert independent reproduction. ### NOVIC Used Objects: 794. Result ID: 699577b53badfaffe66e3853. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Seen Objects":"5899","Backbone":"DFN-5B H/14-378 CLIP","Frequency Threshold":"FT6"}. This record does not assert independent reproduction. ### NOVIC Used Objects: 693. Result ID: 699577b53badfaffe66e3852. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Seen Objects":"2919","Backbone":"DFN-5B H/14-378 CLIP","Frequency Threshold":"FT9"}. This record does not assert independent reproduction. ### RAM Used Objects: 399. Result ID: 699577b53badfaffe66e3851. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Seen Objects":"42919","Backbone":"DFN-5B H/14-378 CLIP","Frequency Threshold":"FT0"}. This record does not assert independent reproduction. ### Tag2Text Used Objects: 397. Result ID: 699577b43badfaffe66e384e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Seen Objects":"3429","Backbone":"DFN-5B H/14-378 CLIP"}. This record does not assert independent reproduction. ### RAM Used Objects: 391. Result ID: 699577b53badfaffe66e3850. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Seen Objects":"11897","Backbone":"DFN-5B H/14-378 CLIP","Frequency Threshold":"FT2"}. This record does not assert independent reproduction. ### RAM Used Objects: 348. Result ID: 699577b53badfaffe66e384f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Seen Objects":"4585","Backbone":"DFN-5B H/14-378 CLIP"}. 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