# Image Classification on ImageNet (test) (Specific Accuracy Metrics) Source: [Image Classification on ImageNet (test) (Specific Accuracy Metrics)]() Collection index: [llms.txt]() Data updated: 2026-02-27T07:50:24.362Z Evaluation of Image Classification performance on the test split of ImageNet, reporting specialized accuracy metrics including 'Accuracy (equal)', 'Accuracy (in)', and 'Accuracy (voc-prior)'. 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 | Image Classification | | Dataset (including any stated split) | ImageNet (test) | | Metric | Accuracy (voc-prior) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [Accuracy (voc-prior)](): Higher is better; unit: PERCENT. - [Accuracy (equal)](): Higher is better; unit: PERCENT. - [Accuracy (in)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (voc-prior) | Result date | Report paper | | --- | --- | --- | --- | | GIT2 | 82.29 | Not recorded | 68fa6e401e209131cea3eb23 | | GIT | 80.95 | Not recorded | 68fa6e401e209131cea3eb23 | | Flamingo | 77.3 | Not recorded | 68fa6e401e209131cea3eb23 | | GIT2 | 74.93 | Not recorded | 68fa6e401e209131cea3eb23 | | GIT | 72.45 | Not recorded | 68fa6e401e209131cea3eb23 | | Flamingo | 71.7 | Not recorded | 68fa6e401e209131cea3eb23 | | GITL | 69.91 | Not recorded | 68fa6e401e209131cea3eb23 | | GITB | 53.4 | Not recorded | 68fa6e401e209131cea3eb23 | | GITL | 53.06 | Not recorded | 68fa6e401e209131cea3eb23 | | GIT2 | 40.57 | Not recorded | 68fa6e401e209131cea3eb23 | | GITB | 35.41 | Not recorded | 68fa6e401e209131cea3eb23 | | GIT | 33.48 | Not recorded | 68fa6e401e209131cea3eb23 | | GITL | 10.35 | Not recorded | 68fa6e401e209131cea3eb23 | | GITB | 9.34 | Not recorded | 68fa6e401e209131cea3eb23 | ### GIT2 Accuracy (voc-prior): 82.29. Result ID: 69a14cb635dfcabb00e61678. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"5-shot per class"}. This record does not assert independent reproduction. ### GIT Accuracy (voc-prior): 80.95. Result ID: 69a14cb635dfcabb00e61675. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"5-shot per class"}. This record does not assert independent reproduction. ### Flamingo Accuracy (voc-prior): 77.3. Result ID: 69a14cb635dfcabb00e6166c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"5-shot per class"}. This record does not assert independent reproduction. ### GIT2 Accuracy (voc-prior): 74.93. Result ID: 69a14cb635dfcabb00e61677. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"1-shot per class"}. This record does not assert independent reproduction. ### GIT Accuracy (voc-prior): 72.45. Result ID: 69a14cb635dfcabb00e61674. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"1-shot per class"}. This record does not assert independent reproduction. ### Flamingo Accuracy (voc-prior): 71.7. Result ID: 69a14cb635dfcabb00e6166b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"1-shot per class"}. This record does not assert independent reproduction. ### GITL Accuracy (voc-prior): 69.91. Result ID: 69a14cb635dfcabb00e61672. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"5-shot per class"}. This record does not assert independent reproduction. ### GITB Accuracy (voc-prior): 53.4. Result ID: 69a14cb635dfcabb00e6166f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"5-shot per class"}. This record does not assert independent reproduction. ### GITL Accuracy (voc-prior): 53.06. Result ID: 69a14cb635dfcabb00e61671. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"1-shot per class"}. This record does not assert independent reproduction. ### GIT2 Accuracy (voc-prior): 40.57. Result ID: 69a14cb635dfcabb00e61676. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"Zero-shot"}. This record does not assert independent reproduction. ### GITB Accuracy (voc-prior): 35.41. Result ID: 69a14cb635dfcabb00e6166e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"1-shot per class"}. This record does not assert independent reproduction. ### GIT Accuracy (voc-prior): 33.48. Result ID: 69a14cb635dfcabb00e61673. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"Zero-shot"}. This record does not assert independent reproduction. ### GITL Accuracy (voc-prior): 10.35. Result ID: 69a14cb635dfcabb00e61670. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"Zero-shot"}. This record does not assert independent reproduction. ### GITB Accuracy (voc-prior): 9.34. Result ID: 69a14cb635dfcabb00e6166d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"Zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.