# Top-1 Retrieval on ImageNet Gemini Oracle (test) Source: [Top-1 Retrieval on ImageNet Gemini Oracle (test)]() Collection index: [llms.txt]() Data updated: 2026-06-19T07:13:08.019Z Evaluation of Top-1 Image Retrieval performance on the test split of the ImageNet Gemini Oracle dataset, measured using Top-1 retrieval accuracy. 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 | Top-1 Retrieval | | Dataset (including any stated split) | ImageNet Gemini Oracle (test) | | Metric | Top-1 Accuracy | | 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 - [Top-1 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | LIVE | 87.06 | Not recorded | 6a34cceb206542251d7c5de0 | | LIVE | 86.93 | Not recorded | 6a34cceb206542251d7c5de0 | | LIVE | 86.79 | Not recorded | 6a34cceb206542251d7c5de0 | | LIVE | 73.28 | Not recorded | 6a34cceb206542251d7c5de0 | | Menon et al. | 60.86 | Not recorded | 6a34cceb206542251d7c5de0 | | Menon et al. | 60.52 | Not recorded | 6a34cceb206542251d7c5de0 | | Menon et al. | 42.5 | Not recorded | 6a34cceb206542251d7c5de0 | | Fusion | 40.69 | Not recorded | 6a34cceb206542251d7c5de0 | | Fusion | 40.4 | Not recorded | 6a34cceb206542251d7c5de0 | | SigLIP | 38.03 | Not recorded | 6a34cceb206542251d7c5de0 | | SigLIP | 37.73 | Not recorded | 6a34cceb206542251d7c5de0 | | Menon et al. | 33.42 | Not recorded | 6a34cceb206542251d7c5de0 | | Fusion | 33.23 | Not recorded | 6a34cceb206542251d7c5de0 | | Fusion | 32.46 | Not recorded | 6a34cceb206542251d7c5de0 | | SigLIP | 30.84 | Not recorded | 6a34cceb206542251d7c5de0 | | SigLIP | 25.1 | Not recorded | 6a34cceb206542251d7c5de0 | ### LIVE Top-1 Accuracy: 87.06. Result ID: 6a34ebd4fbc373592c31bf15. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ViT Model":"SigLIP2 ViT-SO-14","Evaluation Setting":"Zero-shot"}. This record does not assert independent reproduction. ### LIVE Top-1 Accuracy: 86.93. Result ID: 6a34ebd4fbc373592c31bf0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ViT Model":"SigLIP ViT-B-16","Evaluation Setting":"Zero-shot"}. This record does not assert independent reproduction. ### LIVE Top-1 Accuracy: 86.79. Result ID: 6a34ebd4fbc373592c31bf11. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ViT Model":"SigLIP 2 ViT-B-16","Evaluation Setting":"Zero-shot"}. This record does not assert independent reproduction. ### LIVE Top-1 Accuracy: 73.28. Result ID: 6a34ebd4fbc373592c31bf09. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ViT Model":"SigLIP ViT-T-14","Evaluation Setting":"Zero-shot"}. This record does not assert independent reproduction. ### Menon et al. Top-1 Accuracy: 60.86. Result ID: 6a34ebd4fbc373592c31bf14. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ViT Model":"SigLIP2 ViT-SO-14","Evaluation Setting":"Zero-shot"}. This record does not assert independent reproduction. ### Menon et al. Top-1 Accuracy: 60.52. Result ID: 6a34ebd4fbc373592c31bf10. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ViT Model":"SigLIP 2 ViT-B-16","Evaluation Setting":"Zero-shot"}. This record does not assert independent reproduction. ### Menon et al. Top-1 Accuracy: 42.5. Result ID: 6a34ebd4fbc373592c31bf0c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ViT Model":"SigLIP ViT-B-16","Evaluation Setting":"Zero-shot"}. This record does not assert independent reproduction. ### Fusion Top-1 Accuracy: 40.69. Result ID: 6a34ebd4fbc373592c31bf0f. [Reporting paper]() Recorded evaluation configuration: {"ViT Model":"SigLIP 2 ViT-B-16","Evaluation Setting":"Zero-shot"}. This record does not assert independent reproduction. ### Fusion Top-1 Accuracy: 40.4. Result ID: 6a34ebd4fbc373592c31bf13. [Reporting paper]() Recorded evaluation configuration: {"ViT Model":"SigLIP2 ViT-SO-14","Evaluation Setting":"Zero-shot"}. This record does not assert independent reproduction. ### SigLIP Top-1 Accuracy: 38.03. Result ID: 6a34ebd4fbc373592c31bf12. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ViT Model":"SigLIP2 ViT-SO-14","Evaluation Setting":"Zero-shot"}. This record does not assert independent reproduction. ### SigLIP Top-1 Accuracy: 37.73. Result ID: 6a34ebd4fbc373592c31bf0e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ViT Model":"SigLIP 2 ViT-B-16","Evaluation Setting":"Zero-shot"}. This record does not assert independent reproduction. ### Menon et al. Top-1 Accuracy: 33.42. Result ID: 6a34ebd4fbc373592c31bf08. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ViT Model":"SigLIP ViT-T-14","Evaluation Setting":"Zero-shot"}. This record does not assert independent reproduction. ### Fusion Top-1 Accuracy: 33.23. Result ID: 6a34ebd4fbc373592c31bf0b. [Reporting paper]() Recorded evaluation configuration: {"ViT Model":"SigLIP ViT-B-16","Evaluation Setting":"Zero-shot"}. This record does not assert independent reproduction. ### Fusion Top-1 Accuracy: 32.46. Result ID: 6a34ebd4fbc373592c31bf07. [Reporting paper]() Recorded evaluation configuration: {"ViT Model":"SigLIP ViT-T-14","Evaluation Setting":"Zero-shot"}. This record does not assert independent reproduction. ### SigLIP Top-1 Accuracy: 30.84. Result ID: 6a34ebd4fbc373592c31bf0a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ViT Model":"SigLIP ViT-B-16","Evaluation Setting":"Zero-shot"}. This record does not assert independent reproduction. ### SigLIP Top-1 Accuracy: 25.1. Result ID: 6a34ebd4fbc373592c31bf06. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ViT Model":"SigLIP ViT-T-14","Evaluation Setting":"Zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.