# Zero-shot Classification on ImageNet zero-shot 1k Source: [Zero-shot Classification on ImageNet zero-shot 1k]() Collection index: [llms.txt]() Data updated: 2026-06-02T09:58:13.597Z Evaluation of Zero-shot Classification performance on the ImageNet zero-shot 1k dataset configuration, measured by IN1k 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 | Zero-shot Classification | | Dataset (including any stated split) | ImageNet zero-shot 1k | | Metric | IN1k Accuracy (Zero-shot) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [IN1k Accuracy (Zero-shot)](): Higher is better; unit: PERCENT. ## Recorded results | Method | IN1k Accuracy (Zero-shot) | Result date | Report paper | | --- | --- | --- | --- | | CLIPScore | 5.1 | Not recorded | 68fa79af1e209131cea7edfc | | DKLR | 3.25 | Not recorded | 68fa79af1e209131cea7edfc | | DC | 3.12 | Not recorded | 68fa79af1e209131cea7edfc | | LAION2B | 3.1 | Not recorded | 68fa79af1e209131cea7edfc | | Basic | 3 | Not recorded | 68fa79af1e209131cea7edfc | | DKL | 3 | Not recorded | 68fa79af1e209131cea7edfc | | No filtering | 2.5 | Not recorded | 68fa79af1e209131cea7edfc | | DKL | 2.16 | Not recorded | 68fa79af1e209131cea7edfc | | DW | 2.15 | Not recorded | 68fa79af1e209131cea7edfc | | DKLR | 1.76 | Not recorded | 68fa79af1e209131cea7edfc | | DW | 1.44 | Not recorded | 68fa79af1e209131cea7edfc | | DC | 1.08 | Not recorded | 68fa79af1e209131cea7edfc | ### CLIPScore IN1k Accuracy (Zero-shot): 5.1. Result ID: 6a1ea91ffbc373592c194f13. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modal":"N/A"}. This record does not assert independent reproduction. ### DKLR IN1k Accuracy (Zero-shot): 3.25. Result ID: 6a1ea91ffbc373592c194f16. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modal":"Text"}. This record does not assert independent reproduction. ### DC IN1k Accuracy (Zero-shot): 3.12. Result ID: 6a1ea91ffbc373592c194f1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modal":"Text"}. This record does not assert independent reproduction. ### LAION2B IN1k Accuracy (Zero-shot): 3.1. Result ID: 6a1ea91ffbc373592c194f11. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modal":"N/A"}. This record does not assert independent reproduction. ### Basic IN1k Accuracy (Zero-shot): 3. Result ID: 6a1ea91ffbc373592c194f12. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modal":"N/A"}. This record does not assert independent reproduction. ### DKL IN1k Accuracy (Zero-shot): 3. Result ID: 6a1ea91ffbc373592c194f14. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modal":"Text"}. This record does not assert independent reproduction. ### No filtering IN1k Accuracy (Zero-shot): 2.5. Result ID: 6a1ea91ffbc373592c194f10. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modal":"N/A"}. This record does not assert independent reproduction. ### DKL IN1k Accuracy (Zero-shot): 2.16. Result ID: 6a1ea91ffbc373592c194f15. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modal":"Image"}. This record does not assert independent reproduction. ### DW IN1k Accuracy (Zero-shot): 2.15. Result ID: 6a1ea91ffbc373592c194f18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modal":"Text"}. This record does not assert independent reproduction. ### DKLR IN1k Accuracy (Zero-shot): 1.76. Result ID: 6a1ea91ffbc373592c194f17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modal":"Image"}. This record does not assert independent reproduction. ### DW IN1k Accuracy (Zero-shot): 1.44. Result ID: 6a1ea91ffbc373592c194f19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modal":"Image"}. This record does not assert independent reproduction. ### DC IN1k Accuracy (Zero-shot): 1.08. Result ID: 6a1ea91ffbc373592c194f1b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modal":"Image"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.