# Zero-shot classification on ImageNet 2015 (test) Source: [Zero-shot classification on ImageNet 2015 (test)]() Collection index: [llms.txt]() Data updated: 2026-06-16T07:36:10.532Z Evaluation of Zero-shot Classification performance on the test split of the ImageNet 2015 dataset, typically measured by Top-1 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 2015 (test) | | Metric | Top-1 Accuracy (Zero-shot) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 (Zero-shot)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy (Zero-shot) | Result date | Report paper | | --- | --- | --- | --- | | LSA | 79.12 | Not recorded | 6a30d874d33dfb23e783cb47 | | OnZeta | 78.73 | Not recorded | 6a30d874d33dfb23e783cb47 | | LSA | 78.11 | Not recorded | 6a30d874d33dfb23e783cb47 | | OnZeta | 77.72 | Not recorded | 6a30d874d33dfb23e783cb47 | | CLIP baseline | 77 | Not recorded | 6a30d874d33dfb23e783cb47 | | CLIP baseline | 75.93 | Not recorded | 6a30d874d33dfb23e783cb47 | | LSA | 71.3 | Not recorded | 6a30d874d33dfb23e783cb47 | | OnZeta | 70.81 | Not recorded | 6a30d874d33dfb23e783cb47 | | CLIP baseline | 68.81 | Not recorded | 6a30d874d33dfb23e783cb47 | | LSA | 66.18 | Not recorded | 6a30d874d33dfb23e783cb47 | | OnZeta | 65.67 | Not recorded | 6a30d874d33dfb23e783cb47 | | CLIP baseline | 63.8 | Not recorded | 6a30d874d33dfb23e783cb47 | | LSA | 62.86 | Not recorded | 6a30d874d33dfb23e783cb47 | | OnZeta | 62.29 | Not recorded | 6a30d874d33dfb23e783cb47 | | CLIP baseline | 60.3 | Not recorded | 6a30d874d33dfb23e783cb47 | ### LSA Top-1 Accuracy (Zero-shot): 79.12. Result ID: 6a30fce1fbc373592c2cdfec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14\_336"}. This record does not assert independent reproduction. ### OnZeta Top-1 Accuracy (Zero-shot): 78.73. Result ID: 6a30fce1fbc373592c2cdfeb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14\_336"}. This record does not assert independent reproduction. ### LSA Top-1 Accuracy (Zero-shot): 78.11. Result ID: 6a30fce1fbc373592c2cdfe9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14"}. This record does not assert independent reproduction. ### OnZeta Top-1 Accuracy (Zero-shot): 77.72. Result ID: 6a30fce1fbc373592c2cdfe8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14"}. This record does not assert independent reproduction. ### CLIP baseline Top-1 Accuracy (Zero-shot): 77. Result ID: 6a30fce1fbc373592c2cdfea. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L/14\_336"}. This record does not assert independent reproduction. ### CLIP baseline Top-1 Accuracy (Zero-shot): 75.93. Result ID: 6a30fce1fbc373592c2cdfe7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L/14"}. This record does not assert independent reproduction. ### LSA Top-1 Accuracy (Zero-shot): 71.3. Result ID: 6a30fce1fbc373592c2cdfe6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### OnZeta Top-1 Accuracy (Zero-shot): 70.81. Result ID: 6a30fce1fbc373592c2cdfe5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### CLIP baseline Top-1 Accuracy (Zero-shot): 68.81. Result ID: 6a30fce1fbc373592c2cdfe4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### LSA Top-1 Accuracy (Zero-shot): 66.18. Result ID: 6a30fce1fbc373592c2cdfe3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### OnZeta Top-1 Accuracy (Zero-shot): 65.67. Result ID: 6a30fce1fbc373592c2cdfe2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### CLIP baseline Top-1 Accuracy (Zero-shot): 63.8. Result ID: 6a30fce1fbc373592c2cdfe1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### LSA Top-1 Accuracy (Zero-shot): 62.86. Result ID: 6a30fce1fbc373592c2cdfe0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### OnZeta Top-1 Accuracy (Zero-shot): 62.29. Result ID: 6a30fce1fbc373592c2cdfdf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### CLIP baseline Top-1 Accuracy (Zero-shot): 60.3. Result ID: 6a30fce1fbc373592c2cdfde. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.