# Image Classification on ImageNet (val) (Top-1, Top-5, NLL) Source: [Image Classification on ImageNet (val) (Top-1, Top-5, NLL)]() Collection index: [llms.txt]() Data updated: 2026-04-02T08:43:04.332Z Evaluation of Image Classification performance on the validation split of the ImageNet dataset, reporting Top-1 Accuracy, Top-5 Accuracy, and Negative Log-Likelihood (NLL). 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 (val) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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. - [Top-5 Accuracy](): Higher is better; unit: PERCENT. - [NLL](): Lower is better; unit: SCALAR. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Elliptical-QUEST | 59.15 | Not recorded | 69cdf7f20636e5bf4afcc99a | | Elliptical | 57.96 | Not recorded | 69cdf7f20636e5bf4afcc99a | | QUEST | 50.7 | Not recorded | 69cdf7f20636e5bf4afcc99a | | Standard | 47.17 | Not recorded | 69cdf7f20636e5bf4afcc99a | | Elliptical-QUEST | 28.54 | Not recorded | 69cdf7f20636e5bf4afcc99a | | Elliptical | 27.35 | Not recorded | 69cdf7f20636e5bf4afcc99a | | QUEST | 27.29 | Not recorded | 69cdf7f20636e5bf4afcc99a | | Standard | 26.57 | Not recorded | 69cdf7f20636e5bf4afcc99a | ### Elliptical-QUEST Top-1 Accuracy: 59.15. Result ID: 69ce2bef47f34ce924b75d23. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attention":"Elliptical-QUEST","Attack":"SPSA","Backbone":"ViT-Ti/16","Training Recipe":"DeiT"}. This record does not assert independent reproduction. ### Elliptical Top-1 Accuracy: 57.96. Result ID: 69ce2bef47f34ce924b75d22. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attention":"Elliptical","Attack":"SPSA","Backbone":"ViT-Ti/16","Training Recipe":"DeiT"}. This record does not assert independent reproduction. ### QUEST Top-1 Accuracy: 50.7. Result ID: 69ce2bef47f34ce924b75d21. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attention":"QUEST","Attack":"SPSA","Backbone":"ViT-Ti/16","Training Recipe":"DeiT"}. This record does not assert independent reproduction. ### Standard Top-1 Accuracy: 47.17. Result ID: 69ce2bef47f34ce924b75d20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attention":"Standard","Attack":"SPSA","Backbone":"ViT-Ti/16","Training Recipe":"DeiT"}. This record does not assert independent reproduction. ### Elliptical-QUEST Top-1 Accuracy: 28.54. Result ID: 69ce2bef47f34ce924b75d27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attention":"Elliptical-QUEST","Attack":"Auto","Backbone":"ViT-Ti/16","Training Recipe":"DeiT"}. This record does not assert independent reproduction. ### Elliptical Top-1 Accuracy: 27.35. Result ID: 69ce2bef47f34ce924b75d26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attention":"Elliptical","Attack":"Auto","Backbone":"ViT-Ti/16","Training Recipe":"DeiT"}. This record does not assert independent reproduction. ### QUEST Top-1 Accuracy: 27.29. Result ID: 69ce2bef47f34ce924b75d25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attention":"QUEST","Attack":"Auto","Backbone":"ViT-Ti/16","Training Recipe":"DeiT"}. This record does not assert independent reproduction. ### Standard Top-1 Accuracy: 26.57. Result ID: 69ce2bef47f34ce924b75d24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attention":"Standard","Attack":"Auto","Backbone":"ViT-Ti/16","Training Recipe":"DeiT"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.