# Image Classification on ImageNet-1k random 100-class subsets 1.0 (test) Source: [Image Classification on ImageNet-1k random 100-class subsets 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-05-11T08:07:15.492Z Evaluation of Image Classification performance on the specific test split of the ImageNet-1k random 100-class subsets version 1.0. 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-1k random 100-class subsets 1.0 (test) | | Metric | Accuracy (L10 Test) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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 (L10 Test)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (L10 Test) | Result date | Report paper | | --- | --- | --- | --- | | PolarAdamW | 86.56 | Not recorded | 6a016297dbc836b87d82315c | | PolarAdamW | 86.1 | Not recorded | 6a016297dbc836b87d82315c | | PolarAdamW | 85.78 | Not recorded | 6a016297dbc836b87d82315c | | PolarAdamW | 85.42 | Not recorded | 6a016297dbc836b87d82315c | | Muon | 85.14 | Not recorded | 6a016297dbc836b87d82315c | | PolarAdamW | 85.03 | Not recorded | 6a016297dbc836b87d82315c | | Muon | 84.97 | Not recorded | 6a016297dbc836b87d82315c | | Muon | 84.41 | Not recorded | 6a016297dbc836b87d82315c | | Muon | 83.82 | Not recorded | 6a016297dbc836b87d82315c | | Muon | 83.72 | Not recorded | 6a016297dbc836b87d82315c | | AdamW | 80.75 | Not recorded | 6a016297dbc836b87d82315c | | AdamW | 79.98 | Not recorded | 6a016297dbc836b87d82315c | | AdamW | 79.95 | Not recorded | 6a016297dbc836b87d82315c | | AdamW | 79.8 | Not recorded | 6a016297dbc836b87d82315c | | AdamW | 79.42 | Not recorded | 6a016297dbc836b87d82315c | | PolarAdamW | 73.75 | Not recorded | 6a016297dbc836b87d82315c | | PolarAdamW | 73.65 | Not recorded | 6a016297dbc836b87d82315c | | PolarAdamW | 73.47 | Not recorded | 6a016297dbc836b87d82315c | | PolarAdamW | 73.37 | Not recorded | 6a016297dbc836b87d82315c | | PolarAdamW | 73.11 | Not recorded | 6a016297dbc836b87d82315c | | Muon | 72.17 | Not recorded | 6a016297dbc836b87d82315c | | Muon | 71.53 | Not recorded | 6a016297dbc836b87d82315c | | Muon | 71.53 | Not recorded | 6a016297dbc836b87d82315c | | Muon | 71.31 | Not recorded | 6a016297dbc836b87d82315c | | Muon | 71.13 | Not recorded | 6a016297dbc836b87d82315c | | AdamW | 64.56 | Not recorded | 6a016297dbc836b87d82315c | | AdamW | 64.49 | Not recorded | 6a016297dbc836b87d82315c | | AdamW | 63.97 | Not recorded | 6a016297dbc836b87d82315c | | AdamW | 63.73 | Not recorded | 6a016297dbc836b87d82315c | | AdamW | 63.08 | Not recorded | 6a016297dbc836b87d82315c | ### PolarAdamW Accuracy (L10 Test): 86.56. Result ID: 6a018e1e47f34ce924e33d3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Tiny","Training Recipe":"DeiT-style recipe","Epochs":"300","Seed":"2024"}. This record does not assert independent reproduction. ### PolarAdamW Accuracy (L10 Test): 86.1. Result ID: 6a018e1e47f34ce924e33d3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Tiny","Training Recipe":"DeiT-style recipe","Epochs":"300","Seed":"123"}. This record does not assert independent reproduction. ### PolarAdamW Accuracy (L10 Test): 85.78. Result ID: 6a018e1e47f34ce924e33d3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Tiny","Training Recipe":"DeiT-style recipe","Epochs":"300","Seed":"mean"}. This record does not assert independent reproduction. ### PolarAdamW Accuracy (L10 Test): 85.42. Result ID: 6a018e1e47f34ce924e33d3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Tiny","Training Recipe":"DeiT-style recipe","Epochs":"300","Seed":"7"}. This record does not assert independent reproduction. ### Muon Accuracy (L10 Test): 85.14. Result ID: 6a018e1e47f34ce924e33d37. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Tiny","Training Recipe":"DeiT-style recipe","Epochs":"300","Seed":"2024"}. This record does not assert independent reproduction. ### PolarAdamW Accuracy (L10 Test): 85.03. Result ID: 6a018e1e47f34ce924e33d39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Tiny","Training Recipe":"DeiT-style recipe","Epochs":"300","Seed":"42"}. This record does not assert independent reproduction. ### Muon Accuracy (L10 Test): 84.97. Result ID: 6a018e1e47f34ce924e33d36. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Tiny","Training Recipe":"DeiT-style recipe","Epochs":"300","Seed":"123"}. This record does not assert independent reproduction. ### Muon Accuracy (L10 Test): 84.41. Result ID: 6a018e1e47f34ce924e33d38. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Tiny","Training Recipe":"DeiT-style recipe","Epochs":"300","Seed":"mean"}. This record does not assert independent reproduction. ### Muon Accuracy (L10 Test): 83.82. Result ID: 6a018e1e47f34ce924e33d35. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Tiny","Training Recipe":"DeiT-style recipe","Epochs":"300","Seed":"7"}. This record does not assert independent reproduction. ### Muon Accuracy (L10 Test): 83.72. Result ID: 6a018e1e47f34ce924e33d34. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Tiny","Training Recipe":"DeiT-style recipe","Epochs":"300","Seed":"42"}. This record does not assert independent reproduction. ### AdamW Accuracy (L10 Test): 80.75. Result ID: 6a018e1e47f34ce924e33d32. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Tiny","Training Recipe":"DeiT-style recipe","Epochs":"300","Seed":"2024"}. This record does not assert independent reproduction. ### AdamW Accuracy (L10 Test): 79.98. Result ID: 6a018e1e47f34ce924e33d33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Tiny","Training Recipe":"DeiT-style recipe","Epochs":"300","Seed":"mean"}. This record does not assert independent reproduction. ### AdamW Accuracy (L10 Test): 79.95. Result ID: 6a018e1e47f34ce924e33d30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Tiny","Training Recipe":"DeiT-style recipe","Epochs":"300","Seed":"7"}. This record does not assert independent reproduction. ### AdamW Accuracy (L10 Test): 79.8. Result ID: 6a018e1e47f34ce924e33d2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Tiny","Training Recipe":"DeiT-style recipe","Epochs":"300","Seed":"42"}. This record does not assert independent reproduction. ### AdamW Accuracy (L10 Test): 79.42. Result ID: 6a018e1e47f34ce924e33d31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Tiny","Training Recipe":"DeiT-style recipe","Epochs":"300","Seed":"123"}. This record does not assert independent reproduction. ### PolarAdamW Accuracy (L10 Test): 73.75. Result ID: 6a018e1e47f34ce924e33d2c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Tiny","Training Recipe":"minimal recipe","Epochs":"100","Seed":"123"}. This record does not assert independent reproduction. ### PolarAdamW Accuracy (L10 Test): 73.65. Result ID: 6a018e1e47f34ce924e33d2d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Tiny","Training Recipe":"minimal recipe","Epochs":"100","Seed":"2024"}. This record does not assert independent reproduction. ### PolarAdamW Accuracy (L10 Test): 73.47. Result ID: 6a018e1e47f34ce924e33d2e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Tiny","Training Recipe":"minimal recipe","Epochs":"100","Seed":"mean"}. This record does not assert independent reproduction. ### PolarAdamW Accuracy (L10 Test): 73.37. Result ID: 6a018e1e47f34ce924e33d2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Tiny","Training Recipe":"minimal recipe","Epochs":"100","Seed":"7"}. This record does not assert independent reproduction. ### PolarAdamW Accuracy (L10 Test): 73.11. Result ID: 6a018e1e47f34ce924e33d2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Tiny","Training Recipe":"minimal recipe","Epochs":"100","Seed":"42"}. This record does not assert independent reproduction. ### Muon Accuracy (L10 Test): 72.17. Result ID: 6a018e1e47f34ce924e33d26. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Tiny","Training Recipe":"minimal recipe","Epochs":"100","Seed":"7"}. This record does not assert independent reproduction. ### Muon Accuracy (L10 Test): 71.53. Result ID: 6a018e1e47f34ce924e33d27. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Tiny","Training Recipe":"minimal recipe","Epochs":"100","Seed":"123"}. This record does not assert independent reproduction. ### Muon Accuracy (L10 Test): 71.53. Result ID: 6a018e1e47f34ce924e33d29. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Tiny","Training Recipe":"minimal recipe","Epochs":"100","Seed":"mean"}. This record does not assert independent reproduction. ### Muon Accuracy (L10 Test): 71.31. Result ID: 6a018e1e47f34ce924e33d28. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Tiny","Training Recipe":"minimal recipe","Epochs":"100","Seed":"2024"}. This record does not assert independent reproduction. ### Muon Accuracy (L10 Test): 71.13. Result ID: 6a018e1e47f34ce924e33d25. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Tiny","Training Recipe":"minimal recipe","Epochs":"100","Seed":"42"}. This record does not assert independent reproduction. ### AdamW Accuracy (L10 Test): 64.56. Result ID: 6a018e1e47f34ce924e33d22. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Tiny","Training Recipe":"minimal recipe","Epochs":"100","Seed":"123"}. This record does not assert independent reproduction. ### AdamW Accuracy (L10 Test): 64.49. Result ID: 6a018e1e47f34ce924e33d23. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Tiny","Training Recipe":"minimal recipe","Epochs":"100","Seed":"2024"}. This record does not assert independent reproduction. ### AdamW Accuracy (L10 Test): 63.97. Result ID: 6a018e1e47f34ce924e33d24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Tiny","Training Recipe":"minimal recipe","Epochs":"100","Seed":"mean"}. This record does not assert independent reproduction. ### AdamW Accuracy (L10 Test): 63.73. Result ID: 6a018e1e47f34ce924e33d21. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Tiny","Training Recipe":"minimal recipe","Epochs":"100","Seed":"7"}. This record does not assert independent reproduction. ### AdamW Accuracy (L10 Test): 63.08. Result ID: 6a018e1e47f34ce924e33d20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Tiny","Training Recipe":"minimal recipe","Epochs":"100","Seed":"42"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.