# Image Classification on ImageNet 1 image per class 1K (test) Source: [Image Classification on ImageNet 1 image per class 1K (test)]() Collection index: [llms.txt]() Data updated: 2026-02-27T07:12:57.436Z Evaluation of Image Classification performance on the specific '1 image per class' subset of the ImageNet 1K test set, reporting 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 | Image Classification | | Dataset (including any stated split) | ImageNet 1 image per class 1K (test) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 | | --- | --- | --- | --- | | MSN | 57.1 | Not recorded | 68fa6c591e209131cea33793 | | MSN | 55.1 | Not recorded | 68fa6c591e209131cea33793 | | MSN | 54.3 | Not recorded | 68fa6c591e209131cea33793 | | MSN | 49.8 | Not recorded | 68fa6c591e209131cea33793 | | MSN | 47.1 | Not recorded | 68fa6c591e209131cea33793 | | iBOT | 46.1 | Not recorded | 68fa6c591e209131cea33793 | | DINO | 45.8 | Not recorded | 68fa6c591e209131cea33793 | | DINO | 45.5 | Not recorded | 68fa6c591e209131cea33793 | | DINO | 41.8 | Not recorded | 68fa6c591e209131cea33793 | | iBOT | 40.4 | Not recorded | 68fa6c591e209131cea33793 | | DINO | 38.9 | Not recorded | 68fa6c591e209131cea33793 | | MAE | 12.3 | Not recorded | 68fa6c591e209131cea33793 | | MAE | 11.6 | Not recorded | 68fa6c591e209131cea33793 | | MAE | 8.2 | Not recorded | 68fa6c591e209131cea33793 | ### MSN Top-1 Accuracy: 57.1. Result ID: 69a143f735dfcabb00e5e4e3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-L/7","Epochs":"200"}. This record does not assert independent reproduction. ### MSN Top-1 Accuracy: 55.1. Result ID: 69a143f735dfcabb00e5e4e1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-B/8","Epochs":"600"}. This record does not assert independent reproduction. ### MSN Top-1 Accuracy: 54.3. Result ID: 69a143f735dfcabb00e5e4e2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-B/4","Epochs":"300"}. This record does not assert independent reproduction. ### MSN Top-1 Accuracy: 49.8. Result ID: 69a143f735dfcabb00e5e4e0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-B/16","Epochs":"600"}. This record does not assert independent reproduction. ### MSN Top-1 Accuracy: 47.1. Result ID: 69a143f735dfcabb00e5e4df. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-S/16","Epochs":"800"}. This record does not assert independent reproduction. ### iBOT Top-1 Accuracy: 46.1. Result ID: 69a143f735dfcabb00e5e4d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-B/16","Epochs":"400"}. This record does not assert independent reproduction. ### DINO Top-1 Accuracy: 45.8. Result ID: 69a143f735dfcabb00e5e4db. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-B/8","Epochs":"300"}. This record does not assert independent reproduction. ### DINO Top-1 Accuracy: 45.5. Result ID: 69a143f735dfcabb00e5e4da. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-S/8","Epochs":"800"}. This record does not assert independent reproduction. ### DINO Top-1 Accuracy: 41.8. Result ID: 69a143f735dfcabb00e5e4d9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-B/16","Epochs":"400"}. This record does not assert independent reproduction. ### iBOT Top-1 Accuracy: 40.4. Result ID: 69a143f735dfcabb00e5e4d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-S/16","Epochs":"800"}. This record does not assert independent reproduction. ### DINO Top-1 Accuracy: 38.9. Result ID: 69a143f735dfcabb00e5e4d8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-S/16","Epochs":"800"}. This record does not assert independent reproduction. ### MAE Top-1 Accuracy: 12.3. Result ID: 69a143f735dfcabb00e5e4dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-L/16","Epochs":"1600"}. This record does not assert independent reproduction. ### MAE Top-1 Accuracy: 11.6. Result ID: 69a143f735dfcabb00e5e4de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-H/14","Epochs":"1600"}. This record does not assert independent reproduction. ### MAE Top-1 Accuracy: 8.2. Result ID: 69a143f735dfcabb00e5e4dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-B/16","Epochs":"1600"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.