# Image Classification on ImageNet Extreme low-shot 5 images per class 1K Source: [Image Classification on ImageNet Extreme low-shot 5 images per class 1K]() Collection index: [llms.txt]() Data updated: 2026-02-27T07:12:57.339Z Evaluation of Image Classification performance under an extreme low-shot condition, specifically using 5 support images per class on the ImageNet 1K dataset, 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 | Image Classification | | Dataset (including any stated split) | ImageNet Extreme low-shot 5 images per class 1K | | Metric | Top-1 Acc | | 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 Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | MSN | 72.4 | Not recorded | 68fa6c591e209131cea33793 | | MSN | 72.1 | Not recorded | 68fa6c591e209131cea33793 | | MSN | 71.6 | Not recorded | 68fa6c591e209131cea33793 | | MSN | 65.5 | Not recorded | 68fa6c591e209131cea33793 | | iBOT | 64.7 | Not recorded | 68fa6c591e209131cea33793 | | DINO | 64.7 | Not recorded | 68fa6c591e209131cea33793 | | DINO | 64.6 | Not recorded | 68fa6c591e209131cea33793 | | MSN | 62.8 | Not recorded | 68fa6c591e209131cea33793 | | DINO | 61.4 | Not recorded | 68fa6c591e209131cea33793 | | iBOT | 59.9 | Not recorded | 68fa6c591e209131cea33793 | | DINO | 58.5 | Not recorded | 68fa6c591e209131cea33793 | | MAE | 42.3 | Not recorded | 68fa6c591e209131cea33793 | | MAE | 40.5 | Not recorded | 68fa6c591e209131cea33793 | | MAE | 32.8 | Not recorded | 68fa6c591e209131cea33793 | ### MSN Top-1 Acc: 72.4. Result ID: 69a143f735dfcabb00e5e4fe. [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 Acc: 72.1. Result ID: 69a143f735dfcabb00e5e4ff. [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 Acc: 71.6. Result ID: 69a143f735dfcabb00e5e4fd. [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 Acc: 65.5. Result ID: 69a143f735dfcabb00e5e4fc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-B/16","Epochs":"600"}. This record does not assert independent reproduction. ### iBOT Top-1 Acc: 64.7. Result ID: 69a143f735dfcabb00e5e4f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-B/16","Epochs":"400"}. This record does not assert independent reproduction. ### DINO Top-1 Acc: 64.7. Result ID: 69a143f735dfcabb00e5e4f6. [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 Acc: 64.6. Result ID: 69a143f735dfcabb00e5e4f7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-B/8","Epochs":"300"}. This record does not assert independent reproduction. ### MSN Top-1 Acc: 62.8. Result ID: 69a143f735dfcabb00e5e4fb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-S/16","Epochs":"800"}. This record does not assert independent reproduction. ### DINO Top-1 Acc: 61.4. Result ID: 69a143f735dfcabb00e5e4f5. [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 Acc: 59.9. Result ID: 69a143f735dfcabb00e5e4f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-S/16","Epochs":"800"}. This record does not assert independent reproduction. ### DINO Top-1 Acc: 58.5. Result ID: 69a143f735dfcabb00e5e4f4. [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 Acc: 42.3. Result ID: 69a143f735dfcabb00e5e4f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-L/16","Epochs":"1600"}. This record does not assert independent reproduction. ### MAE Top-1 Acc: 40.5. Result ID: 69a143f735dfcabb00e5e4f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-B/16","Epochs":"1600"}. This record does not assert independent reproduction. ### MAE Top-1 Acc: 32.8. Result ID: 69a143f735dfcabb00e5e4fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT-H/14","Epochs":"1600"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.