# Image Classification on ImageNet-1K (val) (Few-Shot and Probing Evaluation) Source: [Image Classification on ImageNet-1K (val) (Few-Shot and Probing Evaluation)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:33:59.935Z Evaluation of Image Classification performance on the ImageNet-1K validation set using various few-shot learning protocols (e.g., 1-shot, 5-shot) and linear probing techniques (k-NN, Probe). 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 (val) | | Metric | Accuracy (1-shot) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 (1-shot)](): Higher is better; unit: PERCENT. - [Accuracy (2-shot)](): Higher is better; unit: PERCENT. - [Accuracy (5-shot)](): Higher is better; unit: PERCENT. - [Accuracy (1%)](): Higher is better; unit: PERCENT. - [Accuracy (10%)](): Higher is better; unit: PERCENT. - [Accuracy (Probe)](): Higher is better; unit: PERCENT. - [Accuracy (k-NN)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (1-shot) | Result date | Report paper | | --- | --- | --- | --- | | D2V2-Refined | 64.2 | Not recorded | 68fa770b1e209131cea70b09 | | D2V2-Refined | 61.7 | Not recorded | 68fa770b1e209131cea70b09 | | MAE-Refined | 59.5 | Not recorded | 68fa770b1e209131cea70b09 | | MAE-Refined | 58.2 | Not recorded | 68fa770b1e209131cea70b09 | | MAE-Refined | 57.8 | Not recorded | 68fa770b1e209131cea70b09 | | Mugs | 52.9 | Not recorded | 68fa770b1e209131cea70b09 | | MAE-CT | 49.4 | Not recorded | 68fa770b1e209131cea70b09 | | iBOT | 48.5 | Not recorded | 68fa770b1e209131cea70b09 | | D2V2 | 24.1 | Not recorded | 68fa770b1e209131cea70b09 | | D2V2 | 21.6 | Not recorded | 68fa770b1e209131cea70b09 | | MAE | 17.8 | Not recorded | 68fa770b1e209131cea70b09 | | MAE | 14.3 | Not recorded | 68fa770b1e209131cea70b09 | | MAE | 7.2 | Not recorded | 68fa770b1e209131cea70b09 | ### D2V2-Refined Accuracy (1-shot): 64.2. Result ID: 699455693a6c3148491c9317. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ViT":"H/14"}. This record does not assert independent reproduction. ### D2V2-Refined Accuracy (1-shot): 61.7. Result ID: 699455693a6c3148491c9312. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ViT":"L/16"}. This record does not assert independent reproduction. ### MAE-Refined Accuracy (1-shot): 59.5. Result ID: 699455693a6c3148491c9316. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ViT":"H/14"}. This record does not assert independent reproduction. ### MAE-Refined Accuracy (1-shot): 58.2. Result ID: 699455693a6c3148491c9319. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ViT":"2B/14"}. This record does not assert independent reproduction. ### MAE-Refined Accuracy (1-shot): 57.8. Result ID: 699455693a6c3148491c9311. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ViT":"L/16"}. This record does not assert independent reproduction. ### Mugs Accuracy (1-shot): 52.9. Result ID: 699455693a6c3148491c9310. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ViT":"L/16"}. This record does not assert independent reproduction. ### MAE-CT Accuracy (1-shot): 49.4. Result ID: 699455693a6c3148491c9315. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ViT":"H/14"}. This record does not assert independent reproduction. ### iBOT Accuracy (1-shot): 48.5. Result ID: 699455693a6c3148491c930f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ViT":"L/16"}. This record does not assert independent reproduction. ### D2V2 Accuracy (1-shot): 24.1. Result ID: 699455693a6c3148491c930e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ViT":"L/16"}. This record does not assert independent reproduction. ### D2V2 Accuracy (1-shot): 21.6. Result ID: 699455693a6c3148491c9314. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ViT":"H/14"}. This record does not assert independent reproduction. ### MAE Accuracy (1-shot): 17.8. Result ID: 699455693a6c3148491c9318. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ViT":"2B/14"}. This record does not assert independent reproduction. ### MAE Accuracy (1-shot): 14.3. Result ID: 699455693a6c3148491c930d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ViT":"L/16"}. This record does not assert independent reproduction. ### MAE Accuracy (1-shot): 7.2. Result ID: 699455693a6c3148491c9313. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ViT":"H/14"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.